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"filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", + "filename": "src/transformers/models/auto/tokenization_auto.py", "left_ranges": [ [ - 15, - 21 + 361, + 367 ], [ - 180, - 221 + 399, + 421 + ], + [ + 724, + 739 ] ], "right_ranges": [ [ - 175, - 222 + 429, + 476 + ], + [ + 808, + 826 ] ] } @@ -4280,6 +1854,125 @@ } ] }, + { + "cluster_id": "cluster-46658-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46836, + "issue_numbers": [], + "pr_numbers": [ + 46658, + 46836 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46658, + "right_pr_number": 46836, + "code_similarity": 0.22, + "size_similarity": 0.771, + "file_overlap": 0.06, + "area_overlap": 0.0, + "patch_similarity": 0.32, + "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, + 822 + ] + ], + "right_ranges": [ + [ + 127, + 133 + ], + [ + 1495, + 1545 + ] + ] + }, + { + "filename": "src/transformers/models/auto/auto_mappings.py", + "left_ranges": [ + [ + 362, + 368 + ], + [ + 591, + 599 + ], + [ + 798, + 804 + ], + [ + 884, + 891 + ], + [ + 1084, + 1090 + ], + [ + 1207, + 1213 + ] + ], + "right_ranges": [ + [ + 637, + 647 + ], + [ + 919, + 928 + ], + [ + 1130, + 1136 + ], + [ + 1260, + 1266 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 1085, + 1091 + ] + ], + "right_ranges": [ + [ + 509, + 515 + ], + [ + 1119, + 1125 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-46693-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #46693.", @@ -4826,7 +2519,7 @@ "cluster_id": "cluster-45561-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", "status": "open", - "confidence": 0.8, + "confidence": 0.55, "canonical_issue_number": 45561, "canonical_pr_number": 45645, "issue_numbers": [ @@ -4837,9 +2530,7 @@ 45645 ], "evidence_types": [ - "closing_reference", - "shared_issue_target", - "soft_similarity" + "closing_reference" ], "pr_comparisons": [ { @@ -4895,134 +2586,17 @@ ] }, { - "filename": "utils/notification_service.py", - "left_ranges": [ - [ - 935, - 967 - ] - ], - "right_ranges": [ - [ - 935, - 967 - ] - ] - } - ] - } - ] - }, - { - "cluster_id": "cluster-47158-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #47276.", - "status": "open", - "confidence": 0.75, - "canonical_issue_number": 47276, - "canonical_pr_number": 47158, - "issue_numbers": [ - 47276 - ], - "pr_numbers": [ - 47158, - 47308 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target" - ], - "pr_comparisons": [ - { - "left_pr_number": 47158, - "right_pr_number": 47308, - "code_similarity": 0.65, - "size_similarity": 1.0, - "file_overlap": 1.0, - "area_overlap": 0.0, - "patch_similarity": 1.0, - "shared_filenames": [ - "src/transformers/generation/utils.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/generation/utils.py", - "left_ranges": [ - [ - 2418, - 2424 - ] - ], - "right_ranges": [ - [ - 2426, - 2432 - ] - ] - } - ] - } - ] - }, - { - "cluster_id": "cluster-46305-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #46305.", - "status": "open", - "confidence": 0.8, - "canonical_issue_number": 46305, - "canonical_pr_number": 47162, - "issue_numbers": [ - 46305 - ], - "pr_numbers": [ - 46310, - 47162 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target", - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 46310, - "right_pr_number": 47162, - "code_similarity": 0.577, - "size_similarity": 0.338, - "file_overlap": 0.5, - "area_overlap": 1.0, - "patch_similarity": 0.062, - "shared_filenames": [ - "src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py", - "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py", - "left_ranges": [ - [ - 356, - 362 - ] - ], - "right_ranges": [ - [ - 356, - 362 - ] - ] - }, - { - "filename": "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py", + "filename": "utils/notification_service.py", "left_ranges": [ [ - 269, - 275 + 935, + 967 ] ], "right_ranges": [ [ - 269, - 275 + 935, + 967 ] ] } @@ -5031,57 +2605,48 @@ ] }, { - "cluster_id": "cluster-45081-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", + "cluster_id": "cluster-47158-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #47276.", "status": "open", - "confidence": 0.8, - "canonical_issue_number": 45081, - "canonical_pr_number": 45317, + "confidence": 0.75, + "canonical_issue_number": 47276, + "canonical_pr_number": 47158, "issue_numbers": [ - 45081 + 47276 ], "pr_numbers": [ - 45086, - 45317 + 47158, + 47308 ], "evidence_types": [ "closing_reference", - "shared_issue_target", - "soft_similarity" + "shared_issue_target" ], "pr_comparisons": [ { - "left_pr_number": 45086, - "right_pr_number": 45317, - "code_similarity": 0.589, - "size_similarity": 0.34, - "file_overlap": 0.5, + "left_pr_number": 47158, + "right_pr_number": 47308, + "code_similarity": 1.0, + "size_similarity": 1.0, + "file_overlap": 1.0, "area_overlap": 1.0, - "patch_similarity": 0.136, + "patch_similarity": 1.0, "shared_filenames": [ - "src/transformers/tokenization_utils_tokenizers.py" + "src/transformers/generation/utils.py" ], "shared_file_areas": [ { - "filename": "src/transformers/tokenization_utils_tokenizers.py", + "filename": "src/transformers/generation/utils.py", "left_ranges": [ [ - 1360, - 1370 - ], - [ - 1374, - 1380 + 2426, + 2432 ] ], "right_ranges": [ [ - 1360, - 1370 - ], - [ - 1374, - 1380 + 2426, + 2432 ] ] } @@ -5090,420 +2655,128 @@ ] }, { - "cluster_id": "cluster-47003-3", - "summary": "Cluster of 3 related pull requests linked by soft_similarity.", + "cluster_id": "cluster-46305-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46305.", "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 47243, - "issue_numbers": [], + "confidence": 0.8, + "canonical_issue_number": 46305, + "canonical_pr_number": 47162, + "issue_numbers": [ + 46305 + ], "pr_numbers": [ - 47003, - 47243, - 47298 + 46310, + 47162 ], "evidence_types": [ + "closing_reference", + "shared_issue_target", "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 47003, - "right_pr_number": 47243, - "code_similarity": 0.149, - "size_similarity": 0.194, - "file_overlap": 0.07, - "area_overlap": 0.146, - "patch_similarity": 0.252, + "left_pr_number": 46310, + "right_pr_number": 47162, + "code_similarity": 0.577, + "size_similarity": 0.338, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.062, "shared_filenames": [ - "src/transformers/exporters/exporter_dynamo.py", - "src/transformers/exporters/exporter_executorch.py", - "src/transformers/models/xcodec2/modeling_xcodec2.py", - "src/transformers/models/xcodec2/modular_xcodec2.py", - "tests/exporters/test_export.py" + "src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py", + "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py" ], "shared_file_areas": [ { - "filename": "src/transformers/exporters/exporter_dynamo.py", - "left_ranges": [ - [ - 43, - 49 - ], - [ - 352, - 359 - ], - [ - 383, - 390 - ], - [ - 452, - 473 - ], - [ - 490, - 510 - ], - [ - 551, - 562 - ], - [ - 597, - 609 - ] - ], - "right_ranges": [ - [ - 43, - 49 - ], - [ - 450, - 471 - ], - [ - 488, - 508 - ], - [ - 549, - 560 - ] - ] - }, - { - "filename": "src/transformers/exporters/exporter_executorch.py", - "left_ranges": [ - [ - 70, - 88 - ], - [ - 196, - 204 - ] - ], - "right_ranges": [ - [ - 38, - 44 - ], - [ - 50, - 55 - ], - [ - 60, - 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43 - ], - [ - 49, - 132 - ], - [ - 239, - 273 - ], - [ - 301, - 335 - ], - [ - 348, - 452 - ], - [ - 484, - 508 - ], - [ - 523, - 530 - ], - [ - 555, - 561 - ], - [ - 564, - 573 - ], - [ - 590, - 596 - ], - [ - 599, - 608 - ], - [ - 612, - 645 - ], - [ - 648, - 666 - ], - [ - 690, - 697 - ], - [ - 700, - 706 - ], - [ - 709, - 715 - ], - [ - 721, - 727 - ], - [ - 744, - 750 - ], - [ - 753, - 762 - ], - [ - 767, - 800 - ], + ] + }, + { + "filename": "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py", + "left_ranges": [ [ - 803, - 821 + 269, + 275 ] ], "right_ranges": [ [ - 13, - 19 - ], - [ - 26, - 38 - ], - [ - 111, - 133 - ], - [ - 154, - 223 - ], - [ - 268, - 274 - ], - [ - 279, - 310 - ], - [ - 388, - 400 - ], - [ - 406, - 415 - ], - [ - 444, - 450 - ], - [ - 453, - 459 - ], - [ - 479, - 485 - ], - [ - 510, - 516 - ], - [ - 522, - 533 - ], - [ - 550, - 578 - ], - [ - 582, - 588 - ], + 269, + 275 + ] + ] + } + ] + } + ] + }, + { + "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": [ [ - 591, - 597 + 1360, + 1370 ], [ - 617, - 623 - ], + 1374, + 1380 + ] + ], + "right_ranges": [ [ - 649, - 655 + 1360, + 1370 ], [ - 661, - 667 + 1374, + 1380 ] ] } ] - }, - { - "left_pr_number": 47003, - "right_pr_number": 47298, - "code_similarity": 0.012, - "size_similarity": 0.04, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.029, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47243, - "right_pr_number": 47298, - "code_similarity": 0.047, - "size_similarity": 0.208, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.035, - "shared_filenames": [], - "shared_file_areas": [] } ] }, @@ -5566,102 +2839,102 @@ ] }, { - "cluster_id": "cluster-47253-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "cluster_id": "cluster-47122-3", + "summary": "Cluster of 3 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 47253, + "canonical_pr_number": 47122, "issue_numbers": [], "pr_numbers": [ - 47253, - 47306 + 47122, + 47150, + 47224 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 47253, - "right_pr_number": 47306, - "code_similarity": 0.048, - "size_similarity": 0.186, + "left_pr_number": 47122, + "right_pr_number": 47150, + "code_similarity": 0.085, + "size_similarity": 0.423, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.073, + "patch_similarity": 0.0, "shared_filenames": [], "shared_file_areas": [] - } - ] - }, - { - "cluster_id": "cluster-43656-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 43656, - "issue_numbers": [], - "pr_numbers": [ - 43656, - 43842 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ + }, { - "left_pr_number": 43656, - "right_pr_number": 43842, - "code_similarity": 0.405, - "size_similarity": 0.5, - "file_overlap": 1.0, - "area_overlap": 0.0, - "patch_similarity": 0.036, + "left_pr_number": 47122, + "right_pr_number": 47224, + "code_similarity": 0.474, + "size_similarity": 0.302, + "file_overlap": 0.4, + "area_overlap": 0.818, + "patch_similarity": 0.051, "shared_filenames": [ - "src/transformers/cli/serve.py" + "src/transformers/models/edgetam/modeling_edgetam.py", + "src/transformers/models/edgetam/modular_edgetam.py" ], "shared_file_areas": [ { - "filename": "src/transformers/cli/serve.py", + "filename": "src/transformers/models/edgetam/modeling_edgetam.py", "left_ranges": [ [ - 11, - 18 - ], - [ - 30, - 36 - ], - [ - 315, - 323 - ], + 464, + 472 + ] + ], + "right_ranges": [ [ - 665, - 671 - ], + 464, + 474 + ] + ] + }, + { + "filename": "src/transformers/models/edgetam/modular_edgetam.py", + "left_ranges": [ [ - 931, - 937 - ], + 210, + 218 + ] + ], + "right_ranges": [ [ - 1843, - 1849 - ], + 210, + 220 + ] + ] + } + ] + }, + { + "left_pr_number": 47150, + "right_pr_number": 47224, + "code_similarity": 0.442, + "size_similarity": 0.128, + "file_overlap": 0.2, + "area_overlap": 1.0, + "patch_similarity": 0.04, + "shared_filenames": [ + "src/transformers/models/whisper/generation_whisper.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/whisper/generation_whisper.py", + "left_ranges": [ [ - 1868, - 1874 + 1937, + 1943 ] ], "right_ranges": [ [ - 54, - 61 - ], - [ - 587, - 593 + 1937, + 1943 ] ] } @@ -5669,6 +2942,58 @@ } ] }, + { + "cluster_id": "cluster-44001-3", + "summary": "Cluster of 3 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44002, + "issue_numbers": [], + "pr_numbers": [ + 44001, + 44002, + 44004 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44001, + "right_pr_number": 44002, + "code_similarity": 0.175, + "size_similarity": 0.595, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.375, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44001, + "right_pr_number": 44004, + "code_similarity": 0.087, + "size_similarity": 0.237, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.262, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44002, + "right_pr_number": 44004, + "code_similarity": 0.125, + "size_similarity": 0.398, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.304, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, { "cluster_id": "cluster-47123-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -5729,29 +3054,29 @@ ] }, { - "cluster_id": "cluster-47077-2", + "cluster_id": "cluster-47210-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 47077, + "canonical_pr_number": 47210, "issue_numbers": [], "pr_numbers": [ - 47077, - 47304 + 47210, + 47301 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 47077, - "right_pr_number": 47304, - "code_similarity": 0.06, - "size_similarity": 0.116, + "left_pr_number": 47210, + "right_pr_number": 47301, + "code_similarity": 0.025, + "size_similarity": 0.081, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.247, + "patch_similarity": 0.061, "shared_filenames": [], "shared_file_areas": [] } @@ -6034,6 +3359,23 @@ } ], "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-46894-7", + "canonical_issue_number": 46894, + "duplicate_issue_numbers": [ + 46897, + 46901 + ], + "reason": "Issues in cluster-46894-7 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + }, { "cluster_id": "cluster-47138-4", "canonical_issue_number": 47138, @@ -6063,35 +3405,13 @@ "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-43451-16", - "canonical_pr_number": 47291, - "duplicate_pr_numbers": [ - 43451, - 46376, - 46509, - 46658, - 46836, - 47096, - 47143, - 47163, - 47166, - 47181, - 47184, - 47216, - 47292, - 47301 - ], - "target_issue_number": 47039, - "reason": "PRs in cluster-43451-16 are treated as duplicates because they converge on issue #47039 with closing_reference, soft_similarity evidence." - }, - { - "cluster_id": "cluster-43656-2", - "canonical_pr_number": 43656, + "cluster_id": "cluster-43451-2", + "canonical_pr_number": 43451, "duplicate_pr_numbers": [ - 43842 + 47298 ], "target_issue_number": null, - "reason": "PRs in cluster-43656-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-43451-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-43698-3", @@ -6119,6 +3439,16 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-44001-3", + "canonical_pr_number": 44002, + "duplicate_pr_numbers": [ + 44001, + 44004 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44001-3 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-44018-2", "canonical_pr_number": 44068, @@ -6137,6 +3467,15 @@ "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, @@ -6144,7 +3483,7 @@ 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." + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference evidence." }, { "cluster_id": "cluster-45647-3", @@ -6173,6 +3512,27 @@ "target_issue_number": 46305, "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-46509-5", + "canonical_pr_number": 46509, + "duplicate_pr_numbers": [ + 47163, + 47166, + 47184, + 47292 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46509-5 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-46658-2", + "canonical_pr_number": 46836, + "duplicate_pr_numbers": [ + 46658 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46658-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-46693-3", "canonical_pr_number": 47215, @@ -6192,7 +3552,7 @@ "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference, shared_issue_target evidence." }, { - "cluster_id": "cluster-46894-5", + "cluster_id": "cluster-46894-7", "canonical_pr_number": 46903, "duplicate_pr_numbers": [ 46895, @@ -6200,26 +3560,17 @@ 47090 ], "target_issue_number": 46894, - "reason": "PRs in cluster-46894-5 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." - }, - { - "cluster_id": "cluster-47003-3", - "canonical_pr_number": 47243, - "duplicate_pr_numbers": [ - 47003, - 47298 - ], - "target_issue_number": null, - "reason": "PRs in cluster-47003-3 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-46894-7 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-47077-2", - "canonical_pr_number": 47077, + "cluster_id": "cluster-47122-3", + "canonical_pr_number": 47122, "duplicate_pr_numbers": [ - 47304 + 47150, + 47224 ], "target_issue_number": null, - "reason": "PRs in cluster-47077-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-47122-3 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-47123-2", @@ -6249,25 +3600,25 @@ "reason": "PRs in cluster-47158-3 are treated as duplicates because they converge on issue #47276 with closing_reference, shared_issue_target evidence." }, { - "cluster_id": "cluster-47253-2", - "canonical_pr_number": 47253, + "cluster_id": "cluster-47210-2", + "canonical_pr_number": 47210, "duplicate_pr_numbers": [ - 47306 + 47301 ], "target_issue_number": null, - "reason": "PRs in cluster-47253-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-47210-2 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { - "cluster_id": "cluster-43451-16", - "issue_number": 47039, - "reason": "Issue #47039 is the strongest global issue candidate because it is open, belongs to a cluster with 16 artifacts, and carries 2 discussion comments plus 3 inbound references.", - "score": 267.0 + "cluster_id": "cluster-46894-7", + "issue_number": 46894, + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 7 artifacts, and carries 1 discussion comments plus 10 inbound references.", + "score": 182.0 }, "best_pr": { - "cluster_id": "cluster-43451-16", - "pr_number": 47291, - "reason": "PR #47291 is the strongest global PR candidate because it is open, belongs to a cluster with 16 artifacts, links to 1 issues, and carries 2 review/discussion events.", - "score": 288.968 + "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/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index e2cda0e519fe6438b70da1025508c11982433765..cbce0eb8117e1970af65781047097d03018a8a99 100644 --- a/analysis/current/analysis-report-hybrid.llm-reviews.json +++ b/analysis/current/analysis-report-hybrid.llm-reviews.json @@ -1,22 +1,22 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260714T000025Z", - "generated_at": "2026-07-14T00:11:56Z", + "snapshot_id": "20260714T060029Z", + "generated_at": "2026-07-14T06:12:53Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:24643", "issue:30277", @@ -87,8 +87,8 @@ "issue:43638|issue:46165", "issue:43596|issue:44805", "issue:44805|issue:46294", - "issue:46165|issue:46468", "issue:44805|issue:45161", + "issue:46165|issue:46468", "issue:44560|issue:46165", "issue:34634|issue:35545", "issue:30277|issue:43638", @@ -131,14 +131,14 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "f95128fde9597d99369c9c4bfcdce2a94ca0f02fd3ca257b9eeb4f8e09fbf887", + "prepared_review_unit_hash": "4381e5748d4eb31f7c5a9c5de467b73ada10edc0c4c546d80c98f0c8218c7dc1", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 48, @@ -153,327 +153,321 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated; only the ZeRO-3 \"index 0 is out of bounds\" reports and the torch 2.4.1 compatibility reports look like true duplicates. No PRs are present.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 43638 is the best canonical representative for the ZeRO-3 loading failure subgroup: it most clearly states the shared \"index 0 is out of bounds\" bug and matches the near-identical 43596/41762 reports.", + "summary": "Mostly heterogeneous issue cluster with a few clear duplicate-like groups. The strongest soft edge is the DeepSpeed ZeRO-3/BERT IndexError pair 43596/43638, which is close enough to treat as the same bug; the torch compatibility and Qwen3.5 MoE pairs also look related.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43596 is the cleanest canonical issue for the DeepSpeed ZeRO-3/BERT crash cluster: it states the core IndexError clearly and is tightly aligned with 43638.", "canonical_pr_reason": null, - "best_issue_reason": "43638 is the strongest issue to keep because it is the clearest, most specific description of the recurring ZeRO-3 empty-tensor indexing failure.", + "best_issue_reason": "Issue 43596 is the best global issue representative because it is the clearest, most specific report in the strongest duplicate cluster and captures the shared ZeRO-3/BERT failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different problems: Qwen3.5 config attribute mismatch vs streaming chat/completions inference failure." + "reason": "Different model/config bug versus a chat/completions streaming failure; no shared concrete code path." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Unrelated failures on different backends/hardware: AMD GPU issue vs MPS histogram/int issue." + "reason": "Both are MoE-related, but they describe different failures and different runtime paths." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model-specific bugs: image preprocessor/model dtype mismatch vs GPT-OSS on AMD GPUs." + "reason": "Unrelated failures: multimodal dtype mismatch vs AMD GPU runtime issue." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are dtype/backend complaints, but they affect different models and code paths." + "reason": "Different model/runtime bugs; autocast dtype mismatch is not the same as AMD GPU failure." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Unrelated model/runtime failures; no shared underlying bug or fix path." + "reason": "Different models and different failures; not the same bug." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different MoE/model issues; not the same code-path problem." + "reason": "Different MoE code paths and error surfaces; not a duplicate." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch vs ONNX export error are distinct failures." + "reason": "DeepSpeed collective mismatch is unrelated to ONNX export failure." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different model/export problems; no shared concrete bug." + "reason": "Different models and failure modes; not the same underlying bug." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export error is unrelated to Qwen3 device-mapping cuda assert." + "reason": "ONNX export failure and device-map cuda assert are unrelated." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Task crash vs outdated RAG examples; one is runtime behavior, the other documentation." + "reason": "Both are docs/task-related, but they concern different cleanup changes." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Export failure vs import error; unrelated code paths." + "reason": "ONNX export failure is unrelated to the GenerationMixin import error." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but they reference different removed features and should not be merged just for being docs." + "reason": "Both are v5 docs regressions, but they reference different removed content." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different training/model-loading problems with no common underlying bug." + "reason": "Different training/resume issues with no shared concrete failure mode." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Resume/trust-remote-code issue is unrelated to YOLO multi-GPU device mapping." + "reason": "Resume-training issue and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask shape mismatch and Gemma4 device mismatch are different bugs." + "reason": "Mask shape mismatch and device mismatch are different runtime bugs." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Zero-3 loading index error vs mask/tensor shape mismatch are different failure modes." + "reason": "ZeRO-3/BERT IndexError and mask/tensor shape mismatch are different concrete failures." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "DeepSpeed ZeRO-3 loading bug is unrelated to resume-training remote-code behavior." + "reason": "Different subsystems and error classes; not duplicates." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different runtime errors: ZeRO-3 index error vs mask shape mismatch." + "reason": "Same broad DeepSpeed context, but the concrete failure is different." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask shape mismatch is not the same as Qwen3.5 video token/feature mismatch." - }, - { - "left": "issue:46165", - "right": "issue:46468", - "accept": false, - "reason": "Unrelated model-resume issue vs broken official example." - }, - { - "left": "issue:44560", - "right": "issue:46165", - "accept": false, - "reason": "Video StopIteration bug and resume-training issue are unrelated." - }, - { - "left": "issue:34634", - "right": "issue:35545", - "accept": false, - "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT ONNX export." + "reason": "Shape/indexing bug and video token/template mismatch are unrelated." }, { - "left": "issue:30277", - "right": "issue:43638", + "left": "issue:44805", + "right": "issue:45161", "accept": false, - "reason": "Both involve DeepSpeed, but the reported failures and code paths are different." - }, - { - "left": "issue:43596", - "right": "issue:43638", - "accept": true, - "reason": "Near-identical ZeRO-3 index-0-out-of-bounds loading failure with the same underlying bug." + "reason": "Different model and failure mode; not the same bug." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy call vs GPT-OSS tensor parallel failure are unrelated." + "reason": "Kernel dispatch issue and MoE tensor-parallel issue are different code paths." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Incorrect detokenization and LoRA merge/save inconsistency are different bugs." + "reason": "Detokenization regression and LoRA save/reload mismatch are different bugs." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen3 NVFP4 runtime error is unrelated to LoRA weight merge/save behavior." + "reason": "NVFP4 runtime error is unrelated to LoRA merge/reload inconsistency." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for Voxtral vs remote-code config_class attribute error are distinct issues." + "reason": "Processor failure for Voxtral is unrelated to remote-code loading error." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both mention DeepSpeed, but the actual errors and affected paths differ." + "reason": "Both involve DeepSpeed, but the concrete failures differ." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Different model/backend issues; no shared fix candidate." + "reason": "Different model families and different runtime failures." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP recompute mismatch is not the same as a mask indexing error." + "reason": "Activation-checkpointing/FSDP mismatch is unrelated to mask indexing mismatch." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram/int backend failure is unrelated to YOLO multi-GPU device mapping." + "reason": "MPS histogram error and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:45859", "right": "issue:45902", - "accept": false, - "reason": "Same model component, but the reported failures are different: CPU offload incompatibility vs uninitialized-memory materialization." + "accept": true, + "reason": "Same model component and same rotary-embedding state/device handling problem; one fix could plausibly cover both." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Training recompute mismatch and custom trainer signature change are unrelated." + "reason": "FSDP recompute mismatch and CustomTrainer signature breakage are unrelated." }, { - "left": "issue:43828", + "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Different MoE/device issues; no shared concrete bug." + "reason": "ZeRO-3/BERT IndexError and GPT-OSS tensor-parallel issue are different bugs." }, { - "left": "issue:43541", - "right": "issue:43716", + "left": "issue:43596", + "right": "issue:45161", "accept": false, - "reason": "Grouped_mm tracing error and image-preprocessor dtype mismatch are unrelated." + "reason": "Different model and failure mode; no duplicate evidence." }, { - "left": "issue:43828", - "right": "issue:44292", + "left": "issue:43716", + "right": "issue:45507", "accept": false, - "reason": "Both are model/runtime errors, but they are different models and different failure mechanisms." + "reason": "Different model families and different runtime failures." }, { - "left": "issue:43716", - "right": "issue:45685", + "left": "issue:44292", + "right": "issue:45237", "accept": false, - "reason": "Image dtype mismatch vs MPS histogram/int backend limitation are unrelated." + "reason": "Qwen-3 NVFP4 runtime error and AMD GPU support failure are distinct issues." }, { - "left": "issue:45507", - "right": "issue:45685", + "left": "issue:45874", + "right": "issue:46294", "accept": false, - "reason": "Different MoE model bug vs MPS backend limitation." + "reason": "Inputs-embeds reverse lookup and video token/template mismatch are different features and bugs." }, { - "left": "issue:44292", - "right": "issue:44918", + "left": "issue:39290", + "right": "issue:45081", "accept": false, - "reason": "Qwen3 NVFP4 runtime error is unrelated to TRL embedding unpacking." + "reason": "Gemma3 config/vLLM attribute error is unrelated to the Mistral regex patch error." }, { - "left": "issue:44918", - "right": "issue:45161", + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Both report the same torch 2.4.1 compatibility problem with nearly identical version-level context." + }, + { + "left": "issue:45823", + "right": "issue:45874", "accept": false, - "reason": "TRL input-embedding unpacking bug is unrelated to GPT-OSS tensor-parallel failure." + "reason": "Device mismatch with auto mapping and expensive reverse embedding lookup are different issues." }, { - "left": "issue:43039", - "right": "issue:44918", + "left": "issue:34928", + "right": "issue:41720", "accept": false, - "reason": "Liger Kernel cross-entropy call is unrelated to Qwen3.5 TRL SFT unpacking." + "reason": "FSDP activation-checkpointing mismatch and Qwen3 cuda assert are unrelated." }, { - "left": "issue:41762", - "right": "issue:43638", - "accept": true, - "reason": "Same ZeRO-3 empty-index failure during model loading; Gemma3 is another manifestation of the same bug." + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Generic torch incompatibility and Qwen-3 NVFP4 runtime failure are not the same bug." }, { - "left": "issue:43827", - "right": "issue:44512", + "left": "issue:43828", + "right": "issue:45161", "accept": false, - "reason": "Both are docs cleanups, but they target different removed APIs and should stay separate." + "reason": "Autocast dtype mismatch and GPT-OSS TP failure are different concrete paths." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing error is unrelated to the Mistral-3 image-preprocessor dtype mismatch." }, { "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different model/runtime failures; no duplicate evidence." + }, + { + "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Different backend/model issues; no shared underlying bug." + "reason": "Multimodal dtype mismatch and MPS histogram error are unrelated." }, { - "left": "issue:43039", - "right": "issue:43828", + "left": "issue:45507", + "right": "issue:45685", "accept": false, - "reason": "Liger Kernel cross-entropy behavior and Phi-tiny-MoE autocast mismatch are different problems." + "reason": "GraniteMoEHybrid invalid method and MPS histogram error are different bugs." }, { - "left": "issue:30277", - "right": "issue:36331", + "left": "issue:44292", + "right": "issue:44918", "accept": false, - "reason": "DeepSpeed collective mismatch vs trainer API signature change are unrelated." + "reason": "Qwen-3 NVFP4 runtime error and Qwen3.5 embedding unpacking failure are distinct issues." }, { - "left": "issue:34928", - "right": "issue:36010", + "left": "issue:43716", + "right": "issue:44292", "accept": false, - "reason": "FSDP activation-checkpointing mismatch is unrelated to GenerationMixin import failure." + "reason": "Different model families and different failure modes." }, { - "left": "issue:45237", - "right": "issue:46015", + "left": "issue:43828", + "right": "issue:45685", "accept": false, - "reason": "GPU model failure vs documentation example issue are unrelated." + "reason": "Autocast dtype mismatch is unrelated to the MPS histogram kernel error." }, { "left": "issue:43039", - "right": "issue:44805", + "right": "issue:43828", "accept": false, - "reason": "Liger Kernel cross-entropy call is unrelated to mask shape mismatch." + "reason": "Liger kernel cross-entropy dispatch and autocast dtype mismatch are different problems." }, { - "left": "issue:45800", - "right": "issue:46515", + "left": "issue:43596", + "right": "issue:43638", "accept": true, - "reason": "Same torch 2.4.1 incompatibility report, with nearly identical scope and root cause." + "reason": "Near-identical titles, same DeepSpeed ZeRO-3/BERT IndexError, and the same underlying crash path; this looks like the same bug." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge cases. The ZeRO-3 index-out-of-bounds cluster and the torch 2.4.1 pair are the only clear duplicate-like matches, and the rest are appropriately rejected as different bugs or code paths." + "accept": false, + "feedback": "The overall summary is mostly grounded, but one soft-edge verdict is too strong in the wrong direction: issue:43596 and issue:43638 are very close on the packet evidence (nearly identical titles, same DeepSpeed ZeRO-3/BERT IndexError, and the highest similarity among the pairs shown), so marking that pair as definitely non-duplicate is not conservative. Because of that misclassification, I can\u2019t accept the evaluation as precise enough." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -481,15 +475,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 2, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:36010", "issue:39290", @@ -583,289 +577,253 @@ "issue:41093|issue:41762", "issue:45399|issue:46661" ], - "prepared_review_unit_hash": "372e3c4a385587a5d8a18c07535117e9f21fef729b75dec535aa8c94a14a8409", + "prepared_review_unit_hash": "393ca23614c4a8d2ca62fa09f444354f24a4464caf1f76d0847fae9e1f90f257", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 39735, - "estimated_input_tokens": 9934, - "estimated_eval_tokens": 20124 + "serialized_chars": 39739, + "estimated_input_tokens": 9935, + "estimated_eval_tokens": 20126 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated regression reports, with one strong duplicate pair around AutoTokenizer token IDs and one plausible ZeRO-3 loading duplicate. The rest differ by model, subsystem, or failure mode.", - "confidence": 0.69, - "canonical_issue_reason": "issue:45812 is the clearest representative: it describes a concrete, broad v5 AutoTokenizer regression affecting multiple model families, and it has a direct duplicate in issue:45920.", + "summary": "This is a noisy mixed cluster, not one duplicate set. Most pairs are false positives across unrelated bugs. The only strong duplicate-looking pairs are the DeepSpeed ZeRO-3 index-error reports and the v5 AutoTokenizer token-ID regression reports.", + "confidence": 0.83, + "canonical_issue_reason": "If a single issue must represent the cluster, issue 46304 is the broadest and most connected version-regression item. That said, the cluster is heterogeneous and it does not cleanly cover the other sub-bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the best global issue candidate because it is broad, user-facing, and captures the shared tokenizer regression more cleanly than the model-specific reports.", + "best_issue_reason": "Issue 46304 is the best overall representative for the largest subtheme here (version/regression breakages), but it is still not a true umbrella for all items in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Torch 2.4.1 vs transformers 5.8.0 incompatibility is a different problem from USE_DISTRIBUTED=0 support breakage." + "reason": "Both are version-compatibility regressions, but they describe different failures and code paths; not the same bug." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "Both mention loading/breakage after a version change, but the affected code paths and symptoms differ." + "reason": "Different model/load failure versus a torch/distributed compatibility regression; no shared concrete bug." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Ovis2 checkpoint corruption and Sam3 text-encoder weights not loading are different model-loading bugs." + "reason": "Different models and symptoms; one is a corrupted checkpoint report, the other is missing text-encoder weights." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "39290 is about Gemma3TextConfig missing sliding_window_pattern, while 41720 is Qwen3 auto device mapping with cudaErrorAssert on A800; the titles point to different bugs." + "reason": "Different models and different failure modes; only a loose similarity around model-specific config/runtime issues." }, { "left": "issue:41762", "right": "issue:43596", "accept": true, - "reason": "Both are DeepSpeed ZeRO-3 loading failures with the same 'index 0 is out of bounds for dimension 0 with size 0' symptom, so they plausibly share the same underlying bug, though the model names differ." + "reason": "Both report the same ZeRO-3 init IndexError pattern at dimension 0 size 0, strongly suggesting one underlying bug." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "These are both docs-related, but one is about return_all_scores and the other is about the removed transformers run command." + "reason": "Both are docs issues, but they concern different documentation changes and are not the same underlying issue." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "GPT-OSS on AMD GPUs and table-question-answering crashes are unrelated." + "reason": "Unrelated failures in different tasks/models; no shared code-path bug." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the USE_DISTRIBUTED=0 regression." + "reason": "Float8 storage lookup failure is unrelated to the distributed-build compatibility issue." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross_entropy behavior and Qwen3-vl video StopIteration are different issues." + "reason": "Different subsystems and symptoms; one is about Liger Kernel dispatch, the other a video input error." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Both involve Qwen-family models and device/template behavior, but one is a device_map forward mismatch and the other is a video-feature/video-token mismatch." + "reason": "Both are multimodal model issues, but the device mismatch and video-feature/token mismatch are different problems." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral and Gemma4 PLE device mismatch are distinct bugs." + "reason": "Different model families and unrelated processor/device-mapping failures." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Detokenization regression and outdated RAG examples are unrelated." + "reason": "Detokenization regression and outdated docs are unrelated." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Checkpoint corruption and NVFP4 compatibility are different failure classes." + "reason": "Checkpoint corruption and ModelOpt compatibility are different problems." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading and RAG docs are unrelated." + "reason": "Model loading failure versus docs/example staleness; not the same bug." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code model breakage is broader, but it is not the same concrete regression as USE_DISTRIBUTED=0 support loss." + "reason": "Both are broad regression reports, but one is about remote-code models and the other about USE_DISTRIBUTED=0 support; not the same concrete issue." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same AutoTokenizer v5 regression: wrong token IDs across multiple model families." + "reason": "Both describe the same v5 AutoTokenizer token-ID regression across multiple model families." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime failure and RAG documentation are unrelated." + "reason": "A model runtime error and outdated RAG examples are unrelated." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Ovis2 checkpoint corruption and NemotronH loading failure are different model-specific bugs." + "reason": "Different model-loading failures with no shared underlying bug." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes Int8Params incompatibility is unrelated to the USE_DISTRIBUTED=0 regression." + "reason": "Bitsandbytes Int8Params incompatibility is unrelated to the distributed-build regression." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but 39290 is a Gemma3 config attribute error while 43531 is a Qwen3-MoE sliding_window issue." + "reason": "Both mention sliding_window, but the model families and failure modes differ enough that they do not look like the same bug." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are ZeRO-3 IndexErrors, but the mask-shape mismatch and the size-0 dimension error do not look like the same concrete bug." + "reason": "Different IndexError symptoms and different contexts; not the same issue." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper load failure and table QA crash are unrelated." + "reason": "Whisper loading failure and table-question-answering crash are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "GLM-4.7 unit-test load failure and Ovis2 checkpoint corruption are different problems." + "reason": "Different models and different load problems; no duplicate signal." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version incompatibility and a pydantic PretrainedConfig regression are unrelated." + "reason": "Torch-version incompatibility and pydantic-model regression are unrelated." }, { "left": "issue:43541", "right": "issue:47228", "accept": false, - "reason": "Mixtral grouped_mm tracing failure and Sam3 bf16 compilation regression are different model/code-path issues." + "reason": "Both are compilation/regression reports, but they affect different model/code paths and are not clearly the same bug." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Tokenizer detokenization and table QA crash are unrelated." + "reason": "Detokenization bug versus task crash; unrelated." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper runtime failure and pydantic compatibility regression are unrelated." + "reason": "Completely different symptoms and subsystems." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Qwen3.5 chat crash and chat/completions streaming failure are both chat-related but not the same underlying bug." + "reason": "Both involve Qwen3.5/chat, but one is a transformers chat crash and the other is streaming API failure; not enough to treat as the same bug." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "ZeRO-3 index error and torch/transformers incompatibility are different failure modes." - }, - { - "left": "issue:43541", - "right": "issue:46869", - "accept": false, - "reason": "Mixtral torch-dynamo tracing and YOLO multi-GPU device-map failure are unrelated." - }, - { - "left": "issue:44292", - "right": "issue:45901", - "accept": false, - "reason": "NVFP4 runtime error and table QA crash are unrelated." - }, - { - "left": "issue:39290", - "right": "issue:45823", - "accept": false, - "reason": "Gemma3 sliding_window_pattern and Gemma4 PLE device mismatch are different model-specific bugs." - }, - { - "left": "issue:45464", - "right": "issue:45685", - "accept": false, - "reason": "Streaming API failure and MPS histogram Int error are unrelated." - }, - { - "left": "issue:36010", - "right": "issue:39290", - "accept": false, - "reason": "GenerationMixin import error and Gemma3 sliding_window_pattern error are unrelated." - }, - { - "left": "issue:43541", - "right": "issue:45685", - "accept": false, - "reason": "Grouped_mm tracing failure and MPS histogram Int error are different bugs." + "reason": "ZeRO-3 init IndexError and torch/transformers version incompatibility are different issues." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Different model-specific runtime issues with no concrete shared code-path problem." + "reason": "Different MoE runtime failures under different execution modes; not the same concrete bug." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Voxtral processor failure and non-template-node compilation error are unrelated." + "reason": "Processor/model loading failure versus template compilation error are unrelated." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid and YOLO multi-GPU device-map failure are different issues." + "reason": "Different model families and different failure modes; no shared bug." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Untied lm_head weights and checkpoint corruption are different bugs." + "reason": "A weight-tying bug and a corrupted checkpoint report are not the same underlying issue." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are loading-time IndexErrors, but the symptom details and model contexts differ enough that this is not the same concrete bug." + "reason": "Both are IndexErrors, but the shapes, trigger, and code path differ; not the same bug." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "flash-attn fallback gating and remote-code config_class handling are different problems." + "reason": "Flash-attn fallback logic and remote-code config_class failure are unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "One soft-edge reason is not grounded in the packet: issue:39290 vs issue:41720 says both mention sliding windows, but 41720\u2019s title is about Qwen3 auto device mapping and cudaErrorAssert, not sliding windows. More generally, the duplicate call on issue:41762 vs issue:43596 is a bit strong for title-only evidence and should be phrased more cautiously as a plausible duplicate rather than a firm match." + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The two accepted duplicate pairs are strongly supported by the titles, and the false-negative calls avoid overstating similarity. Using issue 46304 as a representative for the version/regression subtheme is reasonable, while noting the cluster is heterogeneous." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -873,15 +831,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 3, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:39186", "issue:40990", @@ -942,13 +900,13 @@ "issue:43828|issue:45464", "issue:43366|issue:45464", "issue:44291|issue:45070", - "issue:44387|issue:45005", "issue:43531|issue:45070", + "issue:44387|issue:45005", "issue:46869|issue:47228", "issue:45507|issue:47228", "issue:41093|issue:43596", - "issue:45020|issue:45800", "issue:43716|issue:46294", + "issue:45020|issue:45800", "issue:44479|issue:46294", "issue:43054|issue:43994", "issue:46468|issue:46869", @@ -969,20 +927,20 @@ "issue:44918|issue:45507", "issue:45183|issue:46463" ], - "prepared_review_unit_hash": "7cde6745f9ffa9fd10e5894133d922d6e9a17ee7e07cfe032070abd129a3e72d", + "prepared_review_unit_hash": "f104af23e9bd9001515adaffac7bd536ab51649aeeb511d7cd067eb2525216db", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38033, + "serialized_chars": 38035, "estimated_input_tokens": 9509, "estimated_eval_tokens": 19274 }, @@ -991,228 +949,228 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue cluster with a few plausible duplicate subgroups. I accepted only the pairs that appear to share the same concrete bug path: Qwen video input regression, validation error-message bug, and custom-module cache collision.", - "confidence": 0.77, - "canonical_issue_reason": "No single issue cleanly covers the whole set; the best broad representative is 45183 because it captures the shared input-validation/XOR error-message path seen across models.", + "summary": "Most soft links are false positives between distinct Transformer/model bugs. I would accept only two duplicate pairs: the Qwen3.5 video-input regression pair and the trust_remote_code cache/module-resolution pair.", + "confidence": 0.83, + "canonical_issue_reason": "No single canonical issue cleanly covers this cluster; it is mostly a heterogeneous mix of unrelated bugs. If forced to pick a representative, issue:45070 is the broadest v5 regression report, but it should not absorb the rest.", "canonical_pr_reason": null, - "best_issue_reason": "45183 is the most reusable root-cause-style issue in the set; the other accepted pairs are narrower regressions in separate subpaths.", + "best_issue_reason": "issue:45070 is the most generally framed regression report in the set and the best representative of the broad config/validation-breakage subset, though it is not a duplicate target for most others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Related config/version breakage, but different concrete failures and code paths." + "reason": "Both are version/config regressions, but they hit different fields and different failure modes." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Both are version/device issues, but one is a torch compatibility problem and the other is a Gemma4 device-mismatch bug." + "reason": "Unrelated bugs: torch/transformers compatibility vs a device-map forward mismatch." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different models and failures: PaddleOCR-VL load in vLLM vs gpt-oss GGUF architecture support." + "reason": "Different model-loading problems with different architectures and code paths." }, { "left": "issue:43872", "right": "issue:47228", "accept": false, - "reason": "bitsandbytes init incompatibility is unrelated to the Sam3 compilation regression." + "reason": "bitsandbytes init-arg incompatibility is unrelated to the Sam3 bf16 compile regression." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both are shape-related, but one is a mask indexing error and the other is a TRL unpacking failure." + "reason": "Both mention Qwen3.5, but the shape-mismatch and SFT embedding-unpacking failures are different defects." }, { "left": "issue:43716", "right": "issue:47228", "accept": false, - "reason": "Different symptoms: image preprocessor dtype mismatch vs bf16 compilation regression." + "reason": "Image-preprocessor dtype mismatch is unrelated to the bf16 compilation regression." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Both mention failures, but the underlying Qwen streaming API bug is not the same as the Phi MoE autocast dtype mismatch." + "reason": "Different models and different runtime paths: autocast dtype mismatch vs streaming API failure." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "gpt-oss GGUF support and Qwen3.5 streaming inference are unrelated bugs." + "reason": "Different bug classes with no shared concrete code path." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized incompatibility is not the same as the pydantic PretrainedConfig field issue." + "reason": "The _is_hf_initialized constructor incompatibility is a different issue from the PretrainedConfig/pydantic breakage." }, { - "left": "issue:44387", - "right": "issue:45005", + "left": "issue:43531", + "right": "issue:45070", "accept": false, - "reason": "Both involve v5 regressions, but int4 memory growth and tied-weights handling are separate problems." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to config-field validation." }, { - "left": "issue:43531", - "right": "issue:45070", + "left": "issue:44387", + "right": "issue:45005", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to the PretrainedConfig pydantic breakage." + "reason": "Quantization/OOM behavior is not the same bug as tied-weight handling." }, { "left": "issue:46869", "right": "issue:47228", "accept": false, - "reason": "Multi-GPU device-map failure for YOLO is not the same as the Sam3 compilation regression." + "reason": "Multi-GPU device-map failure and compilation regression are separate problems." }, { "left": "issue:45507", "right": "issue:47228", "accept": false, - "reason": "GraniteMoEHybrid invalid method call is a different code-path than the bf16 compile regression." + "reason": "GraniteMoEHybrid invalid-method calls are unrelated to the Sam3 compiler regression." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but the mask-shape mismatch and ZeRO-3 BertModel out-of-bounds error are distinct." + "reason": "Both are IndexErrors, but they arise from different code paths and symptoms." }, { - "left": "issue:45020", - "right": "issue:45800", + "left": "issue:43716", + "right": "issue:46294", "accept": false, - "reason": "Remote-code breakage and torch/transformers incompatibility are too broad to merge as the same bug." + "reason": "dtype mismatch in image preprocessing is not the same as Qwen3.5 video token/feature count mismatch." }, { - "left": "issue:43716", - "right": "issue:46294", + "left": "issue:45020", + "right": "issue:45800", "accept": false, - "reason": "Different multimodal failures: image-preprocessor dtype mismatch vs video feature/token mismatch." + "reason": "Remote-code breakage and torch/version incompatibility are different underlying issues." }, { "left": "issue:44479", "right": "issue:46294", "accept": true, - "reason": "Same underlying Qwen video-input regression: both describe video features/tokens/template mismatch in Qwen3.5-family models." + "reason": "Both describe the same Qwen3.5/Qwen3.5-MoE video-input regression around chat-template/video-token handling." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Both are about SigLIP2 quality, but one is a relative embedding-quality complaint and the other is a broader pipeline/AutoModel failure." + "reason": "Same model family, but the reports are not clearly the same concrete defect; one is quality/embedding degradation, the other wrong outputs in pipeline usage." }, { "left": "issue:46468", - "right": "issue:46869", - "accept": false, - "reason": "Official Nemotron example breakage is unrelated to YOLO multi-GPU device-map failure." - }, - { - "left": "issue:43596", - "right": "issue:46165", - "accept": false, - "reason": "ZeRO-3 initialization failure and resume-training/remote-code issue do not share the same bug." - }, - { - "left": "issue:45759", - "right": "issue:45902", - "accept": false, - "reason": "Composite-config unwrap logic and uninitialized rotary embedding memory are different Qwen3.5 bugs." - }, - { - "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "FlashAttention issue and remote-code config_class AttributeError are unrelated." + "reason": "Official example breakage and remote-code config_class errors are different failures." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-dimension error is unrelated to the Qwen3.5/TRl embedding unpacking failure." - }, - { - "left": "issue:43716", - "right": "issue:44918", - "accept": false, - "reason": "Both are model-input failures, but image dtype mismatch and SFT unpacking are different root causes." + "reason": "FSDP weight-shape runtime error is unrelated to Qwen3.5 SFT embedding unpacking." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Notebook custom-model initialization and flash-attn fallback gating are separate changes." + "reason": "Custom-model notebook initialization and flash-attn fallback gating are unrelated." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Perplexity regression on gpt-oss and a GLM5 issue do not match on the same bug." + "reason": "Perplexity anomaly on gpt-oss is unrelated to the GLM5 issue." }, { "left": "issue:45632", "right": "issue:45698", "accept": true, - "reason": "Both point to remote-code/custom-module loading resolving the wrong module because the cache/keying is not unique enough." + "reason": "Both point to the same trust_remote_code/custom-module resolution bug, where cache/path identity leads to loading the wrong module." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "FineGrainedFP8Config failure and flash-attn fallback blockage are different subsystems." + "reason": "FineGrainedFP8Config failure is unrelated to flash-attn fallback behavior." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Tied-weight bug in Mistral3 is not the same as the broader translation-model tied-weights regression." + "reason": "Both involve tied weights, but they affect different model families and different code paths." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer discussion and docs mentioning a removed command are unrelated." + "reason": "A discussion about the DSA indexer is unrelated to a docs typo." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization offloading behavior and tied-weight handling are separate issues." + "reason": "Quantization offloading and tied-weight handling are separate issues." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Cache-strategy typo and docs referencing removed run command are unrelated." + "reason": "A cache-strategy typo and a removed-command docs issue are not the same bug." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is not the same as tied-weights regressions." + "reason": "PagedAttentionCache linear_attention crash is unrelated to translation-model tied weights." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid method call are unrelated." + "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid-method calls are unrelated." }, { "left": "issue:45183", "right": "issue:46463", - "accept": true, - "reason": "Both are the same validation-path class of bug: incorrect or misleading decoder/input validation error handling." + "accept": false, + "reason": "Both are validation/error-message issues, but one targets input_ids/inputs_embeds XOR logic across models and the other decoder-input validation for T5; not the same defect." + }, + { + "left": "issue:45399", + "right": "issue:46640", + "accept": false, + "reason": "Flash-attn fallback gating and a generic flash-attn issue are not the same concrete code-path problem." + }, + { + "left": "issue:45464", + "right": "issue:46640", + "accept": false, + "reason": "Streaming chat/completions failure on Qwen3.5 is unrelated to the flash-attn 2 issue." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config unwrapping and uninitialized rotary embedding after to_empty() are different bugs." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn behavior and remote-code model-class errors are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The clustering is grounded in the packet and the soft-edge accepts are conservative. The accepted pairs share plausible concrete bug paths: Qwen video-input regression, custom-module/cache collision, and validation error-message handling. The summary also stays appropriately cautious about the cluster being heterogeneous." + "feedback": "The summary is grounded in the packet and stays conservative about the soft links. The two accepted duplicate pairs are reasonably supported by the titles and descriptions, and the remaining pairs are mostly distinct bug classes. The representative-choice language for issue:45070 is appropriately hedged and does not overclaim a canonical merge target." }, "evaluator_used": true, "retried": false, @@ -1223,15 +1181,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 4, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:24643", "issue:28530", @@ -1283,8 +1241,8 @@ "issue:47246" ], "soft_pairs": [ - "issue:44863|issue:45005", "issue:43975|issue:44292", + "issue:44863|issue:45005", "issue:46489|issue:46491", "issue:39692|issue:43054", "issue:43950|issue:44534", @@ -1311,17 +1269,17 @@ "issue:43643|issue:45020", "issue:42947|issue:43856", "issue:44991|issue:45399", - "issue:41553|issue:43883", - "issue:43824|issue:43872" + "issue:43824|issue:43872", + "issue:41553|issue:43883" ], - "prepared_review_unit_hash": "fb2cf999bf39a6c9ac973f8ff595e2273719deb1ed3544dd1edfe662535a367c", + "prepared_review_unit_hash": "ca45fdf39eb9412f24a608e99211f27e9faddae3216ced08f1dcf0ba25a8b8a2", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 48, @@ -1336,198 +1294,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated, but a few soft-edge pairs do look like the same underlying regression: non-persistent buffer corruption, StaticCache.get_seq_length return-type breakage, and Gemma4 quantized embedder dtype casting. No pull requests were present.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43950 is the clearest and most general representative of the shared v5 regression around non-persistent buffers being corrupted during loading/materialization.", + "summary": "This cluster is mostly a grab-bag of Transformers v5-era regressions and model-specific loading/tokenization bugs. Only a small set of soft edges are true duplicates; most are just loosely related by subsystem or version.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43950 is the clearest concrete regression report and has an obvious near-duplicate in issue:44534; it captures the shared v5 non-persistent-buffer corruption problem more precisely than the reworded follow-up.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the best standalone issue to represent the cluster because it states the bug, regression scope, and failure mode in a broadly reusable way.", + "best_issue_reason": "issue:43950 is the best representative issue for the cluster because it describes a concrete, reproducible v5 state-loading regression with a direct duplicate and a clear failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44863", - "right": "issue:45005", + "left": "issue:43975", + "right": "issue:44292", "accept": false, - "reason": "Different model families and different bugs: load failure for NemotronH checkpoints vs tied-weights issues on translation models." + "reason": "Different failures and models: DeepSeek detokenization regression vs Qwen NVFP4 runtime error." }, { - "left": "issue:43975", - "right": "issue:44292", + "left": "issue:44863", + "right": "issue:45005", "accept": false, - "reason": "Both are model-specific failures, but they describe different code paths and symptoms; no evidence of the same underlying bug." + "reason": "Both involve model loading, but one is NemotronH checkpoint loading and the other is a broader tied-weights regression on translation models; not the same bug." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but for different models and different output errors; too broad to treat as one bug." + "reason": "Both are tokenizer regressions, but for different model families and likely different code paths." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 appears in both, but one is a broken docs example and the other is a quality/discrepancy report; not the same issue." + "reason": "Related to SigLIP2, but one is a docs/example mismatch and quantization failure while the other is a text-embedding quality regression." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Near-identical regression: both report v5 filling non-persistent buffers with junk/corruption during loading." + "reason": "Same non-persistent-buffer regression in v5; the titles describe the same corruption/junk-filled buffer behavior." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Training API signature mismatch vs DeepSpeed ZeRO-3 model loading failure; unrelated bugs." + "reason": "Unrelated trainer API mismatch vs DeepSpeed ZeRO-3 model-loading index error." }, { "left": "issue:46032", "right": "issue:47246", "accept": false, - "reason": "Both concern Mamba2 recurrence, but 47246 is a NemotronH-specific propagation issue and 46032 is a broader use_cache correctness bug." + "reason": "Both mention Mamba/NemotronH recurrence, but they describe different code paths and failure modes; too broad to merge as one PR." }, { - "left": "issue:43643", + "left": "issue:43644", "right": "issue:43950", - "accept": false, - "reason": "Both involve loading/configuration regressions, but one is remote-code config fields and the other is buffer corruption; different bugs." + "accept": true, + "reason": "Same v5 non-persistent-buffer corruption bug, phrased as a broader from_pretrained regression." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different quantization/storage incompatibilities with different error mechanisms." + "reason": "Different quantization/storage incompatibilities: Int8Params arg mismatch vs missing Float8 storage object." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "Same Gemma4 quantized audio/vision embedder dtype-casting bug; 46932 even says it is the same as another issue." + "reason": "Direct duplicate: both are about Gemma4 quantized vision/audio embedders needing the same dtype-casting fix." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality vs tokenization changes are different phenomena." + "reason": "One is a SigLIP2 embedding-quality issue; the other is a general tokenization-change complaint." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different failure modes." + "reason": "Both are tokenizer regressions, but one is a broad multi-model v5 token-ID bug and the other is a DeepSeek-Coder-specific detokenization issue." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Autocast dtype mismatch and Qwen3.5 RLHF NaN/SDPA fallback are distinct failures." + "reason": "Different bugs: autocast dtype mismatch in Phi-tiny-MoE vs Qwen3.5 RLHF gradient explosion from 3D position_ids/SDPA fallback." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both mention SigLIP2, but one is zero probabilities and the other is embedding quality; not the same concrete bug." + "reason": "Both involve SigLIP2, but one reports zero probabilities and the other degraded text embeddings; not enough evidence of the same root cause." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same API contract breakage in cache.get_seq_length(): it returns a tensor instead of an int, causing downstream failures." + "reason": "Same StaticCache.get_seq_length contract bug: returning a tensor instead of a plain int breaks downstream arithmetic." }, { "left": "issue:43950", "right": "issue:45902", "accept": false, - "reason": "Both mention broken non-persistent buffers, but 45902 is a specific Qwen3_5Moe materialization issue and not clearly the same loading regression." + "reason": "Both mention bad buffer/materialization behavior, but one is from_pretrained non-persistent buffers and the other is a model-specific uninitialized-memory issue." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Related SigLIP2 implementation concerns, but one is a performance/quality report and the other is a broader HF-vs-JAX discrepancy claim." + "reason": "Different SigLIP2 problems: embedding quality regression vs HF/JAX implementation discrepancy." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Same model family, but one is a flash-attention crash on 3D position_ids and the other is CPU-offload incompatibility in rotary embedding." + "reason": "Both are Qwen3.5-related, but one is a FlashAttention crash from misread 3D position_ids and the other is CPU-offload incompatibility in rotary embedding." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Different model components and failure modes: FSDP2 shared_kv_states KeyError vs uninitialized inv_freq buffer." + "reason": "Different models and failure mechanisms: Gemma4 FSDP2 shared_kv_states vs Qwen3_5Moe rotary embedding materialization." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing/LoRA inefficiency is unrelated to int4 quantization OOM." + "reason": "Different performance/memory symptoms with different triggers; not the same concrete bug." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise vs a specific model failing to load; not the same bug." + "reason": "Generic loading-noise complaint vs a specific ScandiBERT load failure." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "DeepSpeed training weight-shape runtime error vs early-stopping metric handling; unrelated." + "reason": "Training with DeepSpeed weight-shape error vs early stopping metric selection issue; unrelated." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Tokenizer detokenization bug vs AMD GPU model execution failure; unrelated." + "reason": "Different model/runtime failures: tokenizer detokenization bug vs AMD GPU incompatibility." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading complaints, but they target different models and do not indicate a shared concrete defect." + "reason": "Generic warning/noise issue vs a specific sleng-bert loading failure." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "DeepSpeed ZeRO-3 loading error vs FineGrainedFP8Config failure; different model/runtime issues." + "reason": "Different model-specific load/runtime errors: Gemma3 ZeRO-3 index error vs Qwen3Moe FineGrainedFP8 failure." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Remote-code config field loss may be related to remote_code regressions, but 45020 is too broad to safely equate with this specific AutoConfig bug." + "reason": "Related theme (remote_code loading), but one is missing fields in AutoConfig output and the other is a broader model-loading breakage; not the same bug." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Both touch memory/training concerns, but they describe different model families and distinct inefficiency causes." + "reason": "LoRA/gradient-checkpointing behavior vs MoE memory inefficiency; too different." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading regression vs flash-attn fallback gating; unrelated." + "reason": "Tokenizer loading failure for a specific model vs flash-attn2 fallback being blocked by other checks." }, { - "left": "issue:41553", - "right": "issue:43883", + "left": "issue:43824", + "right": "issue:43872", "accept": false, - "reason": "Bad AutoTokenizer error messaging vs missing tied-weights attribute; unrelated." + "reason": "Import error for a missing model class vs bitsandbytes Int8Params constructor incompatibility." }, { - "left": "issue:43824", - "right": "issue:43872", + "left": "issue:41553", + "right": "issue:43883", "accept": false, - "reason": "Import failure for a model class vs bitsandbytes Int8Params constructor incompatibility; unrelated." + "reason": "Bad AutoTokenizer error message vs missing all_tied_weights_keys attribute on MolmoForCausalLM." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the conservative soft-edge calls are supported by the issue titles/descriptions. The accepted pairs have clear textual overlap or explicit same-bug signals (non-persistent buffer corruption, StaticCache.get_seq_length contract breakage, Gemma4 quantized embedder dtype casting). No PR mergeability concerns apply because the packet contains issues only." + "feedback": "The summary is well grounded in the packet and stays conservative on the soft edges. The accepted duplicate pairs are plausible direct matches, and the rejected pairs are generally separated by model, failure mode, or subsystem. The canonical issue choice (issue:43950) is supported by the near-duplicate issue:44534 and the shared non-persistent-buffer regression theme." }, "evaluator_used": true, "retried": false, @@ -1538,15 +1496,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 5, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:24643", "issue:30064", @@ -1607,8 +1565,8 @@ "issue:41553|issue:43881", "issue:45020|issue:45356", "issue:42491|issue:44368", - "issue:43872|issue:46869", "issue:45715|issue:46315", + "issue:43872|issue:46869", "issue:45759|issue:46661", "issue:45488|issue:46489", "issue:45020|issue:46661", @@ -1622,213 +1580,213 @@ "issue:42947|issue:45923", "issue:43940|issue:45313", "issue:43854|issue:44863", - "issue:24643|issue:30064", "issue:44479|issue:44560", + "issue:24643|issue:30064", "issue:41093|issue:44805", "issue:44928|issue:45588" ], - "prepared_review_unit_hash": "e6d66465b2864bee584bc98f0f406abcae2aef4f8030d766afc93f2e6d48c79a", + "prepared_review_unit_hash": "31aee749ffb966a864d751967c40d21da03b285e585766babb24611d4544f08b", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36628, - "estimated_input_tokens": 9157, - "estimated_eval_tokens": 18570 + "serialized_chars": 36629, + "estimated_input_tokens": 9158, + "estimated_eval_tokens": 18572 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous cluster of transformers regressions and model-specific bugs. Only one soft pair looks like a true duplicate; the rest share broad themes but describe different models, code paths, or symptoms.", - "confidence": 0.31, - "canonical_issue_reason": "Issue 44509 is the best canonical issue because it is the broader, more complete description of the v5 docs/pipeline-removal problem and subsumes the narrower 43827 report.", + "summary": "This cluster is heterogeneous rather than one tight duplicate set. I only see a few clear duplicate subgroups: v5 docs cleanup, tokenizer regression follow-ups, Qwen3-family ZeRO-3 weight-loading failures, Qwen video-input regressions, and the training-loss double-shift bug reports. Most other pairs are only broadly related by subsystem and should stay separate.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 45020 is the broadest high-signal report in the set and the best umbrella anchor if one must be chosen, though the overall cluster is mixed.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the best global representative of the remaining cluster because it is the broadest umbrella around recent v5/remote_code breakages, even though the cluster is not truly cohesive enough for a strong canonical choice.", + "best_issue_reason": "45020 is the most general issue among the mixed reports; it is the least specific and most reusable anchor for this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Both involve tokenizer/attention plumbing, but one is a Mistral regex crash and the other is a flash-attn fallback gate; different bugs and code paths." + "reason": "Both touch tokenizer/attention internals, but the failures are different and do not look like the same code-path bug." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram int error vs device_map auto forward device mismatch are unrelated failures." + "reason": "An MPS int-histogram error and a device_map forward mismatch are unrelated runtime issues." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different symptoms and models: a weight_only load failure versus a generic GLM5 issue with no clear shared code-path." + "reason": "These are different model-loading failures on unrelated models, with no shared concrete defect shown." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Both are broad regressions, but one is remote_code compatibility and the other is a Gemma4 device placement bug." + "reason": "Remote_code regression and Gemma4 device-placement mismatch are different bugs." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer-mapping-name failure is not the same as the broader remote_code breakage in 45020." + "reason": "Tokenizer-mapping plumbing and remote_code model breakage are different underlying problems." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch in Phi MoE is unrelated to Gemma4 device_map placement." + "reason": "Autocast dtype mismatch and device mismatch are different failure modes." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Tokenizer loading error for Voxtral and a GLM-4V loading failure are different model-specific problems." + "reason": "A bad tokenizer error message and a glm-4v load failure are not the same defect." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Remote_code regressions and Kimi-K2.5 tokenizer codec handling are different underlying issues." + "reason": "Remote_code regressions and Kimi tokenizer codec handling are different code paths." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both mention Qwen/tie_word_embeddings, but one is a model usability regression and the other is a warning about config hygiene." + "reason": "Both are Qwen/LoRA-adjacent, but one is a branch compatibility problem and the other is a config-warning issue." }, { - "left": "issue:43872", - "right": "issue:46869", + "left": "issue:45715", + "right": "issue:46315", "accept": false, - "reason": "bitsandbytes parameter constructor incompatibility is not the same as YOLO multi-GPU device-map behavior." + "reason": "Both are tokenizer performance regressions, but they hit different APIs and likely different hot spots." }, { - "left": "issue:45715", - "right": "issue:46315", + "left": "issue:43872", + "right": "issue:46869", "accept": false, - "reason": "Both are tokenizer performance regressions, but they hit different APIs and have different triggers." + "reason": "bitsandbytes constructor incompatibility is unrelated to a YOLO multi-GPU device-map failure." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "AutoModel.from_config unwrap bug for composite Qwen multimodal configs is distinct from remote-code config_class errors." + "reason": "These are different AutoModel bugs: config unwrapping versus remote-code attribute resolution." }, { "left": "issue:45488", "right": "issue:46489", - "accept": false, - "reason": "DeepSeek tokenizer breakage and DeepSeek-Coder incorrect output are related only broadly; not the same concrete bug." + "accept": true, + "reason": "Both point to the same tokenizer regression family in v5, where tokenization changes break DeepSeek outputs." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "Generic remote_code breakages do not make these the same issue; the latter is specifically about missing config_class on remote-code models." + "reason": "Both involve remote-code models, but one is a broad regression and the other is a specific missing config_class attribute error." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same stale v5 docs problem: removed pipeline tasks/functions are still referenced in summarization/translation documentation." + "reason": "Both are the same v5 docs cleanup: references to removed pipeline tasks still remain." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Tied lm_head weights and non-persistent buffer corruption are separate state-loading issues." + "reason": "Weight-tying and non-persistent-buffer corruption are distinct bugs." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "GLM-4V loading failure and Molmo tied-weights attribute error are unrelated model-specific loader bugs." + "reason": "These are unrelated model-loading failures with different root causes." }, { "left": "issue:46894", "right": "issue:46897", - "accept": false, - "reason": "Same general double-shift pattern, but different models and training setups; not the same underlying bug." + "accept": true, + "reason": "Both describe the same training-loss double-shift bug pattern across different model implementations." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Whisper failing to run and _torch_extract_fbank_features() are too vague to treat as the same concrete defect." + "reason": "Whisper run failure is too broad to equate with a specific fbank feature-extraction bug." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve DeepSpeed and Qwen-family training, but one is MoE weight conversion and the other is gradient averaging with GAS." + "reason": "DeepSpeed weight loading and DeepSpeed gradient averaging are different bugs." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "CustomTrainer loss-signature incompatibility is unrelated to the mask/index shape mismatch." + "reason": "Trainer keyword/API breakage and a mask-shape mismatch are unrelated issues." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA and a missing supports_gradient_checkpointing flag are different LoRA/model-integration issues." + "reason": "Missing checkpointing support and ineffective LoRA gradient checkpointing are different causes." }, { "left": "issue:43940", "right": "issue:45313", - "accept": false, - "reason": "ZeRO-3 all-missing weights and language_model weight-loading failure are both Qwen3.5 load issues but not the same bug." + "accept": true, + "reason": "Both are Qwen3-family ZeRO-3 weight-loading failures under DeepSpeed, so the same load-path bug is plausible." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Unit-test loading failure for GLM-4.7 Flash and NemotronH checkpoint loading are different model families and failure modes." + "reason": "GLM/Nemotron load failures are unrelated model-specific problems." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Both are Qwen video-input regressions in 5.3.0 and likely stem from the same video handling path." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training weight error and void segmentation-map processing are unrelated." + "reason": "DeepSpeed training weight errors and void segmentation-map processing are unrelated." }, { - "left": "issue:44479", - "right": "issue:44560", + "left": "issue:41093", + "right": "issue:44805", "accept": false, - "reason": "Both are v5.3.0 multimodal regressions, but one is a video-input regression set and the other is a specific Qwen3-vl-embedding StopIteration error." - }, - { - "left": "issue:41093", - "right": "issue:44805", - "accept": false, - "reason": "The titles are similar, but there is not enough evidence they are the same exact mask/index mismatch bug." + "reason": "The masked-tensor shape mismatches are not shown to be the same bug, despite similar wording." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Qwen3.5 RLHF gradient explosion from 3D position_ids is a different code path than the flash_attention sink-less s_aux crash." + "reason": "RLHF gradient explosion and flash-attn sink handling are different failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall and suitably conservative. The one accepted duplicate pair, 43827/44509, is well supported by the titles, and the rest of the soft-edge rejections mostly stick to different models, code paths, or failure modes rather than overclaiming duplicates." + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The proposed anchor issue 45020 is reasonably broad, and the accepted soft-edge pairs are framed as same-family matches rather than hard certainty. The false verdicts also avoid overclaiming shared root causes based only on titles." }, "evaluator_used": true, "retried": false, @@ -1839,15 +1797,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 6, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:36010", "issue:38175", @@ -1903,19 +1861,19 @@ "issue:44530|issue:44863", "issue:44863|issue:46402", "issue:43366|issue:43531", - "issue:41553|issue:44991", "issue:43596|issue:46515", + "issue:41553|issue:44991", "issue:45325|issue:45902", "issue:43366|issue:44589", "issue:43638|issue:46515", "issue:45663|issue:45823", - "issue:42915|issue:43957", "issue:44155|issue:45584", + "issue:42915|issue:43957", "issue:43716|issue:44560", "issue:43824|issue:43957", "issue:43950|issue:45834", - "issue:41553|issue:44488", "issue:42617|issue:43366", + "issue:41553|issue:44488", "issue:44560|issue:45685", "issue:43645|issue:43646", "issue:44560|issue:44918", @@ -1933,247 +1891,241 @@ "issue:43638|issue:44661", "issue:43596|issue:44661" ], - "prepared_review_unit_hash": "3bbaf13f0f461a46349bbb7e46ea0bf0124853441f4d3e8b77765e9a46340d81", + "prepared_review_unit_hash": "77c5cd651e8ce06894ac0f9fc739127c19f56876d01b09ad63e026943a6759a3", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 34, - "serialized_chars": 37345, - "estimated_input_tokens": 9337, - "estimated_eval_tokens": 18930 + "serialized_chars": 37342, + "estimated_input_tokens": 9336, + "estimated_eval_tokens": 18928 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of Transformers regression issues, with a few clear duplicate mini-clusters: custom model initialization, Siglip2 incorrect outputs, and strict config-validation load failures.", - "confidence": 0.57, - "canonical_issue_reason": "Issue 43646 is the broadest and most central regression report in the set, and it directly overlaps with 43645; it best serves as the anchor for the custom-model initialization duplicate cluster.", + "summary": "Mostly unrelated issue cluster. The only clear duplicate pair is 43645/43646, the custom-model initialization regression. 38175/43994 is a plausible same-model match, but the evidence is still soft, so it should not be treated as a definite duplicate merge.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43646 is the cleanest representative of the custom-model initialization regression: it captures the core Transformers 5.0.0 breakage without the notebook-specific narrowing in 43645.", "canonical_pr_reason": null, - "best_issue_reason": "43646 is the best representative issue because it states the regression at the highest level and has the clearest direct duplicate candidate among the issues.", + "best_issue_reason": "Issue 43646 is the best general representative of the clear custom-model initialization duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Different models and failure modes: Mistral-3 image preprocessor dtype mismatch vs a broken Nemotron example." + "reason": "Different models and failures: Mistral-3 image-preprocessor dtype mismatch vs Nemotron example load breakage." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Both mention model behavior, but these are unrelated bugs: GGUF support for gpt-oss vs a Phi MoE autocast dtype mismatch." + "reason": "Both involve model loading/runtime behavior, but the bugs are unrelated: GGUF gpt-oss support vs Phi-tiny-MoE autocast dtype mismatch." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Unrelated code paths: Qwen3.5 PagedAttentionCache/linear_attention crash vs NemotronH checkpoint loading." + "reason": "Different code paths and models: PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading failure." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Both are loading-related, but one is checkpoint loading and the other is text-encoder weights not being loaded; not the same bug." + "reason": "Different models and root causes: NemotronH checkpoint loading vs Sam3Model text encoder weights not loaded." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Different Qwen/GGUF topics: model packaging support vs sliding-window handling in Qwen3-MoE." + "reason": "Same broad Qwen/GGUF area, but not the same bug: gpt-oss support vs Qwen3-MoE sliding_window behavior." }, { - "left": "issue:41553", - "right": "issue:44991", + "left": "issue:43596", + "right": "issue:46515", "accept": false, - "reason": "Both involve tokenizer/model loading, but they affect different models and symptoms; no shared underlying bug is evident." + "reason": "Unrelated issues: ZeRO-3/Bert index error vs a generic torch 2.4.1 incompatibility report." }, { - "left": "issue:43596", - "right": "issue:46515", + "left": "issue:41553", + "right": "issue:44991", "accept": false, - "reason": "Deepspeed ZeRO-3/Bert index error is unrelated to a torch-version compatibility complaint." + "reason": "Both are tokenizer-loading reports, but they concern different models and different failure modes." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both touch rotary/position logic, but they are different models and different failures (wrong scaling vs uninitialized memory)." + "reason": "Different Qwen/VL internals and different bugs: rope-index scaling vs uninitialized inv_freq after meta materialization." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "No meaningful overlap beyond being model/runtime issues; GGUF support and missing Float8 storage are distinct." + "reason": "No shared bug: GGUF gpt-oss support vs a Float8 storage lookup/type error." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "Different problem class: ZeRO-3 training crash vs generic torch 2.4.1 incompatibility." + "reason": "Different problems: ZeRO-3 + non-pretrained Bert index error vs torch-version incompatibility." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same family (Gemma4) but different bugs: per-layer shared_kv_states rebuild vs device mismatch under device_map=auto." + "reason": "Same model family, but different bugs and paths: FSDP2 shared_kv_states KeyError vs device_map auto device mismatch." }, { - "left": "issue:42915", - "right": "issue:43957", + "left": "issue:44155", + "right": "issue:45584", "accept": false, - "reason": "Different root causes and subsystems: FineGrainedFP8Config failure vs meta-device loading regression." + "reason": "Different models and failures: AudioFlamingo3 track leakage vs Whisper empty-transcription handling." }, { - "left": "issue:44155", - "right": "issue:45584", + "left": "issue:42915", + "right": "issue:43957", "accept": false, - "reason": "Unrelated inference bugs: AudioFlamingo3 track leakage vs Whisper empty-transcription failure." + "reason": "Different layers of the stack: FineGrainedFP8Config failure on Qwen3Moe vs meta-device model loading breakage." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different models and failure modes: Mistral-3 image dtype mismatch vs Qwen3-vl video StopIteration." + "reason": "Different models and symptoms: Mistral-3 dtype mismatch vs Qwen3-vl-embedding StopIteration in video handling." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "ImportError for a missing model class is not the same as meta-device loading breakage." + "reason": "Import error for a missing class and meta-device loading are unrelated issues." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption and long-OCR index error are unrelated regressions." + "reason": "Different regressions: non-persistent buffer corruption vs long-OCR input index error." }, { - "left": "issue:41553", - "right": "issue:44488", + "left": "issue:42617", + "right": "issue:43366", "accept": false, - "reason": "Both are loading complaints, but the model-specific failures and descriptions do not indicate the same bug." + "reason": "Different artifacts entirely: a 3d_parallel.py execution failure vs GGUF gpt-oss support." }, { - "left": "issue:42617", - "right": "issue:43366", + "left": "issue:41553", + "right": "issue:44488", "accept": false, - "reason": "No overlap: 3d_parallel.py execution failure vs GGUF architecture support." + "reason": "Both are loading-related, but one is Voxtral tokenizer messaging and the other is a sleng-bert load failure." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Qwen3-vl video inference bug and an MPS histogram implementation error are unrelated." + "reason": "Different subsystems and bugs: Qwen3-vl video StopIteration vs MPS histogram unsupported for Int." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "These describe the same custom-model initialization regression, with 43646 being the broader version and 43645 the notebook-specific manifestation." + "reason": "Same underlying regression: Transformers 5.0.0 breaks custom model initialization; 43645 just adds the Jupyter-notebook context." }, { "left": "issue:44560", - "right": "issue:44918", + "right": "issue:44805", "accept": false, - "reason": "Same general Qwen family, but different code paths and symptoms: video StopIteration vs TRL embedding unpacking." + "reason": "Different model/runtime failures: video StopIteration vs mask-shape mismatch IndexError." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "GenerationMixin import error and Qwen3Moe FP8 failure are unrelated." + "reason": "ImportError for GenerationMixin is unrelated to Qwen3Moe FP8 configuration failure." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Both involve cache/position handling, but one is a Qwen3.5 flash-attention crash and the other is a static-cache slice-arithmetic bug on non-CUDA backends." + "reason": "Both involve attention/cache math, but the concrete bugs differ: Qwen3.5 3D position_ids misread as packed sequence vs device tensor seq-length arithmetic." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Both mention torch versions, but one is torch>=2.9 compiled flex_attention and the other is torch 2.4.1 incompatibility; not the same bug." + "reason": "Different torch-version issues affecting different functionality; no shared code-path bug." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different models and mechanisms: Bamba torch.compile/SDPA vs Qwen3.5 flash-attention position_ids crash." + "reason": "Both mention compile/attention, but they are distinct bugs in different models and paths." }, { "left": "issue:42947", "right": "issue:47254", "accept": false, - "reason": "Both mention PEFT and gradient checkpointing, but one is ineffective checkpointing and the other is a specific ZeRO-3 CheckpointError; not the same underlying defect." + "reason": "Related theme, but not the same concrete bug: ineffective checkpointing vs a CheckpointError under ZeRO-3." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and appear to stem from different fixes." + "reason": "Both are tokenizer regressions, but for different model families and different root causes." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device-mapping mismatch is unrelated to a general torch version incompatibility claim." + "reason": "Gemma4 device placement bug is not the same as a general torch 2.4.1 incompatibility." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping model addition failure is unrelated to Gemma4 PLE device mismatch." - }, - { - "left": "issue:44560", - "right": "issue:44805", - "accept": false, - "reason": "Different inference failures: Qwen3-vl video StopIteration vs a generic mask/tensor shape mismatch." + "reason": "Unrelated: a model-registration/tokenizer-mapping issue vs Gemma4 PLE device mismatch." }, { "left": "issue:38175", "right": "issue:43994", - "accept": true, - "reason": "Same model family and same symptom class: Siglip2 produces incorrect/meaningless outputs in both reports." + "accept": false, + "reason": "Same model family and likely related symptom, but the packet only gives soft similarity; not enough to treat as a definite duplicate merge." }, { "left": "issue:44877", "right": "issue:45030", - "accept": true, - "reason": "Both point to the same strict config-validation regression blocking model/config loading." + "accept": false, + "reason": "Both are config-loading failures, but they involve different models and validation problems." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "ZeRO-3/Bert initialization crash is unrelated to the add-new-model-like tokenizer mapping failure." + "reason": "Different issues: ZeRO-3 Bert index error vs add-new-model-like failing in TOKENIZER_MAPPING_NAMES." }, { "left": "issue:43596", - "right": "issue:44661", + "right": "issue:46515", "accept": false, - "reason": "Different failures with no shared code path: empty-tensor index error under ZeRO-3 vs tokenizer-mapping registration logic." + "reason": "Same as above: specific ZeRO-3/Bert failure vs a generic torch incompatibility report." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The representative issue choice is reasonable, and the accepted soft-edge pairs are all supported by the issue titles/descriptions without overreaching. No PR-pair mergeability issues apply here." + "accept": false, + "feedback": "The clustering is mostly cautious, but it overstates certainty in a couple places. In particular, 43645/43646 is clearly the same custom-model init regression, but the writeup\u2019s claim that 43646 is the representative of the \"only clear duplicate issue pair\" is inaccurate because 38175/43994 is also being treated as a true duplicate pair. That second pairing is plausible from the titles, but the packet only gives soft evidence, so calling it definitely duplicate is a bit too strong. I\u2019d reject for that overstatement rather than accept on precision grounds." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2181,15 +2133,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 7, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:38175", "issue:39692", @@ -2262,222 +2214,222 @@ "issue:43257|issue:43854", "issue:43856|issue:43873", "issue:43854|issue:43931", - "issue:42491|issue:45292", "issue:42491|issue:45335", + "issue:42491|issue:45292", "issue:43856|issue:44387", "issue:43708|issue:44075", "issue:44960|issue:46050", "issue:44164|issue:44291", "issue:45488|issue:45812" ], - "prepared_review_unit_hash": "f1542c0088f86f076f6546a61344e040f98532767b0d03f6d8f28f3a8eea6cec", + "prepared_review_unit_hash": "3ad289fd74cdc24bdc80cd55b191f5e18906569d7b873682d16eaf0861296f33", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35738, - "estimated_input_tokens": 8935, - "estimated_eval_tokens": 18126 + "serialized_chars": 35734, + "estimated_input_tokens": 8934, + "estimated_eval_tokens": 18124 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of distinct model- and regression-specific issues; only the two \"non-persistent buffers filled with junk\" reports look like a true duplicate pair.", - "confidence": 0.81, - "canonical_issue_reason": "issue:43644 is the cleanest canonical for the only clear duplicate pair: it states the Transformers 5.0.0 non-persistent-buffer corruption plainly, and the matching issue (44534) is just a title variant.", + "summary": "Only one soft edge looks like a true duplicate: the two Transformers v5/non-persistent-buffer issues. The rest are mostly title-level similarities within broad themes like Qwen3, SigLIP2, tokenizer loading, quantization, or offloading, but they describe different bugs or code paths.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43644 is the clearest canonical issue because it most precisely states the regression and has an exact duplicate in issue:44534 with only minor title variation.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43632 is the best overall representative of the broader set because it describes a core Transformers v5 initialization regression with likely downstream impact on multiple loading/init bugs.", + "best_issue_reason": "issue:43644 is the best issue anchor: it is the earliest, most explicit statement of the shared Transformers v5 non-persistent-buffer bug and matches the accepted duplicate almost verbatim.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:46899", "accept": false, - "reason": "Both are Gemma4 4-bit multimodal quantization bugs, but one is a torch.finfo uint8 TypeError in audio modules and the other is an unsafe dtype-cast issue in multimodal embedders; not the same failure path." + "reason": "Both are Gemma4 4-bit audio/vision quantization bugs, but one is a torch.finfo(uint8) failure and the other is an unsafe dtype-cast issue in multimodal embedders; related, not the same bug." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Different subsystems and symptoms: tokenizer-mapping add-new-model-like failure vs a tensor mask shape IndexError." + "reason": "Different subsystems and failure modes: tokenizer-mapping logic vs a mask/tensor shape mismatch in indexing." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Both involve loading regressions, but they target different models/code paths: Qwen3 MoE LoRA compatibility vs BitNet packed-weight unpacking during accelerate loading." + "reason": "Different models and code paths: Qwen3 MoE LoRA compatibility across versions vs BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Core Transformers v5 init-flag regression vs a Kosmos2.5 OCR long-input index error; unrelated bugs." + "reason": "Unrelated bugs: a Transformers v5 initialization flag regression versus a Kosmos2.5 long-OCR index error." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Both are memory/offload related, but one is quantized dequantized-model device_map loading and the other is mmap on Strix Halo OOM; no clear shared bug." + "reason": "Both mention loading/offload pain, but one is dequantized-model device_map loading and the other is mmap OOM on Strix Halo; not the same underlying bug." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but one reports zero probabilities during inference while the other is a docs example with model/processor mismatch and quantization failure." + "reason": "Same model family, but one is zero probabilities in inference and the other is a broken documentation example with model/processor mismatch and quantization failure." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both mention Qwen3/Qwen3Moe, but the failures are different: cudaErrorAssert on auto device mapping vs FineGrainedFP8Config incompatibility." + "reason": "Both involve Qwen3, but one is an auto device-map CUDA assert and the other is a FineGrainedFP8Config failure; different concrete problems." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same underlying bug: Transformers v5 fills non-persistent buffers with junk. The titles are essentially the same regression reported twice." + "reason": "Near-verbatim duplicate: both report the Transformers v5 bug where non-persistent buffers are filled with junk." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to Strix Halo mmap OOM." + "reason": "Different issues: Qwen3Moe FP8 config failure versus mmap-related OOM on Strix Halo." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Qwen3 MoE HF4/HF5 compatibility regression vs Gemma4 resize_token_embeddings not updating per-layer/output embeddings." + "reason": "Different model families and symptoms: Qwen3 MoE version compatibility versus Gemma4 resize_token_embeddings not propagating to all embeddings." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "GLM5 vs Qwen3.5 flash-attention generation bug; different model families and symptoms." + "reason": "GLM5 and Qwen3.5 flash-attention generation are unrelated model-specific bugs." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading failures for different BERT repos, but the reports don\u2019t indicate the same concrete root cause." + "reason": "Both are model-loading regressions, but they target different repositories/models and no shared failure mechanism is evident from the titles." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "NemotronH checkpoint-loading failure vs Qwen3.5 tensor-parallel plan omission causing OOM/shape errors; unrelated." + "reason": "Different models and failures: NemotronH checkpoint loading versus Qwen3.5 TP-plan missing linear_attn entries." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Different regressions in the same family: ZeRO-3 weight loading for language_model vs save_pretrained writing wrong visual encoder keys." + "reason": "Different code paths: ZeRO-3 loading of language_model weights versus save_pretrained writing incorrect visual encoder keys." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "GraniteMoEHybrid invalid method call vs broken Nemotron example; different models and bugs." + "reason": "GraniteMoEHybrid invalid-method call and the official Nemotron example breakage are not the same bug." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Both are dtype-related, but one is AutoModelForCausalLM ignoring dtype on composite checkpoint load and the other is from_config(dtype=...) leaving config.dtype stale." + "reason": "Both concern dtype handling, but one is silent dtype loss during checkpoint loading and the other is stale config.dtype after from_config; different lifecycle points and fixes." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "The buffer-corruption regression is unrelated to the Jupyter custom-model initialization issue." + "reason": "Different regressions: non-persistent buffer corruption versus Jupyter/custom-model initialization failure." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/loading regressions, but they affect different models and likely different mechanisms." + "reason": "Both are tokenizer-loading failures, but they affect different model families and there is no evidence of a shared root cause." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Both concern SigLIP2, but one is a broken documentation example with mismatch/quantization errors and the other is nonsensical outputs from AutoModel/pipeline." + "reason": "Same SigLIP2 family, but one is a docs example with processor mismatch/quantization issues while the other is a broader bad-output report with AutoModel/pipeline." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different model families and failures: Qwen3 MoE weight conversion with accelerate+deepspeed vs GLM-4.7-Flash unit-test loading." + "reason": "Different models and paths: Qwen3 MOE weights not converted under accelerate+deepspeed versus GLM-4.7-Flash unit-test loading failure." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "General memory issue during Qwen3 MoE training is not the same as quantization offloading not working." + "reason": "Memory-related, but one is Qwen3 MoE training inefficiency and the other is quantization/offloading not working as expected; not the same concrete bug." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different models and distinct loading failures: GLM-4.7-Flash unit tests vs Qwen3-VL weight-shape mismatch." + "reason": "Different model families and error surfaces: GLM-4.7-Flash loading in tests versus Qwen3-VL weight-shape mismatch." }, { "left": "issue:42491", - "right": "issue:45292", + "right": "issue:45335", "accept": false, - "reason": "Versioned Qwen3 MoE loading regression vs generic resize_token_embeddings not updating output embeddings." + "reason": "Qwen3 MoE version-compatibility bug versus t5gemma resize_token_embeddings not updating decoder embeddings." }, { "left": "issue:42491", - "right": "issue:45335", + "right": "issue:45292", "accept": false, - "reason": "Same broad theme of loading/model changes, but this is a distinct Gemma/T5Gemma embedding-update bug." + "reason": "Different scopes: a Qwen3 MoE LoRA/hf4.x compatibility problem versus a generic output_embeddings resize bug." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but one is training inefficiency and the other is a Transformers 5.x int4 reserved-memory/OOM regression." + "reason": "Both involve memory pressure, but one is Qwen3 MoE training efficiency and the other is a Transformers 5.x int4 quantization OOM regression." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer resume/max_steps miscalculation is unrelated to SGD optimizer args being ignored." + "reason": "Trainer checkpoint-resume max_steps math and SGD optimizer arguments being ignored are unrelated training/optimizer bugs." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "Different models and different persistence bugs: GLM5 vs quantized-by-sinq save/load breakage." + "reason": "Different models and mechanisms: GLM5 versus a sinq-quantized save/load corruption bug." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Both involve model serialization/loading, but extra_state handling and unexpected _is_hf_initialized argument are distinct issues." + "reason": "Both affect load/save flows, but one is extra_state handling and the other is an unexpected _is_hf_initialized argument during init_empty_weights; distinct issues." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different model families and different tokenizer behavior changes." + "reason": "Both are tokenizer regressions in v5, but they affect different model families and different tokenizer behaviors, so they are not the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The canonical duplicate pair 43644/44534 is well supported, and the other soft-edge calls stay conservative given the packet. Minor caveat: the best-issue rationale would be safer if it avoided implying proven downstream impact and simply said 43632 is the clearest Transformers v5 init-regression representative." + "feedback": "The summary is grounded in the packet. The canonical anchor on issue:43644 vs issue:44534 is well supported by the near-verbatim titles and chronology, and the rejected soft edges are conservatively framed as related-but-distinct bugs rather than duplicates." }, "evaluator_used": true, "retried": false, @@ -2488,15 +2440,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 8, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:36010", "issue:39404", @@ -2553,8 +2505,8 @@ "issue:43425|issue:43957", "issue:44291|issue:44756", "issue:44402|issue:44488", - "issue:44910|issue:45588", "issue:45663|issue:45759", + "issue:44910|issue:45588", "issue:41720|issue:44155", "issue:43404|issue:43454", "issue:39692|issue:44960", @@ -2578,220 +2530,220 @@ "issue:43828|issue:43957", "issue:43645|issue:44164" ], - "prepared_review_unit_hash": "826ccf065c6be6d07292501ab586830ed08b7baaf92ee4ba8ddb72175bd6e22b", + "prepared_review_unit_hash": "bca570c67afc979130bfd97a5854bf9f6a5f8b4795644da49482fbe3fbaa6f8f", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36186, - "estimated_input_tokens": 9047, - "estimated_eval_tokens": 18350 + "serialized_chars": 36183, + "estimated_input_tokens": 9046, + "estimated_eval_tokens": 18348 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly distinct bug reports across different models/features; only the two resize_token_embeddings reports look like the same underlying issue.", - "confidence": 0.92, - "canonical_issue_reason": "issue:45276 is the better canonical issue: it states the core resize_token_embeddings propagation bug clearly and includes the affected Gemma4-specific details, while issue:45292 reads like a narrower generic variant of the same failure.", + "summary": "The cluster is mostly heterogeneous. I found two likely duplicate pairs: the resize_token_embeddings propagation bug (45276/45292) and the training-loss double-shift bug (46897/46901). The rest look like separate model- or subsystem-specific failures.", + "confidence": 0.79, + "canonical_issue_reason": "No single cluster-wide canonical stands out; issue 45276 is the best anchor for the only clear duplicate subgroup because it states the core resize_token_embeddings propagation failure most completely.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45276 is the strongest global representative because it is the most specific and complete description of the shared resize_token_embeddings bug.", + "best_issue_reason": "Issue 45276 is the strongest representative issue in this set: it is concrete, reproducible, and broad enough to subsume the narrower 45292 report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46897", "right": "issue:46901", - "accept": false, - "reason": "Same symptom pattern, but these are model-specific training-loss bugs in different architectures; not enough evidence of one shared root cause." + "accept": true, + "reason": "Both describe the same underlying training-loss label shift/double-shift bug; the models differ, but the failure mode is the same wrong target slicing." }, { "left": "issue:45276", "right": "issue:45335", "accept": false, - "reason": "Both involve resize_token_embeddings, but the affected model paths are different and the reported failures are not the same code-path issue." + "reason": "Both mention resize_token_embeddings, but they affect different model architectures and different subcomponents; not enough evidence of one shared code-path bug." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Unrelated crashes in different entrypoints/models; no shared underlying bug is apparent." + "reason": "Different models and different crash points; these look like separate application/inference bugs rather than one duplicate." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Both are compatibility/loading regressions, but they concern different mechanisms and code paths." + "reason": "One is a torch version compatibility complaint, the other is a meta-device loading failure; related theme, but not the same bug." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "init_empty_weights argument handling is unrelated to the mmap/OOM issue." + "reason": "Unexpected init_empty_weights argument handling and disabling mmap for Strix Halo are unrelated issues." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading problems, but the specific failure modes and likely causes differ." + "reason": "Both concern loading specific models, but the reported failure modes are different and model-specific; not a clear duplicate." }, { - "left": "issue:44910", - "right": "issue:45588", + "left": "issue:45663", + "right": "issue:45759", "accept": false, - "reason": "Both touch flash_attention, but one is a 3D position_ids misparse and the other is an s_aux=None attribute crash." + "reason": "Different model families and different problems: FSDP2 shared_kv_states behavior versus config unwrapping for multimodal Qwen." }, { - "left": "issue:45663", - "right": "issue:45759", + "left": "issue:44910", + "right": "issue:45588", "accept": false, - "reason": "Different bugs in different model/config paths; too broad to treat as the same issue." + "reason": "Both touch flash attention, but one is a 3D position_ids packing bug and the other is an s_aux=None AttributeError for sink-less models." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "A device-mapping CUDA assert is unrelated to the AudioFlamingo3 batch leakage bug." + "reason": "These are unrelated failures: auto device mapping CUDA assert versus batched inference token/embedding leakage." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both mention lm_head tying, but they target different model families and there is no clear shared root cause." + "reason": "Both mention untied lm_head weights, but they affect different model classes and there is no evidence they share the same fix path." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "A documentation example error is not the same underlying problem as the GLM5 issue." + "reason": "A SigLIP2 docs example issue and a GLM5 issue are unrelated." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Quantization/offloading memory regressions, but the symptoms and code paths differ." + "reason": "Both are quantization/memory complaints, but one is offloading behavior and the other is increased reserved memory/OOM; not the same bug." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing behavior and an apex RMSNorm memory leak are unrelated." + "reason": "Gradient checkpointing/PEFT and T5 apex RMSNorm memory leak are unrelated." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different model components and failure modes; not the same bug." + "reason": "Different models and different mechanisms; training FSDP2 shared_kv_states is not the same as CPU offload incompatibility in rotary embedding." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "A generic ModelOutput key-assignment bug is not the same as the VideoPrism output-field mixup." + "reason": "The second may involve output fields, but it is a specific model output-class mismatch, not clearly the same generic ModelOutput key assignment bug." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Both involve quantization, but one is NVFP4 loading and the other is MXFP4 fallback behavior." + "reason": "Both are quantization load problems, but they involve different models and different quantization formats/failure modes." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading failures and mmap OOM mitigation are distinct issues." + "reason": "Meta-device loading failures and mmap/OOM on Strix Halo are different issues." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "Different models and different failure mechanisms; no duplicate signal." + "reason": "Different model families and different symptoms; no shared code-path evidence." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Whisper pipeline return_language regression." + "reason": "An import error for GenerationMixin and a Whisper pipeline return_language regression are unrelated." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "A SwitchTransformers config edge case is unrelated to the Gemma4 FSDP2 attention bug." + "reason": "SwitchTransformers sparse-layer creation and Gemma4 FSDP2 behavior are unrelated bugs." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Different problems: int4 reserved-memory growth vs mmap/OOM on a specific platform." + "reason": "Increased reserved memory under int4 quantization is not the same as disabling mmap to avoid OOM." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "Both mention Nemotron, but one is checkpoint loading and the other is an example breakage; not enough to merge." + "reason": "Both are Nemotron-related, but one is checkpoint loading and the other is a broken example; too broad to treat as duplicates." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video input regression and strict config loading are unrelated." + "reason": "Video-input regressions for Qwen variants and strict config blocking granite_speech are different problems." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "These describe the same resize_token_embeddings propagation bug; 45276 is the more detailed Gemma4-specific report and 45292 is the generic variant." + "reason": "Same resize_token_embeddings propagation bug; 45292 is the narrower output_embeddings symptom of the broader failure described in 45276." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to the Qwen3.5 position_ids/SDPA bug." + "reason": "Gradient checkpointing in eval mode and Qwen3.5 position_ids/SDPA math fallback are unrelated." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to the mmap/OOM issue." + "reason": "State-dict extra_state handling and mmap OOM on Strix Halo are different load-time issues." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Tokenizer BPE marker handling and continue_final_message are different tokenizer bugs." + "reason": "Both involve mistral_common tokenizers, but one is BPE marker handling and the other is continue_final_message formatting; not the same underlying bug." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention attribute crash and Gemma4 FSDP2 shared_kv_states rebuild are unrelated." + "reason": "Flash-attention sinkless-model crash and Gemma4 FSDP2 shared_kv_states behavior are unrelated." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch in Phi MoE is unrelated to meta-device loading failures." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and meta-device loading failures are separate issues." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook custom-model initialization and extra_state save/load are separate issues." + "reason": "Custom-model initialization in Jupyter and save/from_pretrained extra_state handling do not look like the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The canonical choice for the resize_token_embeddings pair is supported by the titles/details, and the remaining soft-edge verdicts avoid overclaiming shared root cause across clearly different models or failure modes." + "feedback": "The summary is grounded in the packet and stays conservative on the ambiguous pairs. The two accepted duplicate pairs are reasonably supported by the issue titles, and the rest are appropriately rejected as model- or subsystem-specific rather than over-merged." }, "evaluator_used": true, "retried": false, @@ -2802,15 +2754,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 9, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:36032", "issue:39404", @@ -2873,8 +2825,8 @@ "issue:43425|issue:43828", "issue:46315|issue:46491", "issue:45812|issue:46315", - "issue:44530|issue:45084", "issue:43425|issue:46869", + "issue:44530|issue:45084", "issue:43611|issue:43645", "issue:39404|issue:45701", "issue:44683|issue:45823", @@ -2892,70 +2844,70 @@ "issue:43906|issue:46326", "issue:44991|issue:45081" ], - "prepared_review_unit_hash": "57e4d0a55a99a4d036eccbb954b334932bd6a1d86d28212d3e2c68f3d786512d", + "prepared_review_unit_hash": "35c4198d5fa529cb62c3fd24fcae6b466ebc0a5ea447730ab2da1a906c3b3f66", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36567, - "estimated_input_tokens": 9142, - "estimated_eval_tokens": 18540 + "serialized_chars": 36562, + "estimated_input_tokens": 9141, + "estimated_eval_tokens": 18538 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: many unrelated Transformers regressions around loading, tokenization, model init, and training. Only one soft pair looks like a true duplicate: the two resize_token_embeddings reports describe the same propagation bug.", - "confidence": 0.9, - "canonical_issue_reason": "issue:45292 is the cleanest generic statement of the shared bug class: resize_token_embeddings updates one embedding path but not the other. The paired T5Gemma report is a narrower manifestation of the same problem.", + "summary": "The set is mostly heterogeneous. Only the two resize_token_embeddings reports look like the same underlying regression; the other soft pairs are too model- or symptom-specific to safely merge.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45292 is the broader, model-agnostic description of the resize_token_embeddings regression; issue:45335 reads like a t5gemma-specific manifestation of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the best umbrella issue for the duplicate cluster because it describes the underlying API defect without model-specific framing.", + "best_issue_reason": "issue:45292 is the best anchor because it states the underlying bug most generally and cleanly, making it the most reusable duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both involve custom-model save/load, but they are different failures: file permission propagation vs loading the wrong custom module after save_pretrained." + "reason": "Both involve save_pretrained/from_pretrained for custom models, but one is a read-only permission problem and the other is wrong-module loading; different bugs." }, { "left": "issue:43425", "right": "issue:47228", "accept": false, - "reason": "Unrelated problems: torch 2.10 incompatibility versus a Sam3 bf16 compilation regression." + "reason": "Different failures: generic torch 2.10 incompatibility vs a Sam3 bf16 compilation regression." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different model-loading regressions with different symptoms and likely different code paths." + "reason": "Different model families and failure modes; one is a GLM-4.7 test loading issue, the other is a Qwen3.5 save_pretrained regression." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same underlying bug: resize_token_embeddings does not propagate the resized embeddings correctly to downstream/output embeddings, with T5Gemma as a model-specific instance." + "reason": "Same concrete bug: resize_token_embeddings is not updating all embedding modules; 45335 is a t5gemma-specific instance of the same regression." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Different issues: missing Float8 storage versus disabling mmap to avoid OOM on Strix Halo." + "reason": "Unrelated symptoms: missing Float8 storage object vs mmap-related OOM mitigation." }, { "left": "issue:46894", "right": "issue:46901", "accept": false, - "reason": "Same broad pattern, but not enough to treat as the same concrete bug; they are separate model-specific double-shift reports." + "reason": "Both mention a double-shift pattern, but they are different model reports with no clear shared code path evidence." }, { "left": "issue:43646", @@ -2967,139 +2919,139 @@ "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab-size mismatch for one model versus a broader failure to load a different model." + "reason": "Both are tokenizer/model loading complaints, but the concrete bugs differ: vocab-size mismatch vs failed load for a specific model." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Both mention dtype/compatibility, but one is a torch version incompatibility and the other is an autocast mismatch on a specific model." + "reason": "One is a torch version incompatibility, the other is an autocast dtype mismatch in a specific model." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Performance regression in convert_tokens_to_ids versus a round-trip tokenization spacing bug." + "reason": "Performance regression in convert_tokens_to_ids is unrelated to CodeLlama's encode/decode space-stripping bug." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong Granite token IDs is a correctness regression, not the convert_tokens_to_ids slowdown." + "reason": "Wrong token IDs for Granite models is a correctness bug, not the tokenizer performance regression described by 46315." }, { - "left": "issue:44530", - "right": "issue:45084", + "left": "issue:43425", + "right": "issue:46869", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to the template-node compilation error." + "reason": "Generic torch incompatibility and YOLO multi-GPU device_map failure are different issues." }, { - "left": "issue:43425", - "right": "issue:46869", + "left": "issue:44530", + "right": "issue:45084", "accept": false, - "reason": "Torch version incompatibility is unrelated to YOLO multi-GPU device_map behavior." + "reason": "Different concrete failures in different code paths; no evidence they share the same root cause." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both are v5 model-loading regressions, but one is about base_model_prefix and the other about notebook-defined custom model initialization." + "reason": "Both relate to custom model support, but one is a base_model_prefix loading bug and the other is a Jupyter initialization issue." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language regression is unrelated to the tokenization-behavior change." + "reason": "Whisper pipeline return_language regression is unrelated to broad tokenizer version-behavior changes." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are different code paths." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device-mapping mismatch are unrelated problems." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch compatibility issue is unrelated to a Mistral-3 image-preprocessor/model dtype mismatch." + "reason": "Torch incompatibility is not the same bug as the Mistral-3 image-preprocessor dtype mismatch." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Whisper pipeline regression is unrelated to from_pretrained behavior inside Python classes." + "reason": "Pipeline return_language regression and from_pretrained behavior inside classes are distinct issues." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression for Qwen models and an IndexError from mask/tensor shape mismatch are different bugs." + "reason": "Video-input regression for Qwen variants is unrelated to the mask/tensor shape IndexError." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Missing Float8 storage and non-template-node compilation are unrelated." + "reason": "Float8 storage lookup failure and template-node compilation error are different root causes." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs issues, but they refer to different removed pipeline tasks and do not look like the same duplicate." + "reason": "Both are documentation-related, but they concern different docs and different deprecated pipeline/task references." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to AutoModelForCausalLM.from_config unwrapping text_config." + "reason": "save/from_pretrained extra_state handling is unrelated to from_config failing to unwrap text_config." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "A model/pipeline correctness issue and a ModelOutput key assignment bug are not the same underlying problem." + "reason": "Wrong SigLIP2 outputs and ModelOutput key assignment are different bugs." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Tokenizer method-name conflict on T5 is unrelated to gguf_file breaking AutoTokenizer/AutoModel loading." + "reason": "Tokenizer class-method conflict in T5Tokenizer is unrelated to gguf_file loading failures." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export/exportability with torch_compilable_check is unrelated to Perceiver interpolation failures." + "reason": "torch.export.export with torch_compilable_check is a different code path from Perceiver interpolation/resolution handling." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction issue and a Qwen3.5 PagedAttentionCache crash are unrelated." + "reason": "A reproduction of an older issue is not enough to identify the same bug as the Qwen3.5 PagedAttentionCache crash." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Sinq quantization save/load corruption is unrelated to mistral_common continue_final_message behavior." + "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior are unrelated." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "These describe different failures with no shared concrete code path." + "reason": "These address different areas: an isolated reproduction artifact vs tokenizer continue_final_message logic." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-loading regressions, but they affect different models and stem from different mechanisms." + "reason": "Both are tokenizer-loading bugs, but one is a specific model's tokenizer load failure and the other is a Mistral regex patch crash." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet: most pairs are clearly heterogeneous by title and issue type, and the only accepted duplicate pair, issue:45292 / issue:45335, is a conservative match on the same resize_token_embeddings propagation bug. The remaining soft-edge rejections are appropriately cautious and do not overstate evidence." + "feedback": "The summary is well grounded in the packet and stays conservative overall. The only accepted soft pair, issue:45292 vs issue:45335, is supported by the titles as the same resize_token_embeddings regression with a model-specific manifestation. The other rejections are phrased cautiously and do not overclaim shared root cause evidence." }, "evaluator_used": true, "retried": false, @@ -3110,15 +3062,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 10, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:34567", "issue:36032", @@ -3184,15 +3136,15 @@ "issue:36032|issue:42915", "issue:43299|issue:43931", "issue:43611|issue:43644", - "issue:43716|issue:45084", "issue:42796|issue:43404", "issue:44462|issue:46489", + "issue:43716|issue:45084", "issue:46285|issue:46402", "issue:44661|issue:44683", "issue:43541|issue:45084", "issue:44451|issue:44987", - "issue:42915|issue:44530", "issue:39404|issue:44671", + "issue:42915|issue:44530", "issue:43643|issue:44530", "issue:44737|issue:45859", "issue:40990|issue:43421", @@ -3201,239 +3153,230 @@ "issue:36032|issue:43645", "issue:43644|issue:43646" ], - "prepared_review_unit_hash": "ab58cad775116c0ce60723cd8229c30b3607f41d57e92ca03772d23e852985cf", + "prepared_review_unit_hash": "8131104e0df7878731fab417f6e5ac3d5539618f134220f2b7c0bf978cb94dc8", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36773, - "estimated_input_tokens": 9194, - "estimated_eval_tokens": 18644 + "serialized_chars": 36772, + "estimated_input_tokens": 9193, + "estimated_eval_tokens": 18642 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformer regressions and model-specific bugs. There is one plausible near-duplicate pair in the Qwen3-VL loading reports, but the rest are distinct issues across tokenizers, loading, quantization, and training paths.", - "confidence": 0.67, - "canonical_issue_reason": "Issue 43646 is the broadest, most representative v5 regression report in the set; it captures the general custom-model initialization breakage better than the narrower model-specific reports.", + "summary": "Most items are distinct model- or subsystem-specific regressions, not duplicates. The closest cluster is around Transformers v5 custom-model/loading regressions, with issue 43646 the broadest representative.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43646 is the broadest, most general regression statement in the set (\u201cbreaks custom model initialization\u201d) and best serves as the umbrella issue for nearby v5 initialization/loading breakages.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the best standalone issue here because it is clearly stated, broadly applicable, and more central than the highly specific downstream bug reports.", + "best_issue_reason": "43646 is the best single issue to anchor the cluster because it is generic, user-facing, and closer to a cross-cutting regression than the narrower model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model-loading regressions, but they affect different models and symptoms; not the same underlying bug." + "reason": "Both are tokenizer/model loading regressions, but they affect different models and describe different failures (bad MLM predictions vs tokenizer load failure)." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline language handling and GPT-OSS quantization fallback are unrelated code paths." + "reason": "Whisper pipeline language return and MXFP4 quantization fallback are unrelated code paths and symptoms." }, { "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Both are Gemma4 multimodal bugs, but one is a device-map forward mismatch and the other is a 4-bit dtype-cast issue in embedders." + "reason": "Same model family, but different bugs: device-map forward mismatch vs unsafe dtype casting in multimodal embedders." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to TimesFM's window_size AttributeError." + "reason": "Save/from_pretrained extra_state handling and a TimesFM window_size AttributeError are unrelated." }, { "left": "issue:45479", "right": "issue:46894", "accept": false, - "reason": "Classification zero-loss behavior is not the same bug as CohereASR's training-loss double-shift issue." + "reason": "Both involve training loss, but one is a generic classification loss edge case and the other is an ASR double-shift bug." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are different problems with different causes." + "reason": "Both mention memory/OOM, but the underlying causes and fixes are different." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Deepspeed zero3/BertModel indexing and compiled flex_attention on torch>=2.9 are unrelated failures." + "reason": "Zero3/BertModel init failure and compiled flex_attention on torch>=2.9 are different failures." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are loading failures, but for different models and different root causes." + "reason": "Both are loading failures, but they concern different repositories/models and likely different loader bugs." }, { "left": "issue:43632", "right": "issue:47050", "accept": false, - "reason": "_is_hf_initialized regression is unrelated to CanineModel ONNX export dtype mismatch." + "reason": "_is_hf_initialized regression and fp16 ONNX attention dtype mismatch are unrelated." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Ignoring tokenizer.json and Mistral regex patch crashes are different tokenizer bugs." + "reason": "Different model families and different tokenizer-load failure mechanisms." }, { "left": "issue:45479", "right": "issue:46897", "accept": false, - "reason": "Different model families and different training-loss symptoms; not the same concrete bug." + "reason": "Same broad training-loss theme, but not the same concrete bug or code path." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer attribute conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + "reason": "Tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." }, { "left": "issue:43299", "right": "issue:43931", - "accept": true, - "reason": "Both reports point to Qwen3-VL MoE model loading failures, with one describing the generic break and the other the concrete shape-mismatch symptom in the same load path." + "accept": false, + "reason": "Both are Qwen3-VL loading issues, but one is a v5 regression and the other is a shape mismatch on a specific model checkpoint." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Base-model-prefix loading regression and junk-filled non-persistent buffers are separate v5 regressions." - }, - { - "left": "issue:43716", - "right": "issue:45084", - "accept": false, - "reason": "Image-preprocessor dtype mismatch and template-node compilation failure are unrelated." + "reason": "Both are v5 regressions, but one concerns base_model_prefix loading and the other non-persistent buffer initialization." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Tokenizer BPE-marker handling and lm_head weight tying in Mistral3 are different bugs." + "reason": "Mistral tokenizer BPE marker handling and Mistral3 lm_head tying are different bugs." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Tokenizer.json being ignored and DeepSeek-Coder's incorrect tokenizer output are not clearly the same issue." + "reason": "Both are tokenizer-related, but one ignores tokenizer.json entirely while the other produces incorrect output for a specific model family." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image-preprocessor/model dtype mismatch and a template-node compilation error are unrelated." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "CLIP text-model structure inconsistency and Sam3 text encoder weights not loading are different model-specific regressions." + "reason": "CLIP structure inconsistency and Sam3Model text-encoder loading are different model-specific regressions." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer-mapping generation failure and flex_attention compilation failure are unrelated." + "reason": "Model-listing logic and flex_attention compilation are unrelated subsystems." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Dynamo grouped_mm tracing failure and template compilation error do not share a concrete code path." + "reason": "Torch dynamo grouped_mm tracing failure and template-node compilation failure are different compiler/tracing issues." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "These are separate model-loading failures for different repositories and symptoms." + "reason": "Both are model loading failures, but they are distinct checkpoints with no evidence of a shared bug." }, { - "left": "issue:42915", - "right": "issue:44530", + "left": "issue:39404", + "right": "issue:44671", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen3.5 PagedAttentionCache linear_attention crash are distinct issues." + "reason": "Whisper pipeline language return and CamemBERT masked-LM output issues are unrelated." }, { - "left": "issue:39404", - "right": "issue:44671", + "left": "issue:42915", + "right": "issue:44530", "accept": false, - "reason": "Whisper pipeline return_language and CamemBERT masked-LM predictions are unrelated." + "reason": "Both are Qwen-family problems, but one is FP8 config failure and the other is a cache group-type crash." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code field loss is unrelated to PagedAttentionCache crashing on Qwen3.5." + "reason": "AutoConfig trust_remote_code field loss and PagedAttentionCache linear_attention crash are unrelated." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both involve device/offload behavior, but XLNet CPU arange placement and Qwen3_5Moe rotary embedding offload incompatibility are different bugs." + "reason": "Both involve device placement/offload, but the affected models and failing operations differ." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "High perplexity on gpt-oss-20b and runtime special-token post-processor updates are not the same bug." + "reason": "Perplexity regression and runtime special-token post-processor updates are not the same bug." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Qwen2.5-VL iterable multi-image finetuning and mistral_common continue_final_message handling are unrelated." + "reason": "Multi-image IterableDataset finetuning failure and mistral_common continue_final_message behavior are unrelated." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counting and Qwen2.5-VL multi-image dataset handling are unrelated." - }, - { - "left": "issue:36032", - "right": "issue:43645", - "accept": false, - "reason": "Tokenizer add_special_tokens conflict and notebook custom model initialization breakage are different failure modes." + "reason": "TrainerState token accounting and multimodal finetuning dataset handling are unrelated." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 regressions, but one concerns non-persistent buffers and the other custom model initialization." + "reason": "Related v5 regressions, but the titles indicate different concrete failures and no shared code path is evident." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge calls are mostly conservative. The only positive duplicate judgment is the Qwen3-VL loading pair, which is well supported by the titles and remains within a reasonable conservative read." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 11, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:28530", "issue:34567", @@ -3481,7 +3424,8 @@ "issue:46661", "issue:46869", "issue:46899", - "issue:47013" + "issue:47013", + "issue:47312" ], "soft_pairs": [ "issue:42175|issue:46178", @@ -3491,13 +3435,14 @@ "issue:45084|issue:45507", "issue:43452|issue:43482", "issue:44811|issue:45584", - "issue:43317|issue:43482", + "issue:43482|issue:47312", "issue:43746|issue:46326", + "issue:43317|issue:43482", "issue:43208|issue:47013", - "issue:43792|issue:46869", "issue:43645|issue:46661", "issue:44403|issue:45081", "issue:43262|issue:43377", + "issue:43792|issue:46869", "issue:42915|issue:45084", "issue:43646|issue:44534", "issue:44987|issue:45081", @@ -3513,202 +3458,208 @@ "issue:44008|issue:46899", "issue:42915|issue:44589" ], - "prepared_review_unit_hash": "f1d2fa8b1c0311112dd1d1195cdcb9f7aad37114bc6463402f4451c2dceec38d", + "prepared_review_unit_hash": "d5d3f2441a1a473a4ce2390f2e8e975fbb804b9f88b8a39b7dad6e9d23dbad01", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35745, - "estimated_input_tokens": 8937, - "estimated_eval_tokens": 18130 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36553, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose set of similarly worded but largely unrelated closed issues. The shared keywords are broad (Transformers v5, loading, tokenizer/model init, audio, xLSTM, GGUF), but I do not see any pair that clearly describes the same underlying bug or fixable change.", - "confidence": 0.89, - "canonical_issue_reason": "No single canonical issue: the items span many distinct subsystems and failure modes, so lexical similarity is not enough to treat any one issue as the duplicate anchor.", + "summary": "This cluster is mostly heterogeneous: a few loose theme overlaps around Transformers v5 model-init/loading regressions, but none of the proposed soft pairs look like the same concrete bug strongly enough to merge as duplicates. The best representative issue is the v5 `_is_hf_initialized` regression subgroup, while the clearest actionable report is the init_empty_weights/_is_hf_initialized TypeError case.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 43632 is the broadest representative of the recurring v5 initialization breakage theme and can serve as the umbrella issue for the small related subgroup.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative for the cluster; the set is heterogeneous enough that picking one would be misleading.", + "best_issue_reason": "Issue 44291 is the most concrete, reproduction-friendly report in the initialization regression family, with a precise failure mode and upgrade boundary.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Both mention backend/package availability, but one is a missing TensorFlow backend in a torch extra and the other is an unsupported `tensorflow_text` backend mapping; different bugs." + "reason": "Both mention backend handling, but one is about missing TensorFlow in the torch extra and the other is a backend-mapping error for tensorflow_text; different bugs." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Both are audio feature-extraction regressions, but one is an unsupported `center` argument in `LasrFeatureExtractor` and the other is a `_torch_extract_fbank_features()` issue; not the same root cause." + "reason": "Both are audio feature-extraction regressions, but the failures are different: unsupported center arg vs a low-level _torch_extract_fbank_features issue." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon warmup `TypeError` and `_is_hf_initialized` regression are unrelated code paths." + "reason": "Completely different code paths: Apple Silicon allocator warmup TypeError vs a v5 initialization flag regression." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are v5 load failures, but they target different models and likely different loader regressions." + "reason": "Both are v5 loading failures, but they affect different model/tokenizer setups and there is no concrete shared failure mode shown." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation failure and GraniteMoE invalid-method call are unrelated." + "reason": "Unrelated errors: template compilation failure vs an invalid method call in GraniteMoEHybrid." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "Both involve GGUF loading, but one is a broad `gguf_file`/`from_pretrained` breakage and the other is a Qwen2.5-specific v5 failure; not enough evidence of one shared bug." + "reason": "Both involve GGUF loading, but one is a generic gguf_file API break and the other is a specific Qwen2.5-GGUF v5 failure; not enough evidence of one bug." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both concern Whisper token handling, but one is `batch_decode(skip_special_tokens=...)` being ignored and the other is empty-transcription failure after `align_special_tokens`; distinct symptoms." + "reason": "Same Whisper area, but different concrete problems: batch_decode skip_special_tokens handling vs empty-transcription generation after align_special_tokens." }, { - "left": "issue:43317", - "right": "issue:43482", + "left": "issue:43482", + "right": "issue:47312", "accept": false, - "reason": "`device_map=auto` offload/dequantization failure is unrelated to GGUF model loading." + "reason": "GGUF loading vs kernel compatibility; no meaningful overlap." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "PEFT local-checkpoint loading and `continue_final_message` for `mistral_common` tokenizers are different failures." + "reason": "Different subsystems and failure modes: PEFT checkpoint loading vs mistral_common continue_final_message behavior." }, { - "left": "issue:43208", - "right": "issue:47013", + "left": "issue:43317", + "right": "issue:43482", "accept": false, - "reason": "The first is a multi-bug xLSTM meta-issue; the second is one specific train-mode unpacking crash. Same area, but not the same underlying bug." + "reason": "Different loading failures: dequantized model offload with device_map=auto vs GGUF-specific v5 loading breakage." }, { - "left": "issue:43792", - "right": "issue:46869", + "left": "issue:43208", + "right": "issue:47013", "accept": false, - "reason": "Whisper runtime failure and YOLO multi-GPU `device_map=auto` failure are unrelated." + "reason": "Same model family, but one is a bundle of three issues for small-model training and the other is a specific return_last_states=False unpack crash." }, { "left": "issue:43645", "right": "issue:46661", "accept": false, - "reason": "Custom model initialization in notebooks and remote-code `config_class` handling are different regressions." + "reason": "Both concern custom/remote model initialization, but one is a Jupyter notebook regression and the other is a remote-code config_class AttributeError." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "General loading noise and a Mistral regex patch crash are not the same bug." + "reason": "Noise/logging on load vs a Mistral regex patch crash; unrelated bugs." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio processor chat-template sample-rate defaulting and MIMI batch-padding-mask behavior are separate issues." + "reason": "Both audio-related, but one is chat-template sampling-rate defaulting and the other is batched-vs-single encoder output mismatch from missing padding masks." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper runtime failure and YOLO multi-GPU device_map issue are unrelated." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3Moe FP8 config failure and template-node compilation failure are unrelated." + "reason": "FP8 config failure vs template compilation error; no shared code-path." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model init breakage and non-persistent buffer junk filling are different code-path problems." + "reason": "Both are Transformers v5 regressions, but one is custom model initialization and the other is non-persistent buffer serialization corruption." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different subsystems: model loading failure versus Mistral regex patching." + "reason": "No shared concrete bug: a specific model-loading regression vs a Mistral tokenizer regex patch crash." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Both mention output mismatches, but one is missing padding-mask support in MIMI and the other is DAC `from_latents` vs forward pass/STE behavior; not the same bug." + "reason": "Both are audio-model correctness bugs, but one is padding-mask batching and the other is DAC.from_latents missing STE behavior." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 hidden-state bug and Qwen2.5-VL RoPE indexing bug are unrelated." + "reason": "Different model-specific regressions: hidden-states output bug vs RoPE/temporal position scaling bug." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "One is a Qwen3Moe FP8 config failure; the other is an `init_empty_weights`/`_is_hf_initialized` argument regression." + "reason": "Both touch newer initialization/precision paths, but one is FineGrainedFP8Config and the other is init_empty_weights/_is_hf_initialized; different failures." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Early stopping metric selection and `num_input_tokens_seen` not updating are unrelated Trainer bugs." + "reason": "Unrelated trainer behaviors: early stopping metric selection vs num_input_tokens_seen not updating." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both touch `lm_head.weight`, but one is a model-specific tie bug and the other is serialization inconsistency across devices; different issues." + "reason": "Both mention lm_head.weight/tied weights, but one is a model-specific untied weight bug and the other is device-dependent serialization inconsistency." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer `add_special_tokens` conflict and MobileLLM key error are different load-time failures." + "reason": "Tokenizer loading failures for different models and different root causes; not the same bug." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "`AddedToken(..., special=...)` argument collision and a model loading regression are unrelated." + "reason": "AddedToken special-arg conflict vs a specific model-loading failure; too little evidence they are the same issue." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Different models and different failure modes; only broad loading semantics overlap." + "reason": "Different model-loading problems with no shared failure path." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 nonsensical outputs and OmDet-Turbo processor size mismatch are unrelated multimodal bugs." + "reason": "Both are vision-related, but one is a model/pipeline output issue and the other is a processor size mismatch." }, { "left": "issue:44008", "right": "issue:46899", "accept": false, - "reason": "Gemma3n variable collision and Gemma4 4-bit dtype-cast issues are different bugs despite both being multimodal/quantization related." + "reason": "Both are Gemma-family issues, but one is a forward variable-name collision and the other is an unsafe dtype cast in multimodal embedders." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Different FP8-related failures: one is config handling, the other is missing storage support for `Float8_e4m3fnStorage`." + "reason": "Both are FP8-adjacent, but one is a config-driven model failure and the other is a storage backend lookup error." } ] }, @@ -3722,15 +3673,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 12, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:33666", "issue:35707", @@ -3792,11 +3743,11 @@ "issue:44479|issue:45325", "issue:43089|issue:45987", "issue:43425|issue:44403", - "issue:43883|issue:44488", "issue:43296|issue:43531", + "issue:43883|issue:44488", "issue:40444|issue:45325", - "issue:43872|issue:44291", "issue:45216|issue:45357", + "issue:43872|issue:44291", "issue:43611|issue:44534", "issue:44220|issue:44683", "issue:44991|issue:46315", @@ -3806,28 +3757,28 @@ "issue:42796|issue:43746", "issue:43381|issue:45923", "issue:44291|issue:44589", - "issue:43792|issue:44589", "issue:33666|issue:40444", + "issue:43792|issue:44589", "issue:43632|issue:44756", "issue:40990|issue:44811", - "issue:43883|issue:44991", "issue:42796|issue:46710", + "issue:43883|issue:44991", "issue:35707|issue:40444" ], - "prepared_review_unit_hash": "f0ed6a27b5f820a412cf2156066e1ceca698e06ae3e8269729584b5a9513cf9f", + "prepared_review_unit_hash": "baa02f718ccc618dd134d5792c1a6ae4a7a726b893905d3c9fd167d0243b5e8d", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36923, + "serialized_chars": 36924, "estimated_input_tokens": 9231, "estimated_eval_tokens": 18718 }, @@ -3836,207 +3787,207 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a mixed cluster with only a small Transformers v5-loading/init subset. The clearest duplicates remain the `_is_hf_initialized` loading regression pair and the Qwen3.5 save_pretrained pair. For anchoring the broader v5 regression theme, issue:43611 is the better canonical issue because it is earlier and more general than issue:43632; 43632 is still relevant, but it is not the earliest or broadest report in the set.", - "confidence": 0.78, - "canonical_issue_reason": "issue:43611 is the earliest and broader Transformers v5 loading regression here, covering model-loading breakage around `base_model_prefix`; issue:43632 is a related but more specific v5 init-flag failure.", + "summary": "This cluster is mostly heterogeneous, with one clear duplicate theme around Transformers v5 loading regressions involving `_is_hf_initialized`, plus one Qwen3.5 save_pretrained pair. The rest look like unrelated bugs across tokenizer, multimodal, generation, export, and performance areas.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43632 is the broadest root-cause report in the cluster: it names the Transformers v5 `_is_hf_initialized` regression directly, which also explains the more specific loading failures in issue:43872 and issue:44291.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best single issue to represent the cluster\u2019s v5 loading regression subset because it is the earliest, broadest report and sits at the center of the overlapping loading failures.", + "best_issue_reason": "issue:43632 is the best cluster representative because it captures the underlying cross-cutting v5 loading breakage rather than a single package-specific manifestation.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Different failures: Qwen3-MoE sliding_window behavior vs granite_speech strict config loading." + "reason": "Different bugs: Qwen3-MoE sliding_window behavior vs granite_speech strict config loading." }, { "left": "issue:45923", "right": "issue:47254", "accept": false, - "reason": "Both mention gradient checkpointing, but one is a missing support flag and the other is a PEFT+DeepSpeed checkpointing error; not the same bug." + "reason": "Both mention gradient checkpointing, but one is a missing flag and the other is a ZeRO-3/PEFT checkpoint error; not the same concrete bug." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer method-name conflict vs Qwen3 auto device mapping cuda assert; unrelated code paths." + "reason": "Tokenizer method name conflict vs CUDA assert during Qwen3 auto device mapping." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is a different issue from StaticCache.get_seq_length returning the wrong type." + "reason": "Compiled chunked generation inconsistency is different from the StaticCache return-type bug." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export + torch_compilable_check failure is unrelated to OmDet-Turbo processor image-size mismatch." + "reason": "torch.export/torch_compilable_check failure is unrelated to an OmDet processor input-size mismatch." }, { "left": "issue:43632", "right": "issue:46821", "accept": false, - "reason": "Transformers v5 _is_hf_initialized regression is not the same as TimesFM window_size AttributeError." + "reason": "Transformers v5 `_is_hf_initialized` loading regression is unrelated to the TimesFM `window_size` AttributeError." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Both are multimodal load/processing problems, but different models and different failure modes." + "reason": "Segfault while loading Llava Next models is not the same as Qwen3OmniMoe video-input ValueError." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Both touch Qwen vision/video processing, but one is a broad video-input regression and the other is a specific still-image temporal-position scaling bug." + "reason": "Both are Qwen multimodal issues, but one is a broad video-input regression and the other is a still-image RoPE scaling bug; different code paths." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation performance overhead vs cache-length type contract; not the same underlying problem." + "reason": "Generation sync/dispatch overhead is a performance issue, not the StaticCache length contract bug." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch 2.10 incompatibility vs noisy load logging; no shared bug." + "reason": "Torch 2.10 incompatibility and loading noise are different problems with no shared failure mode." }, { - "left": "issue:43883", - "right": "issue:44488", + "left": "issue:43296", + "right": "issue:43531", "accept": false, - "reason": "Missing all_tied_weights_keys in Molmo is unrelated to loading cjvt/sleng-bert." + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window behavior are unrelated." }, { - "left": "issue:43296", - "right": "issue:43531", + "left": "issue:43883", + "right": "issue:44488", "accept": false, - "reason": "PaddleOCR-VL load failure in vLLM is unrelated to Qwen3-MoE sliding_window behavior." + "reason": "Molmo missing `all_tied_weights_keys` is a different loading failure from sleng-bert tokenizer loading." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "IterableDataset multi-image finetuning failure is not the same as the Qwen2.5-VL rope/index scaling regression." + "reason": "IterableDataset with multiple images per prompt is a finetuning/data-collation issue, not the same as the Qwen2.5-VL still-image position-id regression." }, { - "left": "issue:43872", - "right": "issue:44291", + "left": "issue:45216", + "right": "issue:45357", "accept": true, - "reason": "Same underlying `_is_hf_initialized` keyword-argument regression: one breaks bitsandbytes Int8Params, the other init_empty_weights model loading." + "reason": "Same Qwen3.5 save_pretrained regression: both report incorrect checkpoint/visual encoder keys from the save path." }, { - "left": "issue:45216", - "right": "issue:45357", + "left": "issue:43872", + "right": "issue:44291", "accept": true, - "reason": "Both report the same Qwen3.5 save_pretrained checkpoint-serialization bug, specifically incorrect visual encoder keys / incorrect saved checkpoint contents." + "reason": "Same underlying `_is_hf_initialized` incompatibility during model loading; 44291 is the generic reproduction and 43872 is a bitsandbytes manifestation." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is base_model_prefix loading failure and the other is non-persistent buffer corruption." + "reason": "base_model_prefix loading breakage is unrelated to non-persistent buffers being filled with junk." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "fbank feature extraction issue vs compiled flex_attention torch>=2.9 failure; unrelated." + "reason": "fbank feature extraction and compiled flex_attention on newer torch versions are separate bugs." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Tokenizer load failure for EMBEDDIA/est-roberta vs slow convert_tokens_to_ids performance regression; different bugs." + "reason": "Tokenizer loading regression and convert_tokens_to_ids performance slowdown are different issues." }, { "left": "issue:43716", "right": "issue:46899", "accept": false, - "reason": "Both are multimodal dtype issues, but the model families and the failing mechanisms differ." + "reason": "Both are multimodal dtype problems, but they affect different models/modalties and do not clearly share the same concrete code path." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Loading noise is not the same as tokenizer load failure." + "reason": "Unnecessary loading noise is not the same as tokenizer loading failure for EMBEDDIA/est-roberta." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but one is a Granite token-id regression and the other is a CodeLlama leading-space round-trip issue." + "reason": "These are both tokenizer regressions, but one is wrong token IDs for Granite models and the other is a CodeLlama space round-trip issue." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE-marker bug vs PEFT/local-checkpoint loading failure; not the same underlying issue." + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT local-checkpoint loading are unrelated." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction is different from a missing supports_gradient_checkpointing flag." + "reason": "Eval-mode gradient checkpointing incompatibility is different from a missing `supports_gradient_checkpointing` flag." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "`_is_hf_initialized` arg handling is unrelated to the Float8 storage lookup error." + "reason": "The `_is_hf_initialized` argument bug is unrelated to the missing Float8 storage object." }, { - "left": "issue:43792", - "right": "issue:44589", + "left": "issue:33666", + "right": "issue:40444", "accept": false, - "reason": "Whisper load failure and Float8 storage lookup error are unrelated." + "reason": "Multi-GPU training for Qwen2-VL and iterable-dataset multi-image finetuning failures are not the same bug." }, { - "left": "issue:33666", - "right": "issue:40444", + "left": "issue:43792", + "right": "issue:44589", "accept": false, - "reason": "Multi-GPU Qwen2-VL training and multi-image IterableDataset finetuning are different problems." + "reason": "Whisper runtime failure and Float8 storage lookup failure are distinct loading/runtime issues." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "v5 loading/init regression vs Strix Halo mmap OOM; different bugs." + "reason": "Transformers v5 loading regression is unrelated to disabling mmap on Strix Halo to avoid OOM." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity regression on gpt-oss-20b is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "High perplexity on GPT-OSS is not the same as Whisper batch_decode skipping special tokens." }, { - "left": "issue:43883", - "right": "issue:44991", + "left": "issue:42796", + "right": "issue:46710", "accept": false, - "reason": "Molmo tied-weights attribute issue is unrelated to tokenizer loading for est-roberta." + "reason": "Tokenizer BPE-marker handling and DeepSeek-R1 accuracy regression are different failure modes." }, { - "left": "issue:42796", - "right": "issue:46710", + "left": "issue:43883", + "right": "issue:44991", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to DeepSeek accuracy regression after upgrade." + "reason": "Molmo missing tied-weights metadata is unrelated to tokenizer loading regression for est-roberta." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL iterable-dataset finetuning." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning failure." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The soft-edge calls are mostly conservative, but the canonical/anchor rationale overstates the evidence: issue:43611 is earlier than issue:43632 and is also a Transformers v5 loading regression, so calling 43632 the \"broadest, earliest\" v5 compatibility report is not grounded. Please soften that claim or justify why 43632 is preferred over 43611." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The `_is_hf_initialized` loading regressions are a coherent cluster theme, and the Qwen3.5 save_pretrained pair is plausibly the same bugfix. The remaining pairwise rejections are appropriately cautious and do not overclaim equivalence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -4044,20 +3995,20 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 13, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:40444", "issue:41720", "issue:42175", - "issue:42915", + "issue:42796", "issue:43296", "issue:43317", "issue:43377", @@ -4111,10 +4062,10 @@ "issue:43421|issue:44568", "issue:42175|issue:45542", "issue:43296|issue:46821", - "issue:43482|issue:45538", "issue:42175|issue:43296", "issue:44462|issue:45812", "issue:44079|issue:44534", + "issue:43482|issue:45538", "issue:43317|issue:43856", "issue:44509|issue:46909", "issue:43611|issue:43646", @@ -4131,218 +4082,218 @@ "issue:43454|issue:44466", "issue:44829|issue:45479", "issue:40444|issue:47217", - "issue:42915|issue:43482", "issue:43873|issue:45701", - "issue:43701|issue:45325" + "issue:43701|issue:45325", + "issue:42796|issue:45381" ], - "prepared_review_unit_hash": "87a9f591d86a574ed6f086fe047fbd2963fe3a8fe7d6ec356f0e36746b408b5a", + "prepared_review_unit_hash": "2be1e46700510b6cacccc1cd5cfec15d401b66cde8a42f4250cc3fcd151930ab", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36968, - "estimated_input_tokens": 9242, - "estimated_eval_tokens": 18740 + "serialized_chars": 36999, + "estimated_input_tokens": 9250, + "estimated_eval_tokens": 18756 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most soft pairs are only thematically similar, not the same concrete bug. I would not merge any of the proposed duplicates with the evidence provided; the closest subgroup is around Qwen2.5-VL position-id handling, but the titles still describe different failure modes.", - "confidence": 0.76, - "canonical_issue_reason": "45325 is the most concrete and code-path-specific report in the closest subgroup: it names the exact failing function (`get_rope_index`) and a clear regression condition, making it the best canonical representative if the Qwen2.5-VL position-id reports are collapsed.", + "summary": "No soft edge looks like a true duplicate. The set is mostly broad v5-era regressions across unrelated code paths (tokenizers, quantization/offload, multimodal position ids, configs, and docs), with only loose thematic overlap.", + "confidence": 0.72, + "canonical_issue_reason": "If one issue has to anchor the cluster, 45812 is the best fit: it is a concrete, user-visible v4\u2192v5 tokenizer regression with multiple inbound references and a clear reproduction path.", "canonical_pr_reason": null, - "best_issue_reason": "45325 is the strongest issue to anchor on because it is specific, reproducible, and tied to a clearly identified implementation path; the other nearby Qwen2.5-VL issues are broader symptom reports rather than the core bug description.", + "best_issue_reason": "45812 is the strongest representative issue here because it is specific, reproducible, and high-signal; the rest of the items are too heterogeneous to merge into a single canonical bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "Different bugs: ModelOutput key assignment vs Gemma4 FSDP2 shared_kv_states rebuilding." + "reason": "Different code paths: ModelOutput key assignment vs Gemma-4 FSDP2 shared_kv_state rebuilding." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Unrelated failures: Qwen3-MoE sliding window vs init_empty_weights `_is_hf_initialized` argument." + "reason": "Qwen3 sliding-window behavior is unrelated to init_empty_weights/_is_hf_initialized construction errors." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Different model/loading problems: Qwen2.5-GGUF/v5 loading vs Llama4Config missing `pad_token_id`." + "reason": "Different model families and failures: GGUF loading vs missing pad_token_id on Llama4Config." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Different code paths: Qwen3 auto device mapping CUDA assert vs Mistral regex patch crash." + "reason": "CUDA assert during Qwen3 device mapping is unrelated to the Mistral regex patch crash." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Both involve tokenizers, but one is runtime post-processor syncing and the other is special-token insertion behavior." + "reason": "Both involve tokenizer behavior, but one is runtime post-processor updates and the other is add_special_tokens handling for a specific tokenizer." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Related to TensorFlow availability, but the symptoms and install scenarios are different enough to treat separately." + "reason": "Packaging/backend dependency issues are different: torch extra missing TensorFlow vs tensorboard-only installs causing tf backend errors." }, { "left": "issue:43296", "right": "issue:46821", "accept": false, - "reason": "Different models and failures: PaddleOCR-VL loading vs TimesFM `window_size` attribute error." - }, - { - "left": "issue:43482", - "right": "issue:45538", - "accept": false, - "reason": "Different tokenizer/model bugs: GGUF loading regression vs CLIPTokenizer max length constant." + "reason": "PaddleOCR-VL loading in vLLM is unrelated to TimesFM window_size AttributeError." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "No shared underlying bug; packaging/backend issue vs model loading failure." + "reason": "Different subsystems and failures; dependency extras vs model loading in vLLM." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but one ignores `tokenizer.json` and the other returns wrong Granite token IDs." + "reason": "Both are AutoTokenizer regressions, but one ignores tokenizer.json while the other miscomputes Granite token IDs." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "Different issues: ModelOutput key bookkeeping vs non-persistent buffer initialization." + "reason": "ModelOutput key bookkeeping is unrelated to non-persistent buffer initialization." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF load failure and CLIPTokenizer max_length behavior are unrelated tokenizer/model issues." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Different symptoms and scope: device_map/offload loading vs Qwen3 MoE training memory usage." + "reason": "Device-map offload failure is not the same bug as Qwen3 MoE memory inefficiency." }, { "left": "issue:44509", "right": "issue:46909", "accept": false, - "reason": "Both are docs issues, but they concern different pages and different examples." + "reason": "Both are documentation issues, but they refer to different docs problems and different content." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are v5 regressions, but one is loading with `base_model_prefix` and the other is custom initialization behavior." + "reason": "Both are v5 regressions, but one is about base_model_prefix loading and the other about custom model initialization." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Different model families and failure modes: MIMI padding-mask batching vs Gemma3 sliding-window NaNs." + "reason": "Both mention batching/padding, but the affected models and failure mechanisms differ." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Different model components: Video-LLaVA visual tower issue vs Sam3 text encoder weights not loading." + "reason": "Video-LLaVA weight/temporal-attention issue is unrelated to Sam3Model text encoder weights not loading." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "Unrelated code paths: `torch.export`/`torch_compilable_check` vs bfloat16 dtype mismatches." + "reason": "torch.export/checking issues are unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel inference." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer serialization bug is unrelated to ModelOutput key assignment." + "reason": "Non-persistent buffer junk and ModelOutput key assignment are separate internal bugs." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Only broadly related through Qwen2.5-VL multimodal inputs; one is finetuning with multiple images, the other is video position IDs." + "reason": "Both involve Qwen2.5-VL, but one is training with multi-image IterableDataset and the other is video position-id calculation." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Different models and failures: Qwen2.5-VL rope index scaling vs Kosmos2.5 OCR index error." + "reason": "Qwen2.5-VL rope-index scaling and Kosmos2.5 OCR index errors are different model-specific bugs." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Different problems: missing temporal attention / shared weights vs incorrect visual encoder keys on save." + "reason": "Video-LLaVA weight sharing is unrelated to Qwen3.5 save_pretrained visual key serialization." }, { "left": "issue:43493", "right": "issue:43994", "accept": false, - "reason": "Same model family, but not clearly the same bug: implementation discrepancy vs nonsensical outputs in pipeline usage." + "reason": "General SigLIP2 implementation discrepancy is not the same as the specific AutoModel/pipeline bad-output report." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Closely related topic, but the reports describe different failing scenarios (still-image temporal scaling vs video vision IDs)." + "reason": "Both are Qwen2.5-VL position-id bugs, but one is still-image temporal scaling and the other is video input vision_position_ids." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Different regressions: unexpected constructor argument vs strict config loading failure." + "reason": "init_empty_weights constructor argument handling is unrelated to strict granite_speech config loading." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both mention `lm_head.weight`, but one is untied weights causing bad generation and the other is serialization inconsistency." + "reason": "Tied lm_head weight wiring and device-dependent serialization are related broadly, but not the same concrete bug." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Different classification failures: flash-attention training degeneration vs zero-loss bug with `problem_type`/`num_labels=1`." + "reason": "FlashAttention-3 training degeneration is a different failure from the num_labels=1 zero-loss classification bug." }, { "left": "issue:40444", "right": "issue:47217", "accept": false, - "reason": "Different multimodal bugs: finetuning with multiple images per prompt vs image placeholder handling in user text." - }, - { - "left": "issue:42915", - "right": "issue:43482", - "accept": false, - "reason": "Different model/config problems: Qwen3Moe FP8 config failure vs Qwen2.5-GGUF loading regression." + "reason": "Both are VL prompt/input issues, but one is multi-image finetuning and the other is image-placeholder placement in user text." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Different domains: quantization/offloading behavior vs tokenization changes across versions." + "reason": "Quantization/offload behavior and version-dependent tokenization are unrelated." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Unrelated issues: resume-from-checkpoint key mismatch vs Qwen2.5-VL rope-index scaling." + "reason": "Checkpoint key mismatch is not the same bug as Qwen2.5-VL rope-index scaling." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling for Ministral is unrelated to Qwen2.5-VL video position ids." } ] }, @@ -4356,15 +4307,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 14, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:34634", "issue:35707", @@ -4403,7 +4354,6 @@ "issue:44977", "issue:44991", "issue:45072", - "issue:45381", "issue:45584", "issue:45759", "issue:45823", @@ -4416,7 +4366,6 @@ "issue:46821" ], "soft_pairs": [ - "issue:42796|issue:45381", "issue:43606|issue:44265", "issue:44479|issue:45823", "issue:40990|issue:45584", @@ -4432,11 +4381,11 @@ "issue:45823|issue:46821", "issue:42617|issue:42915", "issue:40990|issue:42947", - "issue:41553|issue:43582", "issue:42796|issue:46209", "issue:44568|issue:45920", "issue:43454|issue:45072", "issue:43377|issue:44610", + "issue:41553|issue:43582", "issue:43749|issue:44534", "issue:36331|issue:42617", "issue:43317|issue:43873", @@ -4450,232 +4399,226 @@ "issue:43322|issue:46050", "issue:41720|issue:44977" ], - "prepared_review_unit_hash": "e515dac56bc0bc256d363152b20cab51b827ffe62b4dce7c86e51610a9cd810e", + "prepared_review_unit_hash": "2eb185010e90e115eaa042fa0256be2d01e3161ee20d7220162aa033d5bf468e", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37644, - "estimated_input_tokens": 9411, - "estimated_eval_tokens": 19078 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36771, + "estimated_input_tokens": 9193, + "estimated_eval_tokens": 18642 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue reports with one loose subtheme around loading/offload/quantization/device-map failures. None of the soft pairs look like true duplicates or the same fixable code path.", - "confidence": 0.39, - "canonical_issue_reason": "Issue 43873 is the broadest representative of the small offloading/quantization/device-mapping subset, but it is still only an umbrella-type bug report rather than a confirmed duplicate anchor.", + "summary": "The cluster is mostly a grab bag of unrelated issues. I found no soft-edge pairs that look like the same underlying bug/change, so all candidate links should be rejected. For a representative canonical issue, the broadest and most centrally referenced report is the offloading/quantization issue.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43873 is the broadest, most central item here (offloading + quantization, with multiple inbound references), so it works best as the representative canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the best overall representative for triage because it captures the common offload/quantization theme better than the narrower model-specific reports.", + "best_issue_reason": "issue:43873 is the most general and most-connected issue in the set, making it the best single issue to anchor the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42796", - "right": "issue:45381", - "accept": false, - "reason": "Both involve tokenizer/video-adjacent behavior, but one is a BPE-marker tokenizer bug and the other is a video position-id regression; different failures." - }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch and torch.export failure with torch_compilable_check are different code paths and symptoms." + "reason": "Different failures: CPU offload device mismatch vs export failing on torch_compilable_check." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Different models and bugs: a multimodal video-input regression versus a Gemma4 device-mismatch forward failure." + "reason": "Different model areas and symptoms: video-input regression vs Gemma4 PLE device mismatch." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Perplexity quality issue vs empty-transcription generation failure; not the same underlying bug." + "reason": "Unrelated: perplexity regression on gpt-oss-20b vs Whisper empty-transcription generation failure." }, { "left": "issue:43828", "right": "issue:46821", "accept": false, - "reason": "Autocast dtype mismatch is unrelated to a TimesFM window_size AttributeError." + "reason": "Different subsystems: autocast dtype mismatch vs TimesFM window_size AttributeError." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate default and GraniteSpeech PEFT checkpoint loading are separate problems." + "reason": "Audio chat-template sampling-rate default bug is unrelated to GraniteSpeech adapter loading." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Voice preset loading and inputs_embeds/past_key_values generation are unrelated." + "reason": "Different code paths: Bark voice preset handling vs generation with inputs_embeds/past_key_values." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation with past_key_values is not the same as auto device-mapping CUDA assert." + "reason": "Progressive generation bug is unrelated to Qwen3 auto device-mapping crash." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both mention device mapping, but the model, failure mode, and code path differ." + "reason": "Both are device-related, but one is a Qwen3 CUDA assert and the other is a Gemma4 forward device mismatch." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer crash on NER padding/truncation is unrelated to torch.export failing on compilable checks." + "reason": "Tokenizer padding/truncation crash is unrelated to export-time torch_compilable_check behavior." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Device mismatch during offload is not the same as DAC.from_latents vs forward mismatch." + "reason": "Both touch audio-ish models, but one is offload/device mismatch and the other is a DAC STE consistency bug." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "lm_head weight tying and torch.compile SDPA failure are different bugs." + "reason": "Weight-tying failure in AyaVision is unrelated to Bamba torch.compile/SDPA behavior." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Accelerate+deepspeed MOE weight conversion and a missing gradient_checkpointing flag are not the same issue." + "reason": "Accelerate+deepspeed weight conversion issue is not the same as a missing gradient-checkpointing flag." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Gemma4 device-map forward mismatch and TimesFM window_size AttributeError are unrelated." + "reason": "Device-mapping mismatch and TimesFM AttributeError are different concrete bugs." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py execution failure and FineGrainedFP8Config loading failure are different problems." + "reason": "3d_parallel.py failure is unrelated to Qwen3Moe FineGrainedFP8Config loading." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity is a model-quality symptom; gradient checkpointing ineffective with LoRA is a training/memory bug." - }, - { - "left": "issue:41553", - "right": "issue:43582", - "accept": false, - "reason": "Tokenizer error-message quality and Apple Silicon TypeError are unrelated." + "reason": "Perplexity regression is unrelated to gradient checkpointing with PEFT LoRA." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are different subsystems and failures." + "reason": "Tokenizer BPE-marker handling is unrelated to FP8 inference on B200." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different APIs and model families; not the same concrete bug." + "reason": "Both are tokenizer regressions, but they affect different APIs and failure modes; not the same bug." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Tying lm_head weights and bfloat16 dtype mismatches are unrelated." + "reason": "Different issues: missing lm_head weight tying vs bfloat16 dtype mismatches." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Missing padding-mask support in MIMI and OmDet processor resolution mismatch are different issues." + "reason": "MIMI padding-mask inconsistency is unrelated to OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral is unrelated to AppleSilicon caching_allocator_warmup TypeError." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk in v5 are separate regression classes." + "reason": "Broken FSDP CPU RAM efficient loading is not the same as non-persistent buffers being filled with junk." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "CustomTrainer compute_loss kwarg incompatibility and a 3d_parallel.py failure are unrelated." + "reason": "Trainer compute_loss signature mismatch is unrelated to 3d_parallel.py execution failure." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both are offload/loading related, but one is dequantized model loading with auto device map and the other is generic quantization offloading; not clearly the same bug." + "reason": "Both involve offloading/quantization, but the concrete bugs differ: dequantized model loading vs generic offloading behavior." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Weight-tying bug and packed-weight unpacking during accelerate loading are different code paths." + "reason": "AyaVision weight tying and BitNet packed-weight unpacking are different model-loading problems." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Batch-vs-single padding-mask issue and Perceiver non-default-resolution failure are unrelated." + "reason": "MIMI batched-vs-single output mismatch is unrelated to Perceiver non-default-resolution failure." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in config and text_config unwrapping for multimodal configs are distinct config-loading bugs." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to unwrapping text_config for composite Qwen multimodal configs." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "CUDA assert with auto device mapping and Llava Next segfault on load are not the same underlying problem." + "reason": "Qwen3 auto device mapping crash and Llava Next segmentation fault are separate model-loading failures." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "An off-by-one mask bug and a tokenizer performance regression are different issues." + "reason": "Streaming mask off-by-one and tokenizer lookup slowdown are unrelated regressions." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Trainer compute_loss signature mismatch and Qwen3Moe FP8 config failure are unrelated." + "reason": "Trainer API mismatch is unrelated to Qwen3Moe FP8 loading failure." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config loading for granite_speech and tokenizer loading regression for est-roberta are different failures." + "reason": "Strict config handling for granite_speech is unrelated to est-roberta tokenizer loading regression." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava Next segfault and sinq quantized save/load breakage are unrelated." + "reason": "Llava Next segfault on load is unrelated to sinq quantized model save/load breakage." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Auto device-mapping CUDA assert and Qwen3.5 flash-attention generation failure are different bugs." + "reason": "Different concrete failures: CUDA assert under auto device mapping vs flash-attention generation regression." } ] }, @@ -4689,15 +4632,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 15, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:26413", "issue:28530", @@ -4712,7 +4655,9 @@ "issue:43317", "issue:43404", "issue:43450", + "issue:43531", "issue:43550", + "issue:43572", "issue:43577", "issue:43606", "issue:43646", @@ -4738,7 +4683,6 @@ "issue:45701", "issue:45704", "issue:45823", - "issue:46291", "issue:46402", "issue:46612", "issue:46665", @@ -4755,8 +4699,8 @@ "issue:44466|issue:45357", "issue:43873|issue:44756", "issue:26413|issue:28530", - "issue:44186|issue:45072", "issue:45685|issue:46821", + "issue:44186|issue:45072", "issue:43295|issue:45701", "issue:44451|issue:47020", "issue:43065|issue:46402", @@ -4767,219 +4711,219 @@ "issue:43577|issue:43708", "issue:44186|issue:44610", "issue:43550|issue:43606", - "issue:43881|issue:44488", - "issue:42915|issue:43317", "issue:43404|issue:45357", + "issue:42915|issue:43317", "issue:46821|issue:46869", + "issue:43881|issue:44488", "issue:41720|issue:45161", "issue:44610|issue:44898", "issue:44008|issue:45823", "issue:28530|issue:33666", "issue:44423|issue:45406", - "issue:42915|issue:46291" + "issue:43531|issue:43572" ], - "prepared_review_unit_hash": "4090bc58a304fb28564f49714d7caa736c5a7a9fa0973420900137393b1eea7b", + "prepared_review_unit_hash": "514290bf40f8431113889618e6a6d63ed6dc1006f958b4b5198457852f9519e9", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35922, - "estimated_input_tokens": 8981, - "estimated_eval_tokens": 18218 + "serialized_chars": 36428, + "estimated_input_tokens": 9107, + "estimated_eval_tokens": 18470 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most pairs only share broad subsystem overlap (trainer, generation, loading, multimodal, quantization) and are not the same underlying defect. No PRs are present. The best single issue anchor is 43708 because it is the most concrete and well-scoped bug report in the set.", + "summary": "All proposed soft links look like false positives: the paired issues share broad themes (training, quantization, tokenization, loading, generation), but the concrete failures and code paths differ. No PRs are present, so this is an issue-only cluster; the strongest representative is the detailed `resume_from_checkpoint`/`max_steps` regression report.", "confidence": 0.9, - "canonical_issue_reason": null, + "canonical_issue_reason": "Issue 43708 is the clearest, most actionable representative: it has a specific regression, a well-scoped code path (`resume_from_checkpoint` + `max_steps` calculation), and a concrete reproduction involving batch-size changes.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43708 is the strongest representative: it describes a specific, reproducible Trainer resume_from_checkpoint/max_steps bug and is more precise than the older related checkpoint report.", + "best_issue_reason": "Issue 43708 is the best issue to anchor the cluster because it describes a precise bug with enough detail to reason about the fix and verify behavior.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Both mention memory/resource problems, but one is int4 quantization OOM and the other is a T5/apex RMSNorm leak; different bugs and code paths." + "reason": "Both mention memory/performance regressions, but one is int4 CUDA OOM and the other is an Apex RMSNorm memory leak; different subsystems and fixes." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "High perplexity on gpt-oss is a model/eval correctness issue; the other is a tokenization-version regression. Same broad area, not the same defect." + "reason": "One reports high perplexity on a specific model/dataset, the other a tokenization behavior change across versions; not the same underlying bug." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and failure to run 3d_parallel.py are unrelated failures." + "reason": "Qwen3 auto device-map CUDA assert and a 3d_parallel.py runtime failure are unrelated concrete failures." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Batched video processor shape bug and tokenization changes are different subsystems and failure modes." + "reason": "Incorrect batched video processor output shape is unrelated to tokenization changing across versions." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both involve saving/loading Qwen3.5 artifacts, but one is tied lm_head serialization and the other is incorrect visual encoder keys; not the same concrete bug." + "reason": "Both involve serialization in multimodal models, but one is tied lm_head weight inconsistency and the other wrong visual encoder keys during save_pretrained." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Quantization offload issues and Strix Halo mmap OOM are different root causes despite both touching memory/offload behavior." + "reason": "Quantization offload behavior and Strix Halo mmap OOM are different resource-management bugs with different triggers." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "resume_from_checkpoint epoch_iterator failure and early-stopping metric lookup are separate Trainer bugs." + "reason": "Checkpoint resume failure from empty epoch iterator is unrelated to early stopping disabling due to missing eval metric." }, { - "left": "issue:44186", - "right": "issue:45072", + "left": "issue:45685", + "right": "issue:46821", "accept": false, - "reason": "Tokenizer crashes with NER/padding and bfloat16 dtype mismatches are unrelated." + "reason": "MPS histogram support for ints is unrelated to TimesFM's `window_size` attribute error." }, { - "left": "issue:45685", - "right": "issue:46821", + "left": "issue:44186", + "right": "issue:45072", "accept": false, - "reason": "MPS histogram error in MoE models and TimesFM window_size AttributeError are distinct issues." + "reason": "Tokenizer padding/truncation crashes and dtype mismatches in inference are separate problems." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "A regression around processor.tokenizer/images is not the same as tokenization differences across versions." + "reason": "Processor/tokenizer API regression is not the same as a version-dependent tokenization output change." }, { "left": "issue:44451", "right": "issue:47020", "accept": false, - "reason": "Loading specific BERT models and XLMRobertaTokenizer's Unigram init bug are different loading failures." + "reason": "Both are tokenizer-load failures, but they affect different model/tokenizer implementations and failure modes." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "One is a dummy Conv2d in Sam3PixelDecoder, the other missing Sam3Model text encoder weights; same family, different bugs." + "reason": "Dummy Conv2d in a pixel decoder and missing text-encoder weights in Sam3Model are distinct model-loading/model-architecture issues." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import error and 3d_parallel execution failure are unrelated." + "reason": "Importing `GenerationMixin` and failing to run a parallel training script are unrelated." }, { "left": "issue:46612", "right": "issue:46858", "accept": false, - "reason": "Beam-search cache reorder skipping and _prefill cache length device-tensor arithmetic are different generation/cache bugs." + "reason": "Both are generation/cache-related, but one skips beam-search cache reorder while the other breaks slice arithmetic from a device tensor sequence length." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Custom model initialization breakage and from_pretrained behavior inside classes are related only at a very high level, not the same code-path problem." + "reason": "Custom model initialization breakage and inconsistent `from_pretrained` behavior in Python classes are overlapping only at a very high level." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "torch.compile SDPA failure in Bamba and packed-weight unpacking in BitNet accelerate loading are unrelated." + "reason": "torch.compile+SDPA failure in Bamba and packed-weight unpacking during accelerate loading are different code paths and fixes." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Blip2 dtype propagation and Trainer checkpoint resume max_steps are entirely different components." + "reason": "dtype propagation in Blip2 loading is unrelated to incorrect `max_steps` computation on checkpoint resume." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer padding/truncation crashes and OmDet-Turbo processor image-size mismatch are different bugs." + "reason": "LayoutLMv2 tokenizer crashes and OmDet-Turbo processor resolution mismatch are different preprocessing bugs." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Bamba torch.compile SDPA and bark CPU-offload device mismatch are not the same failure." + "reason": "One is a torch.compile SDPA bug; the other is a CPU offload device mismatch for Bark. Same broad area, different failure." }, { - "left": "issue:43881", - "right": "issue:44488", + "left": "issue:43404", + "right": "issue:45357", "accept": false, - "reason": "Two unrelated model-loading failures for different models and root causes." + "reason": "A tied `lm_head.weight` bug in Mistral3 is not the same as wrong visual encoder keys being saved in Qwen3.5." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "FineGrainedFP8Config failure and dequantized model loading with gpu+cpu offload are different quantization/offload problems." + "reason": "Qwen3Moe FineGrainedFP8Config failure and dequantized model loading with device_map=auto are different quantization/load issues." }, { - "left": "issue:43404", - "right": "issue:45357", + "left": "issue:46821", + "right": "issue:46869", "accept": false, - "reason": "lm_head weight tying in Mistral3 is unrelated to Qwen3.5 visual encoder key serialization." + "reason": "TimesFM `window_size` attribute errors and YOLO multi-GPU device-map failures are unrelated." }, { - "left": "issue:46821", - "right": "issue:46869", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map auto failure are separate issues." + "reason": "glm-4v-9b loading failure and ScandiBERT loading failure are separate model-specific import/load issues." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Qwen3 auto device-map cudaErrorAssert and GPT-OSS tensor-parallel failure are both parallelism issues but not the same defect." + "reason": "Qwen3 auto device-map CUDA assert and GPT-OSS tensor-parallel failure are both distributed inference issues, but not the same concrete bug." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both are image-resolution related, but they affect different models and different logic: processor output size vs interpolate_pos_encoding behavior." + "reason": "Processor output size mismatch for OmDet-Turbo and Perceiver failure on non-default resolution are different image-processing behaviors." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Gemma3n variable-name collision in forward and Gemma4 device mismatch under auto mapping are unrelated." + "reason": "Gemma3n variable-name collision in forward and Gemma4 PLE device mismatch are unrelated bugs." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early stopping metric resolution and Qwen2-VL multi-GPU training are different Trainer/model-setup issues." + "reason": "Early stopping metric lookup and Qwen2-VL multi-GPU training are not the same underlying issue." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both involve serve/multimodal paths, but one is a continuous-batching crash and the other is a Gemma4Processor missing _tokenizer attribute; different bugs." + "reason": "Continuous batching crash in multimodal serve and Gemma4Processor missing `_tokenizer` are separate serve/runtime failures." }, { - "left": "issue:42915", - "right": "issue:46291", + "left": "issue:43531", + "right": "issue:43572", "accept": false, - "reason": "BitNet packed-weight loading and kernels v0.15 import-time version requirements are unrelated." + "reason": "Qwen3-MoE sliding window behavior and missing `pad_token_idx` in StableLmConfig are distinct configuration/model issues." } ] }, @@ -4993,15 +4937,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 16, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:28530", "issue:29159", @@ -5021,7 +4965,6 @@ "issue:43531", "issue:43540", "issue:43550", - "issue:43572", "issue:43653", "issue:43716", "issue:43746", @@ -5045,6 +4988,7 @@ "issue:45701", "issue:45704", "issue:45759", + "issue:46291", "issue:46665", "issue:46821", "issue:46858", @@ -5053,7 +4997,7 @@ "issue:47254" ], "soft_pairs": [ - "issue:43531|issue:43572", + "issue:42915|issue:46291", "issue:36331|issue:41720", "issue:44734|issue:46858", "issue:44671|issue:44743", @@ -5065,205 +5009,205 @@ "issue:43316|issue:44913", "issue:45701|issue:47145", "issue:29159|issue:36032", - "issue:43881|issue:44991", "issue:30064|issue:34634", "issue:42915|issue:43322", "issue:43452|issue:47020", "issue:33357|issue:35707", + "issue:43881|issue:44991", "issue:43873|issue:45704", - "issue:43526|issue:43883", "issue:43540|issue:43782", "issue:43531|issue:45759", "issue:44534|issue:46665", + "issue:43526|issue:43883", "issue:41720|issue:43746", - "issue:43257|issue:47254", + "issue:44492|issue:44509", "issue:43550|issue:43653", - "issue:44492|issue:44509" + "issue:43257|issue:47254" ], - "prepared_review_unit_hash": "f2123705129bf9017da7d958d34e64e06c1684470ddb18c57894d7ff7ac91880", + "prepared_review_unit_hash": "dcf93e06d4169107eda6b535b183d2bbd6549862f27500e3bdfd29320012277e", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35393, - "estimated_input_tokens": 8849, - "estimated_eval_tokens": 17954 + "serialized_chars": 35431, + "estimated_input_tokens": 8858, + "estimated_eval_tokens": 17972 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a true duplicate cluster: the items span unrelated Transformers bugs across tokenizers, training, cache/generation, multimodal loading, configs, and docs. All soft edges look like loose thematic similarity rather than the same underlying defect.", - "confidence": 0.99, - "canonical_issue_reason": "No clear canonical issue: the cluster is heterogeneous and the apparent links are weak topic overlaps, not duplicates.", + "summary": "This cluster is very heterogeneous: the items span unrelated tokenizer, multimodal, cache/compile, config, and training bugs. I found no pair that clearly describes the same underlying issue, so all soft edges are rejected.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the strongest anchor in this mixed set: it is open, has comparatively high discussion/inbound references, and describes a substantive runtime bug rather than a narrow typo or one-off report.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative; the set mixes unrelated bug classes and would not be a reliable anchor for deduping.", + "best_issue_reason": "issue:43873 is the best single representative because it has the most signal and linkage in the set; there is no clearly superior duplicate target among these unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43531", - "right": "issue:43572", + "left": "issue:42915", + "right": "issue:46291", "accept": false, - "reason": "Both involve model/config details, but one is a Qwen3-MoE sliding-window/cache bug and the other is a StableLM config field regression; different underlying issues." + "reason": "Different subsystems and failures: Qwen3MoE FP8 loading vs pipelines import dependency validation." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "A custom trainer signature mismatch is unrelated to Qwen3 auto device mapping and cuda assert failures." + "reason": "Trainer API signature mismatch vs Qwen3 device-mapping CUDA assert; no shared code path." }, { "left": "issue:44734", "right": "issue:46858", "accept": false, - "reason": "Both touch cache/generation, but one is serve-time KV continuation indexing and the other is static-cache seq-length tensor arithmetic; not the same bug." + "reason": "Both involve cache logic, but one is serve KV continuation indexing and the other is static-cache seq-length arithmetic on non-CUDA backends." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM prediction drift and Qwen3 recurrent state reset are different model-specific problems." + "reason": "CamemBERT MLM prediction bug and Qwen3 recurrent-state reset are different model-specific behaviors." }, { "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Chunked generation inconsistency under compiled forward and cache seq-length device tensor bugs are distinct code paths and fixes." + "reason": "Both touch compiled generation/cache, but the concrete failures are different and not mergeable as one fix." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer errors, but one is NER/padding/truncation crashes and the other is an MLuke task AttributeError; not the same defect." + "reason": "Different tokenizers, different task failures, and no evidence of the same bug." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collisions for trust_remote_code and read-only permission propagation in save_pretrained are unrelated filesystem issues." + "reason": "Cache-path collision for trust_remote_code is unrelated to save_pretrained permission propagation." }, { "left": "issue:43716", "right": "issue:46821", "accept": false, - "reason": "Image preprocessor dtype mismatch and TimesFM window_size AttributeError are unrelated model/config failures." + "reason": "Image preprocessor dtype mismatch vs TimesFM window_size attribute error are unrelated." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early stopping metric lookup and void segmentation map processing are unrelated training vs image-processing bugs." + "reason": "Early-stopping metric resolution and void segmentation-map processing are unrelated bugs." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both are config-related, but one is an API discrepancy in Gemma3 text config and the other is GPTNeoX rotary_pct persistence on reload." + "reason": "Both are config-related, but they affect different fields and model classes with different root causes." }, { "left": "issue:45701", "right": "issue:47145", "accept": false, - "reason": "Tokenization behavior changes and FP8 weight_scale handling are different classes of regression." + "reason": "Tokenization changes across versions do not match silent FP8 weight_scale omission." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Slow/fast tokenizer inconsistency and T5 add_special_tokens name conflict are separate tokenizer issues." - }, - { - "left": "issue:43881", - "right": "issue:44991", - "accept": false, - "reason": "GLM-4V loading failure and EMBEDDIA tokenizer loading regression are unrelated failures on different models." + "reason": "Slow/fast tokenizer inconsistency is not the same as T5 special-method name collision on load." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Void segmentation map handling and BarkProcessor voice_preset behavior are different processor bugs." + "reason": "Image-segmentation-map processing and BarkProcessor voice_preset are unrelated." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3MoE FP8 config failure and Llava Next segfault are both model-loading problems but not the same code-path issue." + "reason": "Qwen3MoE FP8 loading and Llava Next segfault are different model-loading failures." }, { "left": "issue:43452", "right": "issue:47020", "accept": false, - "reason": "gguf_file loading breaks in from_pretrained, while XLMRobertaTokenizer passes the wrong type to Unigram; unrelated bugs." + "reason": "GGUF/AutoModel loading breakage is unrelated to XLMRobertaTokenizer passing a dict to Unigram." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "A MacOS CLIP bus error and inputs_embeds/past_key_values progressive generation are unrelated issues." + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are different bugs." }, { - "left": "issue:43873", - "right": "issue:45704", + "left": "issue:43881", + "right": "issue:44991", "accept": false, - "reason": "Quantization offloading behavior and T5 apex RMSNorm memory leak are unrelated bugs." + "reason": "glm-4v-9b loading failure and tokenizer loading regression for est-roberta are unrelated." }, { - "left": "issue:43526", - "right": "issue:43883", + "left": "issue:43873", + "right": "issue:45704", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels and Molmo missing all_tied_weights_keys are separate model/processor failures." + "reason": "Quantization/offloading behavior and T5 apex RMSNorm memory leak do not share the same failure mode." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Both are Qwen3 multimodal issues, but one is video-input validation and the other is weight_only loading; different concrete failures." + "reason": "Video-input validation in Qwen3OmniMoe is distinct from Qwen3VL weight_only loading errors." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Both are Qwen3-family, but one is sliding_window cache behavior and the other is composite config text_config unwrapping; not the same bug." + "reason": "Sliding-window behavior in Qwen3-MoE and from_config text_config unwrapping are separate issues." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer junk in v5 and inconsistent from_pretrained inside Python classes are unrelated regressions." + "reason": "Non-persistent buffer corruption in v5 and from_pretrained behavior inside Python classes are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and Molmo tied-weights metadata are different code paths." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and Mistral-3 preprocessor dtype mismatch are unrelated model-loading problems." + "reason": "Qwen3 auto device mapping crash and GraniteSpeech PEFT checkpoint loading are unrelated." }, { - "left": "issue:43257", - "right": "issue:47254", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and PEFT+ZeRO-3 checkpoint errors are different failure modes." + "reason": "Cache-strategy typo and removed pipeline-task docs are both docs-adjacent but not the same defect." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Bamba torch.compile+SDPA failure and BigBirdTokenizer special-token registration are unrelated." + "reason": "torch.compile+SDPA failure in Bamba and BigBirdTokenizer special-token registration are unrelated." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:43257", + "right": "issue:47254", "accept": false, - "reason": "A cache-strategy typo and documentation mentioning removed pipelines are unrelated; one is code, the other docs." + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is not the same bug as PEFT+ZeRO-3 checkpoint errors." } ] }, @@ -5277,15 +5221,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 17, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:34567", "issue:34634", @@ -5337,10 +5281,10 @@ "issue:46858" ], "soft_pairs": [ - "issue:43606|issue:43720", "issue:42490|issue:43329", - "issue:43531|issue:46821", + "issue:43606|issue:43720", "issue:34567|issue:35707", + "issue:43531|issue:46821", "issue:45406|issue:45464", "issue:34634|issue:41720", "issue:43531|issue:44589", @@ -5366,20 +5310,20 @@ "issue:44368|issue:45357", "issue:44514|issue:44545" ], - "prepared_review_unit_hash": "88a366b67b51b69a54d6563ece9ed7ff189bb3d9f057c9770856418d469c938e", + "prepared_review_unit_hash": "4a956f9ca5e94825eaccdda2af3bc4dabc055426cc21b2deed1595ee44df1d93", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36433, + "serialized_chars": 36436, "estimated_input_tokens": 9109, "estimated_eval_tokens": 18474 }, @@ -5388,186 +5332,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are thematically related but describe distinct bugs; the only clear duplicate is the two Qwen2_5_VLProcessor.apply_chat_template reports with identical failure mode on batched input when padding=False.", - "confidence": 0.96, - "canonical_issue_reason": "issue:44545 is the cleanest canonical duplicate: it has the exact same title/failure mode as 44514, with clearer wording and slightly stronger reference activity.", + "summary": "This cluster is mostly a semantic-nearby-but-not-duplicate set of unrelated bug reports. Only one pair looks like an exact duplicate: the Qwen2.5-VL batched apply_chat_template crash. No PRs are present.", + "confidence": 0.9, + "canonical_issue_reason": "Only one clear duplicate pair appears here: issue:44514 and issue:44545. issue:44514 is the better canonical because it is the earlier, fuller report of the same batched `apply_chat_template` crash; the rest of the items are distinct bugs in different code paths.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44545 is the best issue to anchor the cluster because it most precisely states the bug and appears to be the later, consolidated report.", + "best_issue_reason": "issue:44514 is the strongest representative of the only confirmed duplicate pair: it is earlier, more detailed, and maps directly to issue:44545.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43606", - "right": "issue:43720", - "accept": false, - "reason": "Both involve loading/offload device problems, but one is Bark CPU offload and the other is BitNet packed-weight unpacking; different code paths and fixes." - }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "A trailing-slash local-path import warning is unrelated to the Qwen3 multimodal video token counting undefined-variable bug." + "reason": "Trailing-slash local-path import warning vs undefined video-token helpers in multimodal token counting; unrelated bugs." }, { - "left": "issue:43531", - "right": "issue:46821", + "left": "issue:43606", + "right": "issue:43720", "accept": false, - "reason": "Both mention a window argument, but one is Qwen3-MoE sliding-window behavior and the other is TimesFM window_size attribute handling; not the same bug." + "reason": "Bark CPU offload device mismatch vs BitNet packed-weight unpacking during accelerate loading; different models and failure modes." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token accounting and progressive generation with inputs_embeds/past_key_values are separate training/runtime issues." + "reason": "TrainerState token counter not updating vs progressive generation with `inputs_embeds`/`past_key_values`; no shared code-path evidence." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Both mention windowing, but one is Qwen3-MoE `sliding_window`, the other is a TimesFM `window_size` attribute error; different subsystems." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat/completions failure are different processor/API failures." + "reason": "Gemma4Processor missing `_tokenizer` in transformers serve vs Qwen3.5 streaming chat/completions failure; not the same bug." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping cudaErrorAssert are unrelated subsystem failures." + "reason": "Bark `voice_preset` issue vs Qwen3 auto device mapping CUDA assert; unrelated." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to a float8 storage lookup TypeError during loading." + "reason": "Qwen3-MoE sliding window bug vs `Float8_e4m3fnStorage` load error; different concrete problems." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Both are CI/model loading bugs, but one is device mismatch in Bark offload and the other is a tokenizer special-token registration problem." + "reason": "Bark CPU offload mismatch vs BigBirdTokenizer special-token registration; different code paths." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Mask2Former label gathering and SAM3 text+box behavior do not share the same failure mechanism." + "reason": "`gather_for_metrics` truncation of tuple labels vs SAM3 text/box behavior; no clear shared bug." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Unwrapping text_config in from_config and CPU-offload rotary embedding compatibility are distinct multimodal config/runtime issues." + "reason": "Composite Qwen config `text_config` unwrapping vs CPU-offload incompatibility in `Qwen3_5MoeTextRotaryEmbedding`; distinct issues." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model loading regressions, but they affect different models and likely different root causes." + "reason": "Both are tokenizer-load failures, but for different models and likely different regressions; too broad to merge." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Qwen3OmniMoe video-input processing and cache.get_seq_length slice arithmetic on non-CUDA backends are different bugs." + "reason": "Qwen3OmniMoe video-processing ValueError vs cache length device-tensor arithmetic in `_prefill`; unrelated." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Both concern checkpoint loading/saving in multimodal models, but one is incorrect visual encoder keys and the other missing text encoder weights." + "reason": "Incorrect visual-encoder keys on save vs Sam3 text-encoder weights not loading; different save/load paths." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated configuration issues." + "reason": "`post_init` policy for patchtsmixer vs Qwen3.5 `num_labels` propagation; unrelated configuration bugs." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer junk filling and from_pretrained behavior inside Python classes do not point to the same underlying defect." + "reason": "Non-persistent buffers filled with junk vs inconsistent `from_pretrained` behavior inside Python classes; no shared root cause." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "A model-specific load failure for physical-intelligence/fast is unrelated to PIL backend processors requiring torchvision." + "reason": "Model loading regression for `physical-intelligence/fast` vs PIL backends incorrectly requiring torchvision; unrelated." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken special-argument duplication and inability to load a specific model are different tokenizer/model-loading problems." + "reason": "`AddedToken(..., special=...)` argument conflict vs ScandiBERT load failure; different tokenizer bugs." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver image-size interpolation and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated inference bugs." + "reason": "Perceiver resolution/interpolation issue vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel; different failures." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "num_labels propagation for Qwen3.5 and degenerate zero loss for single-label classification are not the same issue." + "reason": "`num_labels` propagation bug vs degenerate zero-loss with `problem_type='single_label_classification'` and `num_labels=1`; related area but different bug." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and T5 apex.FusedRMSNorm memory leak are separate problems." + "reason": "Qwen3 auto device-map CUDA assert vs T5 apex RMSNorm memory leak; unrelated." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "TRl SFT embedding unpacking and trainer.evaluate() after trainer.train() are different trainer bugs." + "reason": "Qwen3.5 embedding unpacking with TRL SFT trainer vs `trainer.evaluate()` failing after `trainer.train()`; different trainer issues." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 doc example mismatch/quantization errors and OmDet-Turbo processor output-size mismatch are unrelated." + "reason": "SigLIP2 docs example errors vs OmDet-Turbo processor/model image-size mismatch; different models and symptoms." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing in eval mode and abnormal gradient growth with ZeRO-3 are distinct training issues." + "reason": "Gradient checkpointing in eval mode vs abnormal gradients with HfDeepSpeedConfig + ZeRO-3; not the same bug." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "PEFT-adapter local checkpoint loading and quantized save/load breakage are different persistence problems." + "reason": "PEFT-adapter local checkpoint loading vs sinq quantized model save/load breakage; different persistence paths." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing eval-mode behavior is unrelated to the T5 apex RMSNorm memory leak." + "reason": "Gradient checkpointing eval-mode restriction vs T5 apex RMSNorm leak; unrelated." }, { "left": "issue:42886", "right": "issue:44843", "accept": false, - "reason": "Offline tokenizer cache loading and unconditional model_info() in _patch_mistral_regex are related to offline mode but not the same concrete bug." + "reason": "Both concern HF_HUB_OFFLINE tokenizer loading, but 44843 is a specific Mistral-regex/model_info bug while 42886 is a broader cache-load report; not enough evidence to merge strictly." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A tie_word_embeddings warning during LoRA fine-tuning is not the same as incorrect visual encoder keys being saved." + "reason": "Qwen3.5 LoRA warning about `tie_word_embeddings` vs incorrect visual-encoder keys on save; different config/save issues." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same processor, same method, same crash condition, and effectively the same title; these are clear duplicates." + "reason": "Same exact bug: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`; 44514 is the earlier fuller report." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Model load regression for one repo vs PIL backend requiring torchvision; unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet, and the lone accepted duplicate pair (issue:44514 / issue:44545) is well supported by identical titles and matching failure mode. The rejected soft-edge pairs are conservative and do not overstate equivalence. Canonical choice of issue:44545 is also reasonable given the later timestamp and slightly stronger reference activity." + "feedback": "The analysis is grounded in the packet and stays conservative on the soft-edge pairs. The only accepted duplicate, issue:44514 vs issue:44545, is well supported by the near-identical titles, matching bug description, and the earlier/larger report as canonical. No PRs are present, and the remaining pair judgments are appropriately non-committal rather than overconfident." }, "evaluator_used": true, "retried": false, @@ -5578,20 +5528,19 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 18, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:30064", "issue:36010", "issue:39692", - "issue:41720", "issue:43295", "issue:43421", "issue:43526", @@ -5599,6 +5548,7 @@ "issue:43540", "issue:43550", "issue:43596", + "issue:43611", "issue:43643", "issue:43653", "issue:43720", @@ -5617,7 +5567,6 @@ "issue:44625", "issue:44671", "issue:44857", - "issue:44991", "issue:44995", "issue:45081", "issue:45356", @@ -5630,6 +5579,7 @@ "issue:46294", "issue:46463", "issue:46655", + "issue:46665", "issue:46693", "issue:46829", "issue:46832", @@ -5643,8 +5593,8 @@ "issue:45759|issue:45923", "issue:43746|issue:43873", "issue:30064|issue:36010", - "issue:39692|issue:43873", "issue:43421|issue:43653", + "issue:39692|issue:43873", "issue:43994|issue:44671", "issue:44464|issue:47050", "issue:44995|issue:46858", @@ -5654,8 +5604,8 @@ "issue:43782|issue:45381", "issue:43421|issue:44186", "issue:45356|issue:45907", - "issue:43526|issue:43881", "issue:39692|issue:47050", + "issue:43526|issue:43881", "issue:43720|issue:43819", "issue:43596|issue:44220", "issue:43295|issue:45834", @@ -5663,228 +5613,234 @@ "issue:43550|issue:43927", "issue:43550|issue:43819", "issue:44062|issue:44488", - "issue:43653|issue:43720", "issue:44625|issue:47050", + "issue:43653|issue:43720", "issue:43531|issue:43643", "issue:45381|issue:46693", "issue:44488|issue:47020", "issue:46829|issue:46832", - "issue:41720|issue:44991" + "issue:43611|issue:46665" ], - "prepared_review_unit_hash": "f092dd67e81cc51d583543ede5edd5c608bff378b956f70cdffa677897c52019", + "prepared_review_unit_hash": "28acdd6e28257c2a2809092aa6cee943908123b753fd2b752b68089241617870", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37639, - "estimated_input_tokens": 9410, - "estimated_eval_tokens": 19076 + "serialized_chars": 37660, + "estimated_input_tokens": 9415, + "estimated_eval_tokens": 19086 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: most items are distinct bugs across tokenizers, multimodal models, loading, and cache/offload paths. None of the proposed soft pairs look like the same underlying issue, so all soft edges are rejected. Issue 43873 is the broadest and most active candidate, but it still does not subsume the rest.", - "confidence": 0.47, - "canonical_issue_reason": "issue:43873 is the broadest, most active item here (high discussion and inbound references) and sits closest to the general loading/offload/quantization theme, but it is still not a true duplicate umbrella for the other issues.", + "summary": "The cluster is mostly a set of unrelated issue reports that only share broad transformer/tokenizer/model-loading vocabulary. I do not see any soft pair that meets the bar for a true duplicate or same underlying change.", + "confidence": 0.39, + "canonical_issue_reason": "issue:43421 is the broadest tokenizer-state regression in the set and the closest umbrella for the few tokenizer-related reports, even though it is not a true duplicate of them.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best representative issue in this set because it is the most central and active, but only as a loose thematic anchor rather than a duplicate target.", + "best_issue_reason": "issue:43421 is the best representative issue for the cluster because it is the most general and reusable tokenizer-related bug among otherwise unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "One is runtime special-token/post-processor sync; the other is save/load loss of custom token IDs. Related tokenizer area, but different bugs." + "reason": "Both are tokenizer-related, but one is runtime special-token updates and the other is save/load token ID loss; different bugs and code paths." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "Video processor padding math vs a long-context FA2 performance regression; different code paths and symptoms." + "reason": "Video padding calculation in a processor versus a long-context FA2 performance regression; not the same defect." }, { "left": "issue:45759", "right": "issue:45923", "accept": false, - "reason": "Composite config unwrapping in from_config vs a missing gradient_checkpointing flag; both Qwen-related but not the same defect." + "reason": "Different problems: composite config unwrapping in from_config versus a missing gradient-checkpointing flag on a trust_remote_code model." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "PEFT/local checkpoint loading failure vs offloading/quantization behavior; different failure modes." + "reason": "PEFT local checkpoint loading and quantization/offloading behavior are separate load-path issues." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Image processor segmentation-map handling vs an import error for GenerationMixin; unrelated." + "reason": "Segmentation-map processing and an import error for GenerationMixin are unrelated." }, { - "left": "issue:39692", - "right": "issue:43873", + "left": "issue:43421", + "right": "issue:43653", "accept": false, - "reason": "Documentation example/model mismatch and quantization failure vs offloading during quantized loading; not the same bug." + "reason": "Runtime special-token mutation is not the same as BigBird mask-token registration/decode behavior." }, { - "left": "issue:43421", - "right": "issue:43653", + "left": "issue:39692", + "right": "issue:43873", "accept": false, - "reason": "Runtime post-processor update bug vs BigBird mask token registration bug; both touch special tokens but are distinct." + "reason": "Documentation/example errors in SigLIP2 are unrelated to quantization offloading failures." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different models and different regressions: SigLIP2 pipeline/AutoModel behavior vs CamemBERT masked-LM predictions." + "reason": "Different models and symptoms: SigLIP2 pipeline output quality versus CamemBERT masked-LM predictions." }, { "left": "issue:44464", "right": "issue:47050", "accept": false, - "reason": "Compiled chunked generation inconsistency vs ONNX export dtype mismatch; unrelated code paths." + "reason": "Compiled chunked generation inconsistency and ONNX fp16 dtype mismatch are different code paths." }, { "left": "issue:44995", "right": "issue:46858", "accept": false, - "reason": "Stale indexer cache on second forward vs device-tensor seq-length arithmetic in prefill; both cache-related but not the same issue." + "reason": "Both mention cache behavior, but one is stale indexer state and the other is device-tensor seq length arithmetic under static cache compile." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Mamba cache correctness bug vs a T5 decoder-input validation error; not the same defect." + "reason": "A silent Mamba2 cache correctness bug is not the same as a T5 decoder-input validation error message." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both concern tokenizer regex handling, but one is an AttributeError in patching and the other is a regression in codec/warning behavior." + "reason": "Both are tokenizer regressions, but one is a crash in Mistral regex patching and the other is Kimi-K2.5 codec handling/warning behavior." }, { "left": "issue:44857", "right": "issue:47050", "accept": false, - "reason": "Float16 AMP crash in an image loss module vs ONNX attention dtype mismatch; different models and failure sites." + "reason": "Different failures: AMP loss crash in LwDetr versus fp16 ONNX export dtype mismatch in Canine." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "One is from_pretrained weight_only loading failure; the other is wrong video vision_position_ids. Same family, different bug." + "reason": "Qwen3VL loading with weight_only and Qwen2.5-VL video position IDs are distinct multimodal bugs." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Special-token post-processing update vs LayoutLMv2 tokenizer crashes on NER/padding; not the same underlying issue." + "reason": "Special-token runtime updates and LayoutLMv2 tokenizer crashes on NER/padding are different tokenizer problems." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regression/warning issue vs a CI bug in list_repo_files revision forwarding; unrelated." + "reason": "Tokenizer regression in Kimi-K2.5 versus a CI bug where list_repo_files must forward revision; unrelated." }, { - "left": "issue:43526", - "right": "issue:43881", + "left": "issue:39692", + "right": "issue:47050", "accept": false, - "reason": "BEiT reduce_labels bug vs glm-4v loading failure; no shared code path." + "reason": "SigLIP2 example/model mismatch and Canine ONNX dtype mismatch do not share a code-path bug." }, { - "left": "issue:39692", - "right": "issue:47050", + "left": "issue:43526", + "right": "issue:43881", "accept": false, - "reason": "SigLIP2 docs/example issues vs Canine fp16 ONNX export dtype mismatch; different models and bugs." + "reason": "Beit label reduction and glm-4v-9b loading failure are unrelated model-specific issues." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "BitNet accelerate-loading/unpack issue vs DAC from_latents missing STE; unrelated." + "reason": "Packed-weight loading in BitNet and DAC latent reconstruction mismatch are different bugs." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "DeepSpeed ZeRO-3/BertModel index error vs audio fbank feature extraction issue; distinct subsystems." + "reason": "Deepspeed zero3/BertModel index error is unrelated to _torch_extract_fbank_features()." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Processor/tokenizer regression after v4.57.5 vs Kosmos2.5 OCR long-input index error; not the same bug." + "reason": "Processor/tokenizer regression for images and Kosmos2.5 long OCR index errors are different multimodal issues." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Qwen3OmniMoe video input ValueError vs Qwen3.5 video chat-template token mismatch; related area, different concrete failures." + "reason": "Both involve Qwen video inputs, but one is a video processing ValueError and the other is chat-template token/feature mismatch." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Bamba torch.compile+SDPA failure vs DiaConfig save/load custom token IDs; unrelated." + "reason": "torch.compile SDPA failure in Bamba and DiaConfig token-ID loss are unrelated." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:43550", + "right": "issue:43819", "accept": false, - "reason": "AddedToken constructor keyword collision vs tokenizer loading failure for sleng-bert; different problems." + "reason": "Different model failures: Bamba compile/SDPA versus DAC.from_latents correctness." }, { - "left": "issue:43653", - "right": "issue:43720", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "Mask token special-registration bug vs BitNet packed-weight loading; unrelated." + "reason": "AddedToken constructor argument conflict and failure to load a specific model are unrelated." }, { "left": "issue:44625", "right": "issue:47050", "accept": false, - "reason": "num_labels propagation bug in Qwen3.5 vs fp16 ONNX dtype mismatch in Canine; different code paths." + "reason": "num_labels propagation in Qwen3.5 and Canine ONNX export dtype mismatch are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration and BitNet packed-weight loading are unrelated bugs." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding_window issue vs trust_remote_code AutoConfig field loss; unrelated." + "reason": "Sliding-window behavior in Qwen3-MoE and missing fields in trust_remote_code AutoConfig are unrelated." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Qwen video position-id bug vs FA2 long-context performance regression; different bug classes." + "reason": "Video position IDs and FA2 long-context performance regression are different issues." }, { "left": "issue:44488", "right": "issue:47020", "accept": false, - "reason": "Tokenizer loading failure for sleng-bert vs Unigram constructor expecting a Sequence; same broad area, not the same underlying issue." + "reason": "A model-loading failure for sleng-bert and an XLMRobertaTokenizer Unigram type mismatch are not the same bug." }, { "left": "issue:46829", "right": "issue:46832", "accept": false, - "reason": "VideoPrism hidden_states output bug vs RT-DETR feature-level mismatch; distinct models and failures." + "reason": "Hidden_states misassignment in VideoPrism and RT-DETR feature-level mismatch are unrelated vision-model defects." }, { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:43611", + "right": "issue:46665", "accept": false, - "reason": "Qwen3 auto-device-map cuda assert vs tokenizer loading for EMBEDDIA/est-roberta; unrelated." + "reason": "base_model_prefix loading regression and inconsistent from_pretrained behavior inside Python classes are separate loading-path issues." } ] }, @@ -5898,27 +5854,27 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 19, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:30064", "issue:34634", "issue:36010", "issue:36331", "issue:39692", + "issue:41720", "issue:43322", "issue:43335", "issue:43421", "issue:43540", "issue:43606", - "issue:43611", "issue:43618", "issue:43643", "issue:43653", @@ -5945,21 +5901,22 @@ "issue:45072", "issue:45081", "issue:45084", + "issue:45183", + "issue:45479", "issue:45584", "issue:45685", "issue:45834", "issue:45987", "issue:46291", - "issue:46665", "issue:46829", "issue:46858", "issue:46932", "issue:47020" ], "soft_pairs": [ - "issue:30064|issue:36331", - "issue:43611|issue:46665", + "issue:41720|issue:44991", "issue:44220|issue:44661", + "issue:30064|issue:36331", "issue:44821|issue:45084", "issue:44843|issue:45081", "issue:45987|issue:46829", @@ -5967,8 +5924,8 @@ "issue:43653|issue:43819", "issue:43540|issue:44008", "issue:44008|issue:46858", - "issue:34634|issue:36010", "issue:43335|issue:43756", + "issue:34634|issue:36010", "issue:43643|issue:44877", "issue:44991|issue:47020", "issue:45987|issue:46932", @@ -5978,196 +5935,203 @@ "issue:44448|issue:44671", "issue:44186|issue:44442", "issue:45584|issue:45834", - "issue:44991|issue:46291", "issue:44805|issue:44936", + "issue:44991|issue:46291", "issue:43322|issue:45685", "issue:43421|issue:44811", + "issue:45183|issue:45479", "issue:43606|issue:45072" ], - "prepared_review_unit_hash": "4861b91545edb188ab59179ff6f3cd0090753eca12baa44b561832c8cec33c3a", + "prepared_review_unit_hash": "2fe7f73ff6d548da5e46c502dc0082f0acc1000a7ce88da3b414ea460caf5fe6", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35127, - "estimated_input_tokens": 8782, - "estimated_eval_tokens": 17820 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36105, + "estimated_input_tokens": 9027, + "estimated_eval_tokens": 18310 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like a true duplicate: the candidates mostly cover unrelated models, components, and failure modes. I rejected all soft edges; the set is too heterogeneous to form a single duplicate cluster.", - "confidence": 0.91, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a loose collection of unrelated Transformers bug reports. The soft-similarity pairs do not describe the same underlying defect or change, so none should be merged as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue: the items span different models, tokenizers, processors, training code, and runtime/backends, so the cluster is too heterogeneous for a true duplicate canon.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best umbrella issue in the set because it captures a broad, recurring regression theme around recent-version breakage for remote_code models.", + "best_issue_reason": "issue:45020 is the broadest umbrella report in the set ('recent transformers versions break models using remote_code'), so it is the closest thing to a representative issue, though it is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "Different subsystems and failures: image segmentation map processing vs trainer compute_loss signature." + "reason": "Different failures: Qwen3 auto device mapping CUDA assert vs tokenizer loading for EMBEDDIA/est-roberta." }, { - "left": "issue:43611", - "right": "issue:46665", + "left": "issue:44220", + "right": "issue:44661", "accept": false, - "reason": "Both involve loading, but one is a base_model_prefix regression and the other is from_pretrained behavior inside Python classes." + "reason": "Unrelated code paths: audio fbank feature extraction vs add-new-model-like/tokenizer mapping generation." }, { - "left": "issue:44220", - "right": "issue:44661", + "left": "issue:30064", + "right": "issue:36331", "accept": false, - "reason": "Audio feature extraction bug vs add-new-model-like/tokenizer mapping generation issue." + "reason": "Different subsystems: image processor segmentation-map handling vs CustomTrainer compute_loss signature change." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "Unrelated problems: AutoImageProcessor URL loading vs a template compilation TypeError." + "reason": "No shared bug: loading AutoImageProcessor from URL vs a template-node compilation TypeError." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Same helper function area, but different concrete failures: offline hub call vs missing backend_tokenizer attribute." + "reason": "Both touch Mistral regex patching, but the concrete failures differ: offline model_info call vs missing backend_tokenizer attribute." }, { "left": "issue:45987", "right": "issue:46829", "accept": false, - "reason": "Different output contracts in different code paths: cache sequence length vs video classifier output fields." + "reason": "Different problems: cache sequence length type contract vs VideoPrism hidden_states/output packing." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Tokenizer crash on NER/padding vs image classification failure with interpolation; no shared bug." + "reason": "Different models and failures: LayoutLMv2 tokenizer NER/padding crash vs Perceiver non-default resolution image classification." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token registration issue vs DAC latent conversion mismatch." + "reason": "Tokenizer special-token decode bug vs DAC.from_latents / forward mismatch; unrelated failure modes." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Video input processing error vs Gemma3n attribute collision in forward()." + "reason": "Different model paths: Qwen3OmniMoe video input processing vs Gemma3n variable-name collision in forward()." }, { "left": "issue:44008", "right": "issue:46858", "accept": false, - "reason": "Gemma3n tensor-name collision vs cache length returning device tensor; different bugs." + "reason": "Unrelated: Gemma3n attribute error vs static cache sequence-length tensor/device arithmetic." }, { - "left": "issue:34634", - "right": "issue:36010", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "BarkProcessor voice preset issue is unrelated to the GenerationMixin import error." + "reason": "Different architecture bugs: SwitchTransformers sparse-layer creation vs Smollm3 RoPE layer dropping." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:34634", + "right": "issue:36010", "accept": false, - "reason": "Different model-specific configuration bugs: sparse-layer creation vs RoPE layer dropping." + "reason": "BarkProcessor voice_preset issue is unrelated to the GenerationMixin import regression." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Different config-loading regressions: missing fields from trust_remote_code vs strict config rejection for granite_speech." + "reason": "Different config-loading failures: missing fields with trust_remote_code vs strict config blocking granite_speech." }, { "left": "issue:44991", "right": "issue:47020", "accept": false, - "reason": "Both are tokenizer-loading regressions, but they appear to affect different model/tokenizer implementations and failure modes." + "reason": "Both are tokenizer-loading regressions, but they affect different models and code paths and are not the same underlying bug." }, { "left": "issue:45987", "right": "issue:46932", "accept": false, - "reason": "Different cache/dtype topics; no shared underlying bug." + "reason": "StaticCache seq-length contract bug vs Gemma4 quantized embedder dtype casting; no overlap." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "Documentation example errors vs a long-input OCR index error; unrelated." + "reason": "Documentation example errors for SigLIP2 vs long OCR input index error in Kosmos2.5." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "Different model outputs and different code paths; too broad to be the same bug." + "reason": "CLIPOutput attentions assignment regression is unrelated to RTDetrV2 output differences." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "45020 is an umbrella remote_code regression report, but 44561 is a specific helper-removal breakage; not the same concrete bug." + "reason": "Both involve remote_code breakage, but one is specifically is_torch_fx_available removal while the other is a broader recent-version regression report." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Different model regressions with different outputs and tasks." + "reason": "Different model regressions: Pegasus output drift vs CamemBERT masked-LM predictions." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Tokenizer crash vs AutoTokenizer loading failure for a different tokenizer." + "reason": "LayoutLMv2 tokenizer crash vs AutoTokenizer loading FastSpeech2ConformerTokenizer; unrelated." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription generation bug vs Kosmos2.5 long OCR index error." + "reason": "Whisper empty-transcription generation bug and Kosmos2.5 long-input index error are unrelated." }, { - "left": "issue:44991", - "right": "issue:46291", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "Tokenizer loading regression vs pipelines import failure from kernels dependency requirements." + "reason": "Mask/index shape mismatch during model ops vs trainer.evaluate() failure after train()." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:44991", + "right": "issue:46291", "accept": false, - "reason": "Mask shape IndexError during tensor indexing vs trainer lifecycle failure after train()." + "reason": "Tokenizer loading regression vs pipelines import failure due to kernels version/revision requirements." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Llava Next loading segfault and MPS histogram dtype error are unrelated." + "reason": "Llava Next loading segfault vs MPS histogram op not implemented for Int; different backends and failures." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Post-processor update bug vs Whisper batch_decode skip_special_tokens behavior; not the same issue." + "reason": "Special-token post-processor update bug vs Whisper batch_decode ignoring skip_special_tokens; related domain but not the same defect." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Validation error-message bug vs degenerate zero-loss classification behavior; unrelated." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Different backend-specific inference failures in different models and code paths." + "reason": "Different inference bugs: Bark CPU-offload device mismatch vs SwitchTransformers/TimmWrapper bfloat16 dtype mismatch." } ] }, @@ -6181,15 +6145,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 20, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:28218", "issue:29159", @@ -6216,16 +6180,16 @@ "issue:44008", "issue:44291", "issue:44479", + "issue:44589", "issue:44610", "issue:44671", "issue:44977", "issue:45020", + "issue:45042", "issue:45072", "issue:45081", - "issue:45183", "issue:45325", "issue:45381", - "issue:45479", "issue:45563", "issue:45701", "issue:45834", @@ -6240,10 +6204,9 @@ "issue:47276" ], "soft_pairs": [ - "issue:45183|issue:45479", "issue:44479|issue:45834", - "issue:46294|issue:46463", "issue:43577|issue:43818", + "issue:46294|issue:46463", "issue:43550|issue:45072", "issue:43644|issue:43749", "issue:43716|issue:44008", @@ -6251,8 +6214,8 @@ "issue:43582|issue:46512", "issue:45563|issue:47276", "issue:43825|issue:43994", - "issue:43931|issue:46846", "issue:28218|issue:29159", + "issue:43931|issue:46846", "issue:43388|issue:46032", "issue:43540|issue:45381", "issue:44610|issue:45072", @@ -6260,204 +6223,205 @@ "issue:43749|issue:44291", "issue:34634|issue:36331", "issue:43720|issue:45072", - "issue:42175|issue:45081", "issue:44671|issue:45701", + "issue:42175|issue:45081", "issue:46697|issue:46728", "issue:43577|issue:43582", - "issue:43742|issue:45020", "issue:43825|issue:43827", - "issue:43782|issue:45325" + "issue:43742|issue:45020", + "issue:43782|issue:45325", + "issue:44589|issue:45042" ], - "prepared_review_unit_hash": "1836d69eba7c3754a24dab7cf35155645bc9492c4f48a6da66f08b672a160854", + "prepared_review_unit_hash": "ea721975dfa9c599db54dd6efbf5fa75d479954b986b9a041897b936e6a243e4", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35660, - "estimated_input_tokens": 8915, - "estimated_eval_tokens": 18086 + "serialized_chars": 35513, + "estimated_input_tokens": 8879, + "estimated_eval_tokens": 18014 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is largely a collection of unrelated Transformers issues rather than one duplicate cluster. The soft pairs share broad themes in a few places, but none look like the same concrete bug or change closely enough to merge.", - "confidence": 0.84, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a loose collection of Transformers regressions and model-specific loading/processing bugs. The soft-edge pairs are broadly similar in theme but do not look like the same concrete underlying defect, so I would not merge any of them.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45020 is the best umbrella issue: it is broad, high-level, and captures the recurring pattern of recent-version breakages better than the model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a representative issue, issue 45020 is the broadest umbrella regression report in the set, but it is still too general to serve as a true duplicate canonical.", + "best_issue_reason": "issue:45020 is the strongest representative of the cluster because it is the most general regression report and most likely to subsume related version-breakage discussions.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45183", - "right": "issue:45479", - "accept": false, - "reason": "Different bug classes: input validation error messaging vs degenerate zero-loss classification behavior." - }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Different models and failures: video-input regression vs OCR long-input index error." + "reason": "Both involve video/image inputs, but they are different models and different failure modes: a broad v5.3 video-input regression versus a Kosmos2.5 OCR indexing bug." }, { - "left": "issue:46294", - "right": "issue:46463", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "Different model families and code paths: Qwen chat-template/video mismatch vs T5 decoder-input validation." + "reason": "One is a BLIP2 dtype-loading issue; the other is a Video-LLaVA architecture problem with a missing temporal-attention path and weight sharing. Not the same bug." }, { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:46294", + "right": "issue:46463", "accept": false, - "reason": "Both involve multimodal models, but one is a dtype-loading issue and the other is a Video-LLaVA architecture/weight-sharing bug." + "reason": "Qwen3.5 video chat-template mismatch and T5 decoder-input validation are unrelated code paths and model families." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Different concrete problems: torch.compile/SDPA failure vs bfloat16 dtype mismatch in other models." + "reason": "Bamba SDPA torch.compile failure is unrelated to the SwitchTransformers/TimmWrapperModel bfloat16 mismatch." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Both are loading-related, but one is junk non-persistent buffers and the other is broken FSDP CPU RAM-efficient loading." + "reason": "Non-persistent buffer junk in v5.0.0 and FSDP CPU RAM efficient loading are different loading/runtime problems." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Different root causes: image/model dtype mismatch vs a variable-name collision in Gemma3n forward." + "reason": "Both mention dtype, but one is Mistral image preprocessor dtype mismatch and the other is a Gemma3n variable-name collision causing an AttributeError." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Different Qwen models and failures: weight_only load error vs flash-attention generation regression." + "reason": "Qwen3VL weight_only loading failure and Qwen3.5 flash-attention generation issues are different subsystems and failure modes." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Different initialization bugs: Apple Silicon TypeError in warmup vs stale config.dtype after from_config." + "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to from_config leaving config.dtype stale." }, { "left": "issue:45563", "right": "issue:47276", "accept": false, - "reason": "Both are warning-message issues, but they target different generation features and different messages." + "reason": "Both are warning-message issues, but the paged generate num_return_sequences warning and synced_gpus warning in continuous batching are distinct messages and paths." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "One is an error-message/docs regression about pipeline support; the other is a model correctness problem in AutoModel/pipeline." + "reason": "A v5 translation-task support error message and a SIGLIP2 nonsensical-output issue are not the same underlying problem." }, { - "left": "issue:43931", - "right": "issue:46846", + "left": "issue:28218", + "right": "issue:29159", "accept": false, - "reason": "Different failures: loading shape mismatch vs tensor-parallel plan omissions causing OOM/shape errors." + "reason": "Tokenizer added-space behavior and slow/fast tokenizer inconsistency overlap conceptually, but the reports are not specific enough to prove the same defect." }, { - "left": "issue:28218", - "right": "issue:29159", + "left": "issue:43931", + "right": "issue:46846", "accept": false, - "reason": "The latter is broader tokenizer inconsistency, but the former is a specific added-token spacing bug; not clearly the same defect." + "reason": "Qwen3-VL weight-shape mismatch and Qwen3.5 TP-plan missing linear_attn entries are separate model-loading and tensor-parallel issues." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Different subsystems: distributed metrics gathering vs Mamba cache correctness." + "reason": "gather_for_metrics dropping tuple labels and Mamba2Mixer use_cache corruption are unrelated training/eval bugs." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both are video-input issues in Qwen-family models, but the symptoms and code paths differ materially." + "reason": "Video input ValueError in Qwen3OmniMoe and Qwen2.5-VL vision_position_ids regression are different video-processing failures." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Different bug types: processor image-size mismatch vs dtype mismatch in inference." + "reason": "OmDet-Turbo processor size mismatch and dtype mismatches in other models do not share the same code path." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Both concern model instantiation, but one is a notebook custom-model regression and the other is from_pretrained behavior inside classes." + "reason": "Custom models in Jupyter notebooks and from_pretrained inside Python classes are different class-definition/loading behaviors." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Related loading area, but distinct failures: FSDP CPU RAM-efficient loading vs unexpected _is_hf_initialized argument in init_empty_weights." + "reason": "FSDP CPU RAM efficient loading broken and init_empty_weights receiving unexpected _is_hf_initialized are related to loading, but they are distinct API breakages." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "Unrelated issues: BarkProcessor voice_preset vs CustomTrainer compute_loss signature mismatch." + "reason": "BarkProcessor voice_preset failure and CustomTrainer.compute_loss num_items_in_batch TypeError are unrelated components." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Different loading/inference paths and different symptom classes: packed-weight unpacking vs dtype mismatches." + "reason": "BitNet packed-weights unpacking during accelerate loading and dtype mismatches in inference are different bugs." }, { - "left": "issue:42175", - "right": "issue:45081", + "left": "issue:44671", + "right": "issue:45701", "accept": false, - "reason": "Completely different areas: backend dependency installation vs Mistral tokenizer regex patch crash." + "reason": "CamemBERT masked-LM prediction regression and generic version-dependent tokenization changes are not the same concrete issue." }, { - "left": "issue:44671", - "right": "issue:45701", + "left": "issue:42175", + "right": "issue:45081", "accept": false, - "reason": "Tokenization may be mentioned in both, but one is a CamemBERT MLM regression and the other is a broad version-to-version tokenization change report." + "reason": "Missing TensorFlow backend in pip install '.[torch]' and a Mistral regex patch AttributeError are unrelated setup/loading problems." }, { "left": "issue:46697", "right": "issue:46728", "accept": false, - "reason": "Both are image-preprocessing arithmetic bugs, but they affect different models and different calculations." + "reason": "Swin2SR over-padding and Aria wrong patch counting are both image-sizing issues, but they affect different functions and model-specific logic." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Unrelated: model dtype loading vs Apple Silicon allocator warmup TypeError." + "reason": "Both are loading-related, but BLIP2 dtype propagation and Apple Silicon warmup TypeError are unrelated." }, { - "left": "issue:43742", - "right": "issue:45020", + "left": "issue:43825", + "right": "issue:43827", "accept": false, - "reason": "A model-specific load failure is not the same concrete bug as the broad remote_code regression report." + "reason": "One is a runtime error message regression after pipeline removals; the other is stale documentation. Different artifacts and not one bug." }, { - "left": "issue:43825", - "right": "issue:43827", + "left": "issue:43742", + "right": "issue:45020", "accept": false, - "reason": "Both relate to pipeline deprecations, but one is a runtime error message and the other is documentation drift." + "reason": "MobileLLM key error is a specific model-loading issue, while remote_code breakage is a broad compatibility regression; not the same underlying defect." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen VL issues, but one is a weight_only load error and the other is a rope-index temporal position bug." + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL rope-index scaling bug are separate Qwen vision-language issues." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure and PIL backend requiring torchvision are different environment/backend regressions." } ] }, @@ -6471,15 +6435,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 21, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:36010", "issue:36331", @@ -6497,6 +6461,7 @@ "issue:43643", "issue:43645", "issue:43653", + "issue:43696", "issue:43697", "issue:43746", "issue:43819", @@ -6505,7 +6470,6 @@ "issue:43927", "issue:44060", "issue:44368", - "issue:44589", "issue:44811", "issue:44857", "issue:44912", @@ -6531,12 +6495,11 @@ "issue:47217" ], "soft_pairs": [ - "issue:44589|issue:45042", "issue:43262|issue:47217", "issue:43262|issue:43819", - "issue:46175|issue:46932", "issue:43653|issue:44912", "issue:43582|issue:44857", + "issue:46175|issue:46932", "issue:45003|issue:46285", "issue:36010|issue:43645", "issue:45372|issue:46326", @@ -6545,210 +6508,211 @@ "issue:43531|issue:45042", "issue:43638|issue:44936", "issue:44060|issue:44368", - "issue:42175|issue:46291", "issue:43257|issue:43329", + "issue:42175|issue:46291", "issue:43452|issue:44991", "issue:43526|issue:43697", "issue:43906|issue:46209", "issue:45081|issue:45406", "issue:43819|issue:43927", - "issue:45084|issue:45538", "issue:43746|issue:44811", "issue:43854|issue:44977", + "issue:45084|issue:45538", "issue:45859|issue:47050", "issue:42490|issue:43257", - "issue:43643|issue:45759" + "issue:43643|issue:45759", + "issue:43257|issue:43696" ], - "prepared_review_unit_hash": "e4f53555294765989917b338c376f4ca298c1585f8e6258b611da7f3ed3a9bec", + "prepared_review_unit_hash": "465e5b4aed8f041d4321371c2db5c3e703a2d79a9efdb08a8fdcc8a54399ae6f", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36343, - "estimated_input_tokens": 9086, - "estimated_eval_tokens": 18428 + "serialized_chars": 36349, + "estimated_input_tokens": 9088, + "estimated_eval_tokens": 18432 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the titles span unrelated import, tokenizer, multimodal, quantization, trainer, and platform-specific bugs. None of the soft pairs look like true duplicates, so all are rejected.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous; the soft edges are all cross-topic false positives, not true duplicate pairs. The issues cover unrelated bugs in audio, loading, training, quantization, multimodal tokenization, and model-specific regressions.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the reports span unrelated bugs across audio, loading, training, quantization, multimodal tokenization, and model-specific regressions.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good cluster representative; the items do not share one underlying bug or code path, so picking a canonical issue would be arbitrary.", + "best_issue_reason": "No global best issue for dedupe; the cluster is too mixed for one issue to stand in for the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44589", - "right": "issue:45042", - "accept": false, - "reason": "Different failures in different areas: FP8 storage lookup vs PIL image processors requiring torchvision." - }, { "left": "issue:43262", "right": "issue:47217", "accept": false, - "reason": "Audio sampling-rate defaulting and VL image-placeholder handling are unrelated code paths." + "reason": "Audio processor sampling-rate default bug vs VL image-placeholder handling; unrelated code paths." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio processor template defaults vs DAC latent reconstruction mismatch are unrelated bugs." - }, - { - "left": "issue:46175", - "right": "issue:46932", - "accept": false, - "reason": "Both mention Gemma4 embedders, but one is a huge one-hot materialization and the other is a dtype-casting fix for quantized embedders." + "reason": "apply_chat_template audio sampling-rate issue vs DAC latent reconstruction mismatch; different bugs." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Tokenizer special-token registration vs MXFP4 quantization fallback are different problems." + "reason": "BigBirdTokenizer special-token registration bug vs GPT-oss MXFP4 quantization load fallback; unrelated." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon warmup TypeError and CUDA AMP image-loss crash are distinct platform/backend issues." + "reason": "AppleSilicon warmup TypeError vs LwDetrImageLoss AMP/CUDA crash; different failure modes." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Both Gemma4-related, but one is a huge one-hot position embedding issue and the other is a dtype-casting fix for quantized embedders; not the same bug." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is not the same as CLIP text-model structural inconsistency." + "reason": "Unsafe sys.modules access vs CLIP text model structure inconsistency; unrelated problems." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "GenerationMixin import failure and Jupyter custom-model initialization breakage are different regressions." + "reason": "GenerationMixin import failure vs Jupyter custom-model initialization breakage; different root causes." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Both involve mistral_common, but one is an import error for ReasoningEffort and the other is continue_final_message behavior." + "reason": "Both involve mistral_common, but one is a missing ReasoningEffort import and the other is continue_final_message behavior; not the same issue." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Importing GenerationMixin and CustomTrainer.compute_loss signature changes are unrelated." + "reason": "ImportError for GenerationMixin vs Trainer compute_loss signature change; unrelated." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile with SDPA in Bamba and MXFP4 loading fallback are separate code paths." + "reason": "Bamba torch.compile/SDPA failure vs GPT-oss quantization loading fallback; different code paths." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision dependency are unrelated." + "reason": "Qwen3-MoE sliding_window bug vs PIL backend requiring torchvision; unrelated." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Deepspeed ZeRO-3 empty-index error and trainer.evaluate() after train are different trainer/runtime bugs." + "reason": "DeepSpeed ZeRO3 index error with non-pretrained Bert vs trainer.evaluate() failing after train(); not the same bug." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both are warnings about tied embeddings, but they arise from different Qwen3/Qwen3.5 config situations and are not the same bug." + "reason": "Both are tied-weights warnings, but they concern different Qwen model families and different warning triggers; too broad to merge." }, { - "left": "issue:42175", - "right": "issue:46291", + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "Packaging backend inclusion and pipelines import dependency/version enforcement are unrelated." + "reason": "Qwen3 MOE weight-conversion issue vs undefined names in multimodal video token counting; unrelated." }, { - "left": "issue:43257", - "right": "issue:43329", + "left": "issue:42175", + "right": "issue:46291", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and multimodal video-token counting are different failures." + "reason": "Missing TensorFlow backend from torch extra vs kernels import dependency/version check; different dependency issues." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "gguf_file handling in from_pretrained and tokenizer loading for EMBEDDIA/est-roberta are unrelated." + "reason": "gguf_file loading breakage vs tokenizer loading failure for a specific model; both loading-related but distinct causes." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output differences are different model/processor bugs." + "reason": "BEiT image labels reduction bug vs RTDetrV2 differing outputs in v5; unrelated vision issues." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "An isolated reproduction of an older issue is not the same as FP8 inference failing on B200." + "reason": "Isolated reproduction of an old issue vs FP8 inference failure on B200; not the same change or bug." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Mistral regex patch crash and Gemma4Processor missing _tokenizer are distinct processor-loading failures." + "reason": "Mistral regex patch crash in tokenizer loading vs Gemma4Processor missing _tokenizer in serve; different objects and failures." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC.from_latents STE mismatch and DiaConfig save/load token-ID loss are unrelated." - }, - { - "left": "issue:45084", - "right": "issue:45538", - "accept": false, - "reason": "Template compilation error and CLIPTokenizer model_max_length behavior are not the same issue." + "reason": "DAC.from_latents / missing STE mismatch vs DiaConfig save-load custom token ID loss; unrelated model bugs." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "GraniteSpeech PEFT/local checkpoint loading and Whisper batch_decode skip_special_tokens handling are unrelated." + "reason": "GraniteSpeech PEFT checkpoint loading vs Whisper batch_decode skip_special_tokens behavior; unrelated." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Loading a specific GLM-4.7-Flash model in tests and Qwen3.5 flash-attention generation problems are different model-specific bugs." + "reason": "GLM-4.7 unit-test loading issue vs Qwen3.5 flash-attention generation bug; different model-specific failures." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation TypeError vs CLIPTokenizer max_length constant; unrelated tokenizer/model issues." }, { "left": "issue:45859", "right": "issue:47050", "accept": false, - "reason": "CPU-offload compatibility for Qwen3_5MoeTextRotaryEmbedding and fp16 ONNX export dtype mismatch in CanineModel are unrelated." + "reason": "Qwen3_5Moe CPU offload incompatibility vs Canine fp16 ONNX dtype mismatch; different execution paths." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Trailing-slash local-path warning and Qwen3 MoE weight conversion are unrelated." + "reason": "Trailing-slash local-path import warning vs Qwen3 MOE weight conversion bug; unrelated." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "trust_remote_code config-field loss and AutoModelForCausalLM.from_config not unwrapping text_config are both config-related but not the same bug." + "reason": "trust_remote_code config fields missing vs composite Qwen multimodal config unwrapping; both config-related but not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MOE conversion bug vs GPT-oss CUDA OOM; unrelated." } ] }, @@ -6762,15 +6726,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 22, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:28282", "issue:29159", @@ -6788,8 +6752,8 @@ "issue:43450", "issue:43525", "issue:43526", + "issue:43540", "issue:43650", - "issue:43696", "issue:43742", "issue:43749", "issue:43906", @@ -6816,19 +6780,19 @@ "issue:46291", "issue:46421", "issue:46424", + "issue:46701", "issue:47020", "issue:47145", "issue:47254" ], "soft_pairs": [ - "issue:43257|issue:43696", "issue:43329|issue:45600", - "issue:43526|issue:44554", "issue:43262|issue:44811", + "issue:43526|issue:44554", "issue:38175|issue:44610", "issue:45200|issue:47254", - "issue:42915|issue:44821", "issue:39692|issue:44912", + "issue:42915|issue:44821", "issue:42915|issue:43742", "issue:43329|issue:44479", "issue:44291|issue:45042", @@ -6841,217 +6805,218 @@ "issue:45459|issue:45803", "issue:45081|issue:47020", "issue:44987|issue:45538", + "issue:43650|issue:43906", "issue:43525|issue:46291", "issue:43425|issue:46291", - "issue:43650|issue:43906", "issue:45859|issue:47254", "issue:46421|issue:46424", - "issue:43749|issue:44756", "issue:28282|issue:29870", - "issue:28282|issue:34689" + "issue:43749|issue:44756", + "issue:28282|issue:34689", + "issue:43540|issue:46701" ], - "prepared_review_unit_hash": "f05fff01729a59e6038fbe81c936346c8190be93dcee96997471cefa26cc6ce5", + "prepared_review_unit_hash": "06de7bbfdf56afb0b346ec8ed3be4f720888c775ab6650aef612b8a46050186b", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35595, - "estimated_input_tokens": 8899, - "estimated_eval_tokens": 18054 + "serialized_chars": 36168, + "estimated_input_tokens": 9042, + "estimated_eval_tokens": 18340 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a collection of unrelated closed issues; the only plausible duplicate-style match is the multimodal video-token-counting regression pair. I\u2019d anchor the cluster on the most concrete code-path bug.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43329 is the clearest, most code-specific bug here: it points to an undefined-variable failure in the video branch of `_get_num_multimodal_tokens`, which is actionable and representative of the multimodal/video subcluster.", + "summary": "Mostly unrelated issue cluster; only one soft duplicate pair looks like the same underlying video-input regression in Qwen VL/MoE handling.", + "confidence": 0.71, + "canonical_issue_reason": "issue:44479 is the clearest user-facing report of the shared video-input regression across several Qwen VL/MoE variants, aligning with the same video-branch bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43329 is the best overall issue candidate because it has the sharpest root cause and the most direct implementation target; the other items are either broader symptoms or unrelated bugs.", + "best_issue_reason": "issue:44479 is the strongest standalone issue in the cluster because it describes a broad, concrete regression affecting multiple models and a specific code path.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43257", - "right": "issue:43696", - "accept": false, - "reason": "Different failures: Qwen3 MoE weight conversion/loading vs GPT-oss OOM." - }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Unrelated areas: multimodal video token counting vs auto-mapping references to removed configs." + "reason": "Different bugs: undefined video-branch variables in multimodal token counting vs stale auto_mapping references to removed configs." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:43262", + "right": "issue:44811", "accept": false, - "reason": "Different subsystems and symptoms: BeitImageProcessor label reduction vs MPS attention correctness." + "reason": "Different processor behaviors: audio chat-template sampling-rate default vs Whisper batch_decode skip_special_tokens handling." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:43526", + "right": "issue:44554", "accept": false, - "reason": "Both are audio/processor bugs, but the failures are unrelated: chat-template sampling rate vs Whisper batch_decode token skipping." + "reason": "Unrelated components: BeitImageProcessorFast label reduction vs an MPS attention correctness issue." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Different model/processor bugs: SigLIP2 zero probabilities vs OmDet-Turbo input-size mismatch." + "reason": "Both are vision-related, but one is zero probabilities in SigLIP2 and the other is an input-size mismatch in OmDet-Turbo." }, { "left": "issue:45200", "right": "issue:47254", "accept": false, - "reason": "Different problem classes: Gemma 4 mm token defaults vs checkpointing with PEFT/DeepSpeed." + "reason": "Different failures: Gemma 4 token-type defaults vs a PEFT/DeepSpeed checkpointing error." }, { - "left": "issue:42915", - "right": "issue:44821", + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "Qwen3MoE FP8 config failure is unrelated to AutoImageProcessor URL loading." + "reason": "Docs/example errors for SigLIP2 are not the same as MXFP4 quantization fallback for gpt-oss-20b." }, { - "left": "issue:39692", - "right": "issue:44912", + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "Documentation/example errors are not the same bug as MXFP4 quantization fallback on gpt-oss." + "reason": "Different areas: Qwen3Moe FP8 loading vs AutoImageProcessor URL loading." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Different loading failures for different models and causes." + "reason": "Different model-loading problems: FineGrainedFP8Config failure vs MobileLLM key error." }, { "left": "issue:43329", "right": "issue:44479", "accept": true, - "reason": "Both point to the same multimodal video-input regression path; 43329 identifies the undefined variables in the video branch, and 44479 reports the downstream regression on affected Qwen VL/MoE models." + "reason": "Both describe the same video-input regression path in Qwen/VLM processing; 43329 points to the undefined video-branch logic underlying the broader regression in 44479." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Different loading/compatibility issues: init_empty_weights argument mismatch vs PIL backend torchvision dependency regression." + "reason": "Different causes and subsystems: init_empty_weights argument mismatch vs PIL backend image processors requiring torchvision." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both involve video-related code, but one is undefined variables in multimodal token counting and the other is a batched-shape bug in video processors." + "reason": "Both involve video, but one is token counting in multimodal logic and the other is batched video processor output shape." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Unrelated: Trainer token accounting vs perplexity on gpt-oss-20b." + "reason": "Trainer token accounting bug vs a perplexity regression on gpt-oss-20b are unrelated." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Both are Qwen-family loading issues, but the causes differ: accelerate/deepspeed conversion vs weight-shape mismatch for a VL model." + "reason": "Different Qwen model-loading issues: accelerate/deepspeed MOE conversion vs Qwen3-VL weight-shape mismatch." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both mention OOM, but the underlying causes and code paths are different." + "reason": "Both mention OOM, but the quantization memory regression and Sam3Video OOM are different problems." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer behavior inconsistency is unrelated to TrainerState token counting." + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState num_input_tokens_seen not updating." }, { "left": "issue:44912", "right": "issue:47145", "accept": false, - "reason": "Different quantization bugs: MXFP4 fallback vs FP8 frozen-checkpoint weight_scale omission." + "reason": "Both touch quantization/loading, but one is MXFP4 fallback behavior and the other is missing weight_scale application." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both involve exception handling, but they are distinct bugs in different tensor/tokenizer code paths." + "reason": "Both involve exception handling, but they are separate code paths and distinct bugs." }, { "left": "issue:45081", "right": "issue:47020", "accept": false, - "reason": "Different tokenizer construction failures with different root causes." + "reason": "Different tokenizer implementations and failures: Mistral regex patch crash vs XLMRoberta/Unigram init mismatch." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Unrelated: model loading regression vs CLIPTokenizer max length constant." + "reason": "Different issues: loading a specific model fails in v5.1.0 vs CLIPTokenizer's absurd model_max_length." }, { - "left": "issue:43525", - "right": "issue:46291", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "Different areas: Llama4 config attribute mismatch vs importing pipelines with kernels dependency constraints." + "reason": "No substantive relation; one item is non-technical noise and the other is a reproduction of a different issue." }, { - "left": "issue:43425", + "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Torch version incompatibility is not the same bug as kernels import/version requirements." + "reason": "Llama4Config pad_token_id missing is unrelated to pipelines failing on kernels v0.15 metadata requirements." }, { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:43425", + "right": "issue:46291", "accept": false, - "reason": "No substantive overlap; one is an empty/invalid report, the other is a reproduction issue." + "reason": "Torch 2.10 compatibility and kernels import requirements are different failures." }, { "left": "issue:45859", "right": "issue:47254", "accept": false, - "reason": "Different training/offload problems with different failure modes." + "reason": "Different bugs: CPU offload incompatibility in Qwen rotary embeddings vs PEFT/ZeRO-3 checkpoint errors." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Both are cache-related, but one is lazy-init recompilation and the other is max_cache_length handling." + "reason": "Both are cache-related, but one is lazy-init recompilation and the other is max_cache_length being ignored outside quantized cache." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "PyTorch import error for AutoModel is unrelated to Bart generate() using decoder_attention_mask before assignment." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Different memory/loading problems: FSDP CPU RAM-efficient loading vs Strix Halo mmap OOM workaround." + "reason": "Both are memory-related, but FSDP CPU RAM-efficient loading and Strix Halo mmap OOM are distinct issues." }, { "left": "issue:28282", - "right": "issue:29870", + "right": "issue:34689", "accept": false, - "reason": "No overlap: missing PyTorch import error vs Bart generate() unbound local error." + "reason": "General model loading failure without PyTorch vs a specific Llama 3.2 Vision loading regression." }, { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:43540", + "right": "issue:46701", "accept": false, - "reason": "Different loading issues with different root causes and models." + "reason": "Different multimodal pipeline failures: Qwen3OmniMoe video ValueError vs DiffusionGemma image-text-to-text pipeline breakage." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet. The anchor on issue:43329 is supported by the title\u2019s explicit undefined-variable bug in the video branch, and the one accepted soft pair (43329/44479) is a conservative same-path regression match. The other pair verdicts are appropriately cautious and do not overstate duplication based on title-level evidence alone." + "feedback": "The summary is grounded in the packet: it correctly treats the cluster as mostly unrelated and conservatively keeps nearly all soft pairs as non-duplicates. The only accepted soft pair, issue:43329 with issue:44479, is plausibly the same video-input regression path and is supported by the titles. No overstated evidence or mergeability concerns are present." }, "evaluator_used": true, "retried": false, @@ -7062,15 +7027,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 23, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:24643", "issue:27957", @@ -7115,33 +7080,31 @@ "issue:45538", "issue:46512", "issue:46693", - "issue:46701", "issue:46821", "issue:46832", "issue:46869", "issue:47254" ], "soft_pairs": [ - "issue:43540|issue:46701", "issue:43454|issue:43577", "issue:44568|issue:45356", "issue:33357|issue:34567", - "issue:42175|issue:43824", "issue:43404|issue:45127", + "issue:42175|issue:43824", "issue:43742|issue:44291", "issue:44936|issue:46821", "issue:43697|issue:45357", - "issue:28282|issue:29127", "issue:45137|issue:45405", - "issue:39379|issue:44554", + "issue:28282|issue:29127", "issue:44479|issue:46693", - "issue:42915|issue:45538", + "issue:39379|issue:44554", "issue:43582|issue:47254", "issue:44291|issue:44821", + "issue:42915|issue:45538", "issue:44857|issue:46832", - "issue:45538|issue:46869", "issue:24643|issue:29159", "issue:44062|issue:44991", + "issue:45538|issue:46869", "issue:42915|issue:43749", "issue:43452|issue:43582", "issue:27957|issue:28282", @@ -7149,228 +7112,231 @@ "issue:41720|issue:43540", "issue:43540|issue:44560", "issue:43531|issue:44821", - "issue:42175|issue:44488", - "issue:43540|issue:44479", "issue:43577|issue:46512", + "issue:43540|issue:44479", + "issue:42175|issue:44488", "issue:34567|issue:36331" ], - "prepared_review_unit_hash": "88d10ca095847f4698eae689b88cfaab1531fd5fafb5d7f74a0665fa0c50209d", + "prepared_review_unit_hash": "d687d8b4ab13bd096c80449b12f30b0f5d8330d05d5ebec341de12bca53c3e14", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37010, - "estimated_input_tokens": 9253, - "estimated_eval_tokens": 18762 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36140, + "estimated_input_tokens": 9035, + "estimated_eval_tokens": 18326 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is still mostly a set of unrelated issues across loading, tokenizers, training, and model-specific regressions. The only near-overlap is the Qwen video-input area, but the evidence is not strong enough to treat Qwen3OmniMoe as clearly covered by the broader Qwen video regression report.", - "confidence": 0.74, - "canonical_issue_reason": "issue:44479 is the best broad anchor for the small Qwen video-input regression subset, but its wording only clearly covers the broader Qwen VL family and does not conclusively subsume Qwen3OmniMoe specifically.", + "summary": "This cluster is highly heterogeneous: it contains many unrelated Transformers bugs (tokenizers, model loading, training, device mapping, RT-DETR, Qwen, etc.) rather than one duplicate family. No soft edge looks like the same underlying bug/change, so all candidate links should stay rejected. If forced to pick a representative issue, 45488 is the broadest and most actively discussed tokenizer regression, but it does not truly unify the cluster.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45488 is the strongest representative by breadth and impact: it describes a concrete tokenizer regression with multiple inbound references and active discussion. It is still only a weak canonical, because the surrounding issues are not actually one duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest global issue anchor because it is the broadest report in the only plausible subcluster; however, its match to Qwen3OmniMoe should be treated as related but not proven duplicate.", + "best_issue_reason": "45488 is the best single issue to stand in for the cluster, but only as a loose representative. The cluster is too diverse to have a real canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43540", - "right": "issue:46701", - "accept": false, - "reason": "Both mention video inputs, but they are different model families and different failure modes, so they are not clearly the same bug." - }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "Both touch model weights/dtype, but one is lm_head tying in Mistral3 and the other is BLIP2 dtype propagation; different bugs." + "reason": "Both concern model dtype/weight handling, but one is a tied-lm_head bug in AyaVision and the other is Blip2/qformer dtype propagation; different models and code paths." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and mechanisms." + "reason": "Both are tokenizer regressions, but the failures are different: add_special_tokens behavior vs Kimi-K2.5 codec/warning handling." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "A MacOS bus error loading CLIP and a trainer token-count update bug are unrelated." + "reason": "Completely different problems: MacOS bus error on a CLIP model vs TrainerState token-count tracking." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "One is missing TensorFlow in the torch extra backend, the other is a missing Qwen2.5-VL import; different problems." + "reason": "Shared theme of tied embeddings, but one is a missing lm_head tie in a specific model class and the other is LoRA merge collapse with extended vocab; not the same bug." }, { - "left": "issue:43404", - "right": "issue:45127", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "Both involve tied weights, but they affect different models and workflows." + "reason": "Both are import/load issues, but one is missing TensorFlow in a torch install and the other is a missing model class export." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Different load-time errors with different causes." + "reason": "Different loading failures: a MobileLLM config key error vs init_empty_weights passing an unexpected internal argument." }, { "left": "issue:44936", "right": "issue:46821", "accept": false, - "reason": "trainer.evaluate after train and TimesFM window_size AttributeError are different code paths and symptoms." + "reason": "Unrelated training/eval failure vs TimesFM window_size AttributeError." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RT-DETR output drift and Qwen3.5 save_pretrained key corruption are distinct regressions." - }, - { - "left": "issue:28282", - "right": "issue:29127", - "accept": false, - "reason": "AutoModel missing PyTorch and LayoutLMv3 box-validation messaging are unrelated." + "reason": "Different regressions in different subsystems: RT-DETR output changes vs Qwen3.5 save_pretrained key handling." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "ZeRO-3 deque failure and a PEFT version bump issue have no shared underlying bug." + "reason": "DeepSpeed ZeRO-3 deque failure and a PEFT minimum-version packaging issue are unrelated." }, { - "left": "issue:39379", - "right": "issue:44554", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "mllama mask handling and an MPS attention correctness bug are different model/backend issues." + "reason": "AutoModel missing-PyTorch import error is unrelated to LayoutLMv3 box-clarity handling." }, { "left": "issue:44479", "right": "issue:46693", "accept": false, - "reason": "Both are multimodal-related, but one is a video-input regression and the other is a long-context FA2 performance regression." + "reason": "Both are regressions, but one is a video-input correctness bug and the other is an FA2 long-context performance regression." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:39379", + "right": "issue:44554", "accept": false, - "reason": "Qwen3MoE FineGrainedFP8Config failure and CLIPTokenizer model_max_length are unrelated." + "reason": "Both mention attention correctness, but the actual bugs are different model/runtime paths: mllama masking vs MPS value/query head-dim handling." }, { "left": "issue:43582", "right": "issue:47254", "accept": false, - "reason": "Apple Silicon caching_allocator_warmup TypeError and PEFT+ZeRO-3 checkpointing failure are separate problems." + "reason": "Apple Silicon allocator warmup TypeError and PEFT+DeepSpeed checkpointing failure are unrelated." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "An init_empty_weights argument regression and AutoImageProcessor URL loading are unrelated." + "reason": "Both involve loading, but one is an unexpected internal argument with init_empty_weights and the other is image processor loading from URL." }, { - "left": "issue:44857", - "right": "issue:46832", + "left": "issue:42915", + "right": "issue:45538", "accept": false, - "reason": "Both are RT-DETR-related, but one is an AMP loss crash and the other is a forward-path shape/feature-level mismatch." + "reason": "Different issues entirely: Qwen3Moe FP8 config failure vs CLIPTokenizer max_length behavior." }, { - "left": "issue:45538", - "right": "issue:46869", + "left": "issue:44857", + "right": "issue:46832", "accept": false, - "reason": "CLIPTokenizer max_length default and YOLO auto device-map failure are different subsystems." + "reason": "Both touch RT-DETR, but one is an AMP loss crash and the other is a forward-shape mismatch when feature levels exceed backbone outputs." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed weight-dimension RuntimeError and slow/fast tokenizer inconsistency do not share the same underlying bug." + "reason": "DeepSpeed weight-shape runtime error and tokenizer slow/fast inconsistency are unrelated." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "AddedToken duplicate-argument error and tokenizer loading failure for EMBEDDIA/est-roberta are different tokenizer issues." + "reason": "Both are tokenizer-related, but one is an AddedToken kwarg collision and the other is a model-specific tokenizer loading regression." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "CLIPTokenizer model_max_length and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Qwen3MoE FP8 config and FSDP CPU RAM efficient loading are separate training/runtime issues." + "reason": "Qwen3Moe FP8 config failure is unrelated to FSDP CPU RAM efficient loading." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file loading breakage and an Apple Silicon TypeError are unrelated." + "reason": "gguf_file loading breakage and Apple Silicon allocator warmup TypeError do not share the same underlying bug." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and missing PyTorch import error are unrelated." + "reason": "XLMRoberta Flash Attention 2 and missing-PyTorch import error are unrelated." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizer classes and mechanisms." + "reason": "Both are tokenizer regressions, but they affect different code paths: special-token insertion vs LlamaTokenizer overriding tokenizer.json pre-tokenizer behavior." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Qwen3 auto device-map cuda assert and Qwen3OmniMoe video-input ValueError are different failures." + "reason": "Different Qwen families and different failures: auto device mapping cuda assert vs video-input ValueError." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both are video-related Qwen issues, but they are different model variants and different failure modes." + "reason": "Both are video-related, but one is a Qwen3OmniMoe input-processing error and the other is a Qwen3-vl StopIteration regression." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." + "reason": "Qwen3-MoE sliding_window and AutoImageProcessor URL loading are unrelated." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:43577", + "right": "issue:46512", "accept": false, - "reason": "Missing TensorFlow backend in a torch install and failure to load a specific model are different problems." + "reason": "Both involve dtype propagation, but one is a Blip2 loading bug and the other is a from_config stale-config issue; not the same concrete defect." }, { - "left": "issue:43540", - "right": "issue:44479", + "left": "issue:44488", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure for cjvt/sleng-bert and a PEFT version bump are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading breakage and Apple Silicon warmup TypeError are different code paths." + }, + { + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "They are related by Qwen video-input behavior, but the evidence only supports a broad thematic overlap; 44479 does not clearly and explicitly cover the Qwen3OmniMoe-specific failure." + "reason": "DeepSpeed ZeRO-3 deque error and PEFT package-version mismatch are unrelated." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token counting and CustomTrainer.compute_loss API incompatibility are different trainer issues." + "reason": "TrainerState token tracking and CustomTrainer compute_loss signature mismatch are separate trainer bugs." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The cluster summary is mostly grounded, but one soft-edge verdict is too strong: accepting issue:43540 \u2194 issue:44479 as a duplicate pair overstates the evidence. issue:44479 is indeed the broad Qwen video-input regression, but the packet does not clearly show that it covers Qwen3OmniMoe specifically, so this should stay conservative/uncertain rather than accepted. The rest of the false verdicts look appropriately cautious." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -7378,21 +7344,22 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 24, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:24643", "issue:28282", "issue:29870", "issue:32090", "issue:38175", + "issue:42796", "issue:43257", "issue:43452", "issue:43540", @@ -7430,7 +7397,6 @@ "issue:45907", "issue:46399", "issue:46463", - "issue:46468", "issue:46491", "issue:46693", "issue:46701", @@ -7444,15 +7410,15 @@ "issue:44987|issue:45907", "issue:45042|issue:45081", "issue:38175|issue:44898", - "issue:43742|issue:44589", "issue:44792|issue:44964", + "issue:43742|issue:44589", "issue:43257|issue:43756", "issue:43756|issue:46399", "issue:43756|issue:45325", "issue:46463|issue:47276", + "issue:44737|issue:46463", "issue:45672|issue:45674", "issue:43716|issue:46701", - "issue:44737|issue:46463", "issue:45823|issue:46463", "issue:45405|issue:45600", "issue:43906|issue:46693", @@ -7463,240 +7429,231 @@ "issue:43540|issue:46693", "issue:43452|issue:44488", "issue:28282|issue:32090", - "issue:43906|issue:46468", + "issue:42796|issue:43906", "issue:46463|issue:46899", "issue:44466|issue:45005" ], - "prepared_review_unit_hash": "5c739b2e441678fd63e7b7057d2d7d4c36237ec0f7bcf08e1efbf93fc90f9689", + "prepared_review_unit_hash": "70cfcb29f6eb74e489102d5e02548c3a769916cef7fa9a2f6229b16301d9652b", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36417, - "estimated_input_tokens": 9105, - "estimated_eval_tokens": 18466 + "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 items are largely heterogeneous and do not form a true duplicate cluster; I found no soft pair that confidently describes the same underlying bug/change. The closest-looking pairs are still too broad or model-specific to merge as duplicates.", - "confidence": 0.86, - "canonical_issue_reason": "issue:44479 is the most representative bug report here: it describes a concrete v5.3.0 regression, names the affected Qwen model families, and is broader and clearer than the other candidates.", + "summary": "This cluster is mostly a grab-bag of unrelated bug reports across different models/features. The only strong duplicate-like pair is the Qwen video-input regression around wrong `vision_position_ids`/video position handling; the rest should stay separate.", + "confidence": 0.68, + "canonical_issue_reason": "issue:44479 is the broader, more representative report: it covers the v5.3.0 video-input regression across multiple Qwen VL variants, while the other Qwen issue is a narrower symptom on the same code path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest canonical-style issue in this set because it is a specific, user-facing regression with a clear version boundary and multiple affected models.", + "best_issue_reason": "issue:44479 is the best issue to anchor this subcluster because it names the affected release, model families, and regression class most clearly.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Different problems: Qwen3.5 hidden-state handling vs version-dependent tokenization changes." + "reason": "Different bugs: one is a Qwen3.5 hidden-states issue, the other is a tokenizer/version-tokenization change." }, { "left": "issue:44479", "right": "issue:45381", - "accept": false, - "reason": "Both involve Qwen VL video inputs, but one is a broad regression across several models while the other is a specific Qwen2.5-VL position-id bug; not enough to treat as the same defect." + "accept": true, + "reason": "Same underlying Qwen VL video-input regression; both point to incorrect video position handling in v5.3.0, with one reporting the broader regression and the other a narrower manifestation." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Tokenizer AddedToken serialization bug vs a Mistral regex patch crash; distinct code paths and symptoms." + "reason": "Unrelated tokenizer/parser failures in different code paths: AddedToken kwarg handling vs Mistral regex patching." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Loading a specific repo/model failing is unrelated to forwarding the revision argument in list_repo_files." + "reason": "Both involve hub/loading behavior, but they describe different failures and fixes; not the same concrete bug." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Image processor torchvision dependency regression is unrelated to tokenizer backend_tokenizer attribute errors." + "reason": "Different subsystems and symptoms: PIL image processor dependency handling vs Mistral tokenizer regex crash." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Different vision model bugs: zero probabilities in SigLIP2 vs Perceiver image classification at non-default resolution." + "reason": "Both are vision-model problems, but the models and failure modes are different and not the same code-path bug." }, { - "left": "issue:43742", - "right": "issue:44589", + "left": "issue:44792", + "right": "issue:44964", "accept": false, - "reason": "MobileLLM config/key loading failure is unrelated to the Float8 storage lookup error." + "reason": "Different multimodal failures affecting different models and pipelines." }, { - "left": "issue:44792", - "right": "issue:44964", + "left": "issue:43742", + "right": "issue:44589", "accept": false, - "reason": "Janus test failure and Phi-4 multimodal load failure are separate multimodal issues with different failure points." + "reason": "Separate loading/runtime issues: a key error for MobileLLM vs a float8 storage lookup error." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Qwen3 MOE conversion with accelerate/deepspeed is not the same as Smollm3 RoPE-layer dropping." + "reason": "Different model families and different problems: DeepSpeed/accelerate loading vs RoPE layer dropping." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Different bugs: RoPE layer selection vs missing kernel registration decorator." + "reason": "Both touch Qwen-related internals, but one is about RoPE layer configuration and the other about kernel registration; not the same bug." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both mention RoPE/position handling, but one is Smollm3 architecture behavior and the other is Qwen2.5-VL still-image temporal scaling." + "reason": "Different Qwen multimodal bugs: RoPE layer loss vs still-image temporal position scaling." }, { "left": "issue:46463", "right": "issue:47276", "accept": false, - "reason": "Both are message-quality issues, but they target different warnings/errors and different code paths." + "reason": "Both are message/validation wording issues, but they concern different checks and different code paths." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU placement bug is unrelated to T5 decoder-input validation messaging." }, { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Both are 4-bit inference problems, but one is Gemma4 uint8/audio dtype casting and the other is BitsAndBytes skip_modules handling." + "reason": "Both are 4-bit inference problems, but they stem from different mechanisms and models." }, { "left": "issue:43716", "right": "issue:46701", "accept": false, - "reason": "Different multimodal regressions: image-preprocessor dtype mismatch vs DiffusionGemma image-text-to-text pipeline breakage." - }, - { - "left": "issue:44737", - "right": "issue:46463", - "accept": false, - "reason": "XLNet CPU tensor allocation bug is unrelated to T5 decoder-input validation messaging." + "reason": "Different multimodal regressions: dtype mismatch in preprocessing vs pipeline output handling for DiffusionGemma." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 device_map forward mismatch is unrelated to T5 decoder validation errors." + "reason": "Gemma4 device-mapping mismatch is unrelated to T5 validation error messaging." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "Dependency version bump issue and removed-config reference issue are unrelated maintenance regressions." + "reason": "Package-version pinning issue vs stale auto-mapping references; unrelated CI/setup problems." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "An isolated reproduction of another issue is not the same as the FA2 long-context performance regression." + "reason": "An isolated reproduction of one issue is not the same as a FA2 long-context performance regression." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "mDeBERTa special-token insertion bug is distinct from CodeLlama encode/decode whitespace regression." + "reason": "Different tokenizer regressions affecting different models and behaviors." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both are dtype-related, but the affected models and failure modes differ substantially." + "reason": "Both mention dtype mismatches, but they affect different models and likely different conversion paths." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Num-label propagation in Qwen3.5 is unrelated to strict config loading for granite_speech." + "reason": "Different config-loading bugs: num_labels propagation vs strict config rejection." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "DeepSpeed weight dimensionality error and BART decoder_attention_mask initialization error are different training/generation bugs." + "reason": "DeepSpeed training weight-shape error and Bart generate() local-variable error are unrelated." }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "Qwen3OmniMoe video-input value error is not the same as a long-context FA2 performance regression." + "reason": "Video-input validation failure is unrelated to the FA2 long-context performance regression." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "gguf_file loader breakage and a specific model load failure may be related broadly to loading, but they are not the same concrete bug." + "reason": "Different loading failures: gguf_file support vs a specific model load regression." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Torch import missing vs trainer broadcast unsupported NoneType are unrelated failures." + "reason": "PyTorch import failure and Trainer broadcast type error are unrelated." }, { - "left": "issue:43906", - "right": "issue:46468", + "left": "issue:42796", + "right": "issue:43906", "accept": false, - "reason": "An isolated reproduction of a prior issue is not the same as a broken Nemotron example." + "reason": "Tokenizer BPE-marker handling and an isolated reproduction of another issue are not the same bug." }, { "left": "issue:46463", "right": "issue:46899", "accept": false, - "reason": "T5 error-message wording and Gemma4 4-bit multimodal dtype casting are unrelated." - }, - { - "left": "issue:44737", - "right": "issue:46463", - "accept": false, - "reason": "XLNet positional encoding device bug is unrelated to T5 decoder validation messaging." - }, - { - "left": "issue:45672", - "right": "issue:45674", - "accept": false, - "reason": "Same broad quantization area, but different root causes and code paths; not mergeable as one fix." + "reason": "Both are Gemini/Gemma-family adjacent, but one is an error-message issue and the other is a quantization/dtype corruption bug." }, { "left": "issue:44466", "right": "issue:45005", "accept": false, - "reason": "Both discuss tied weights in v5, but one is a serialization inconsistency and the other is translation-model tied-weight handling; too broad to call the same bug." + "reason": "Both involve tied weights, but they describe different serialization/load behaviors and are not clearly the same change." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only pair plausibly treated as a duplicate is issue:44479 / issue:45381, which is supported by both titles pointing to the same Qwen video-input / vision_position_ids regression in v5.3.0. The rest of the pair rejections are appropriately cautious and do not overstate duplication." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 25, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:29159", "issue:33357", @@ -7752,16 +7709,16 @@ "issue:44913|issue:46121", "issue:43452|issue:44843", "issue:41762|issue:44936", - "issue:43697|issue:46829", "issue:44737|issue:45588", + "issue:43697|issue:46829", "issue:43526|issue:45479", "issue:43697|issue:45216", "issue:45357|issue:45920", "issue:43720|issue:44898", "issue:44493|issue:46050", "issue:43653|issue:44361", - "issue:44361|issue:44442", "issue:43688|issue:43749", + "issue:44361|issue:44442", "issue:38175|issue:43295", "issue:43643|issue:45375", "issue:43531|issue:43742", @@ -7773,199 +7730,199 @@ "issue:45372|issue:46170", "issue:44857|issue:47000", "issue:43688|issue:45704", - "issue:43525|issue:46701", - "issue:43688|issue:45701" + "issue:43688|issue:45701", + "issue:43525|issue:46701" ], - "prepared_review_unit_hash": "61f30637b448dfb31a0e32ddeddf0c167ead855e9de7e944d0b686de22dde73a", + "prepared_review_unit_hash": "a8c68907a30633dba0091ae879639b50e6d38966733911371d62320ceca89d5f", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36168, - "estimated_input_tokens": 9042, - "estimated_eval_tokens": 18340 + "serialized_chars": 36173, + "estimated_input_tokens": 9044, + "estimated_eval_tokens": 18344 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous cluster of loosely related Transformers issues, mostly around tokenizers, config loading, model loading, and inference regressions. The proposed soft pairs are only superficially similar; none look like safe duplicates.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "This cluster is very noisy: most items are distinct Hugging Face regressions across different models and code paths, with only broad thematic overlap around tokenization/loading. I would treat it as an over-soft cluster and reject all proposed soft merges.", + "confidence": 0.26, + "canonical_issue_reason": "issue:45920 is the best representative because it is a broad, user-facing tokenizer regression affecting multiple models and likely captures the widest slice of the shared theme in this noisy cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45920 is the strongest general reference point because it describes a broad, multi-model tokenizer regression with clear impact, but the cluster is too mixed to treat any issue as a true canonical duplicate target.", + "best_issue_reason": "issue:45920 has the strongest cross-model scope and the clearest general tokenizer regression framing, so it is the best single issue to anchor the cluster if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45663", "right": "issue:46846", "accept": false, - "reason": "Different models and different failures: Gemma-4 FSDP2 shared_kv_states rebuild vs Qwen3.5 TP-plan linear_attn omissions." + "reason": "Different model families and failure modes: Gemma-4 FSDP shared_kv_states KeyError vs Qwen3.5-MoE TP plan missing linear_attn entries." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Both involve config/rope settings, but one is rotary_pct not persisting on reload; the other is a JSON-list type error in rope validation." + "reason": "Both mention RoPE-related config handling, but one is persistence of rotary_pct on reload and the other is a TypeError converting JSON-loaded ignore_keys_at_rope_validation; not the same bug." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both touch from_pretrained/tokenizer loading, but the root causes differ: gguf_file support vs unconditional model_info() in offline mode." + "reason": "Both are tokenizer loading regressions, but one concerns gguf_file breaking AutoTokenizer/AutoModel loading and the other is an unconditional model_info() call in _patch_mistral_regex breaking offline mode." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Unrelated symptoms and code paths: ZeRO-3 model load index error vs trainer.evaluate() failing after trainer.train()." + "reason": "Completely different code paths: Gemma3 ZeRO-3 load-time IndexError vs trainer.evaluate() failing after train()." }, { - "left": "issue:43697", - "right": "issue:46829", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "Different model families and bugs: RTDetrV2 output drift vs VideoPrism output field misassignment." + "reason": "XLNet CPU device placement bug and flash_attention s_aux=None crash are unrelated." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:43697", + "right": "issue:46829", "accept": false, - "reason": "XLNet CPU device placement bug is unrelated to flash_attention.py crashing on sink-less models with s_aux=None." + "reason": "Different model outputs and different components: RTDetrV2 output mismatch vs VideoPrism hidden_states field corruption." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "Different components and failures: BeitImageProcessorFast reduce_labels bug vs sequence-classification zero-loss bug." + "reason": "BeitImageProcessorFast reduce_labels bug and sequence-classification zero-loss bug are unrelated." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RTDetrV2 output mismatch and Qwen3.5 save_pretrained checkpoint corruption are separate issues." + "reason": "RTDetrV2 inference regression and Qwen3.5 save_pretrained checkpoint corruption are different bugs." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Qwen3.5 visual-encoder key saving bug is not the same as a broad tokenizer-ID regression across many models." + "reason": "Both are v5 regressions, but one is Qwen3.5 visual encoder key saving and the other is tokenizer ID generation across multiple models; different subsystems and fixes." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "Packed-weight loading in BitNet and Perceiver non-default-resolution failure are unrelated." + "reason": "BitNet packed-weight loading failure and Perceiver interpolation failure are unrelated." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Position-id key regressions and quantized save/load corruption are different problems." + "reason": "One is unexpected position_id keys, the other is quantized model save/load breakage; not the same underlying issue." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBird special-token registration and MLukeTokenizer task AttributeError do not share the same root cause." + "reason": "Both are tokenizer issues, but BigBirdTokenizer special-token registration and MLukeTokenizer AttributeError are different defects." }, { - "left": "issue:44361", - "right": "issue:44442", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "Different tokenizer classes and different failures: task-time AttributeError vs AutoTokenizer loading failure." + "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are unrelated." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "Aux-loss normalization in MoE models is unrelated to FSDP CPU RAM efficient loading." + "reason": "Tokenizer failures in different classes with different symptoms; no evidence of a shared code path." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Siglip2 zero-probabilities and processor.tokenizer regression are both vision-related, but not the same bug." + "reason": "Both involve processor/tokenizer behavior in multimodal models, but one is zero probabilities in SigLIP2 and the other is a regression in processor.tokenizer access and image passing." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both mention missing config fields, but one is trust_remote_code loading behavior and the other is a Qwen3.5 field dropped by strict serialization." + "reason": "Missing fields from trust_remote_code AutoConfig and a specific Qwen3_5MoeVisionConfig strict-field drop are not the same bug." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding_window handling and MobileLLM load key errors are unrelated." + "reason": "Qwen3-MoE sliding_window issue and MobileLLM-125M key error are unrelated loading/model bugs." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Both are vision model issues, but Siglip2 nonsense outputs and Perceiver resize/interpolation failure are different bugs." + "reason": "Both are vision model inference problems, but SigLIP2 nonsensical outputs and Perceiver non-default resolution failure are different issues." }, { "left": "issue:44821", "right": "issue:46821", "accept": false, - "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError affect different APIs and code paths." + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading regressions, but one is an offline hub regex patch issue and the other is a model-specific tokenizer load failure." + "reason": "Both are tokenizer loading regressions, but offline model_info() misuse and EMBEDDIA/est-roberta tokenizer loading failure are distinct root causes." }, { "left": "issue:40444", "right": "issue:44811", "accept": false, - "reason": "Multi-image IterableDataset fine-tuning and Whisper batch_decode skip_special_tokens are unrelated." + "reason": "Qwen2.5-VL multi-image iterable dataset finetuning failure and Whisper batch_decode skip_special_tokens bug are unrelated." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Slow/fast tokenizer inconsistency is not the same as a MacOS bus error on a CLIP community model." + "reason": "Tokenizer slow/fast inconsistency and a CLIP MacOS bus error are not the same bug." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma 4 processor import breakage and Windows ROCm torch.distributed dependency issues are separate failures." + "reason": "Windows ROCm/torch.distributed import issue and RoPE JSON list TypeError are unrelated." }, { "left": "issue:44857", "right": "issue:47000", "accept": false, - "reason": "Different RTDetr losses and different crashes: AMP/CUDA issue vs infeasible cost-matrix error." + "reason": "Both are detection-loss crashes, but LwDetrImageLoss AMP/CUDA failure and RTDetrLoss infeasible cost matrix are different failure modes." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "MoE auxiliary-loss normalization is unrelated to T5 silently using apex.FusedRMSNorm." + "reason": "Auxiliary loss normalization and T5 apex.FusedRMSNorm memory leak are unrelated." }, { - "left": "issue:43525", - "right": "issue:46701", + "left": "issue:43688", + "right": "issue:45701", "accept": false, - "reason": "Llama4Config missing pad_token_id and DiffusionGemmaGenerationOutput pipeline failure are unrelated." + "reason": "Aux-loss normalization and version-dependent tokenization changes are unrelated." }, { - "left": "issue:43688", - "right": "issue:45701", + "left": "issue:43525", + "right": "issue:46701", "accept": false, - "reason": "Aux-loss normalization in MoE models is not the same as version-dependent tokenization changes." + "reason": "Llama4Config pad_token_id attribute error and DiffusionGemma image-text-to-text pipeline failure are unrelated." } ] }, @@ -7979,15 +7936,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 26, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:32090", "issue:33666", @@ -8039,11 +7996,11 @@ "issue:47254" ], "soft_pairs": [ - "issue:45542|issue:46178", "issue:43646|issue:43749", "issue:43295|issue:45356", - "issue:43653|issue:44568", + "issue:45542|issue:46178", "issue:43756|issue:46402", + "issue:43653|issue:44568", "issue:46832|issue:46932", "issue:43761|issue:46829", "issue:43761|issue:47013", @@ -8065,212 +8022,212 @@ "issue:44484|issue:44704", "issue:43278|issue:43688", "issue:43782|issue:46693", - "issue:43643|issue:44561", "issue:45405|issue:47254", + "issue:43643|issue:44561", "issue:44734|issue:46612" ], - "prepared_review_unit_hash": "c46649a734a28f11b2562bd0f9d5be0931ab3b5136184b3dc61efe7f8bb91f49", + "prepared_review_unit_hash": "3e290a3123ab56aba555c46a416e0b3e1b7e06815ff2d0c7322444026803120a", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36687, - "estimated_input_tokens": 9172, - "estimated_eval_tokens": 18600 + "serialized_chars": 36680, + "estimated_input_tokens": 9170, + "estimated_eval_tokens": 18596 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft pairs span unrelated tokenizer, model-loading, generation, training, and backend-specific bugs. I do not see any duplicate-level overlaps strong enough to merge either issues or PRs.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue stands out because the items cover many unrelated regressions. If forced, #43646 is the broadest umbrella-style report, but it is still not representative of the rest.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports and regressions across different models/subsystems. No soft pair looks like the same underlying issue, so I would not merge any of them as duplicates.", + "confidence": 0.36, + "canonical_issue_reason": "Issue #43646 is the broadest framework-level regression in the set (\u201cTransformers 5.0.0 breaks custom model initialization\u201d), so it is the closest thing to a cluster anchor, even though the cluster is too heterogeneous to have a strong canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "#43646 is the closest thing to a global anchor only because it is broad and regression-oriented, but it is too general to serve as a true duplicate target for the cluster.", + "best_issue_reason": "#43646 is the best representative issue because it is the most general and architecture-level of the reports, while most others are narrow model-specific symptoms. It still should not be treated as a duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45542", - "right": "issue:46178", - "accept": false, - "reason": "Both mention backend errors, but one is TensorFlow/tensorboard setup and the other is tensorflow_text backend registration; different failure modes." - }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization breakage is unrelated to FSDP CPU RAM efficient loading." + "reason": "Different failures: custom model initialization regression vs FSDP CPU RAM efficient loading breakage." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Different regressions in different model/tokenizer paths; no shared code-path bug is evident." + "reason": "Both are regressions, but one is custom processor/tokenizer image handling and the other is Kimi-K2.5 codec/tokenizer behavior." }, { - "left": "issue:43653", - "right": "issue:44568", + "left": "issue:45542", + "right": "issue:46178", "accept": false, - "reason": "Both are tokenizer special-token issues, but they affect different tokenizers and symptoms, so they are not the same bug." + "reason": "Both mention backend errors, but they are different problems: undefined TF backend from tensorboard-only install vs unsupported tensorflow_text backend mapping." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "One is RoPE layer dropping in Smollm3, the other is missing text encoder weights in Sam3Model; unrelated model-loading problems." + "reason": "SmolLM3 RoPE-layer config bug and Sam3 text-encoder weight loading bug are unrelated model-specific issues." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizers, but one is BigBird mask-token special-token registration and the other is mdeberta-v3 BOS/EOS addition behavior." }, { "left": "issue:46832", "right": "issue:46932", "accept": false, - "reason": "RT-DETR feature-level handling and Gemma4 quantized dtype casting are different subsystems and bugs." + "reason": "RT-DETR feature-level mismatch and Gemma4 quantized vision/audio dtype casting are unrelated code paths." }, { "left": "issue:43761", "right": "issue:46829", "accept": false, - "reason": "Both involve hidden_states, but one returns None in CLIPVisionModel and the other stores the wrong tensor in VideoPrism; not the same fix." + "reason": "Different model outputs: CLIPVision hidden_states regression vs VideoPrism output field mix-up." }, { "left": "issue:43761", "right": "issue:47013", "accept": false, - "reason": "CLIPVisionModel hidden-state output bug is unrelated to xLSTM's return_last_states unpacking crash." + "reason": "CLIPVision hidden_states regression and xLSTM return_last_states unpacking crash are unrelated." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "BigBird special-token registration and DiaConfig custom token IDs are distinct tokenizer/config persistence issues." + "reason": "BigBird special-token registration and DiaConfig custom token ID persistence are different tokenizer/config bugs." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU training for Qwen2-VL is unrelated to a GenerationMixin import error." + "reason": "Multi-GPU Qwen2-VL training and GenerationMixin import failure do not share the same underlying bug." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video input regression in Qwen VL models is unrelated to num_labels propagation in Qwen3.5 config." + "reason": "Video-input regression for Qwen variants vs num_labels propagation in Qwen3.5 are distinct issues." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both concern generation behavior, but one is chunked compiled forward inconsistency and the other is recurrent state reset in modular_qwen3_5; different bugs." + "reason": "Both touch generation/statefulness, but one is compiled-forward chunked generation inconsistency and the other is recurrent state reset with cache." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "gguf_file/from_pretrained loading breakage is unrelated to Blip2 dtype propagation." + "reason": "gguf_file/from_pretrained loading failure is unrelated to BLIP2 dtype casting." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "A torch.compile+SDPA model issue and an MLukeTokenizer AttributeError are not the same underlying problem." + "reason": "Bamba torch.compile/SDPA failure and MLukeTokenizer task AttributeError are unrelated." }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "General clean_up_tokenization_spaces behavior change is not the same as CodeLlama's leading-space round-trip regression." + "reason": "Both are tokenizer-related regressions, but one is clean_up_tokenization_spaces semantics and the other is CodeLlama leading-space round-trip loss." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer GPU broadcast NoneType error and Qwen2-VL multi-GPU training are too broad and do not point to the same defect." + "reason": "Trainer gpu_broadcast NoneType error is not the same as Qwen2-VL multi-GPU training behavior." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Serialization inconsistency for tied lm_head weights is different from sinq quantization save/load breakage." + "reason": "Different save/load bugs: lm_head.weight serialization inconsistency vs quantized sinq model restoration failure." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Device-mapping cudaErrorAssert in Qwen3 is unrelated to compiled-forward chunked generation inconsistency." + "reason": "Auto device mapping cudaErrorAssert on Qwen3 is unrelated to compiled-forward chunked generation inconsistency." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Multi-GPU training support and compute_loss signature mismatch are separate trainer-facing issues." + "reason": "Multi-GPU Qwen2-VL training and CustomTrainer.compute_loss signature change are different trainer API issues." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "Both mention FA2/generation, but one is a Qwen3.5 correctness failure and the other is a long-context performance regression." + "reason": "Qwen3.5 flash-attention output bug and long-context FA2 performance regression are different concrete problems." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Chunked compiled generation inconsistency is not the same as flash-attention generation failure in Qwen3.5." + "reason": "Compiled-forward chunked generation inconsistency is not the same as Qwen3.5 flash-attention generation failure." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Auxiliary-loss normalization and DeepseekV3MoE implementation divergence are related only by MoE theme, not by shared bug." + "reason": "OLMoE/GPT-Oss auxiliary-loss normalization and DeepseekV3MoE divergence from remote implementation are different MoE bugs." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Legacy-field loading failure in BeitForSemanticSegmentation is unrelated to Bamba torch.compile+SDPA failure." + "reason": "BEiT legacy-field loading and Bamba torch.compile/SDPA issues are unrelated." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "Save-pretrained shard-size behavior is unrelated to AutoProcessor forwarding kwargs to cached_file." + "reason": "Default shard size question is unrelated to AutoProcessor not forwarding kwargs to cached_file." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Embedding dtype drift in eval and MoE auxiliary-loss normalization are different classes of bugs." + "reason": "Embedding dtype mismatch in eval vs auxiliary-loss normalization in MoE models are unrelated." }, { "left": "issue:43782", "right": "issue:46693", "accept": false, - "reason": "weight_only from_pretrained error and FA2 long-context performance regression are unrelated generation/load issues." + "reason": "Qwen3VL weight_only loading error and FA2 long-context performance regression are different issues." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:45405", + "right": "issue:47254", "accept": false, - "reason": "Missing fields with trust_remote_code config loading is different from the v5 removal of is_torch_fx_available." + "reason": "PEFT version pinning and PEFT+DeepSpeed checkpointing crash are not the same bug." }, { - "left": "issue:45405", - "right": "issue:47254", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "A version-pin issue for PEFT is unrelated to checkpoint errors with PEFT+DeepSpeed+gradient checkpointing." + "reason": "Both affect trust_remote_code flows, but one is missing fields in AutoConfig and the other is removal of is_torch_fx_available." }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "Serve KV-cache continuation indexing bug and beam-search cache reorder omission are both cache-related but occur in different paths and models." + "reason": "Both involve generation/cache logic, but the serving KV-cache indexing crash and beam-search cache reorder omission are different code paths and models." } ] }, @@ -8284,15 +8241,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 27, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:28218", "issue:33357", @@ -8305,6 +8262,7 @@ "issue:43504", "issue:43525", "issue:43572", + "issue:43575", "issue:43577", "issue:43606", "issue:43611", @@ -8315,7 +8273,6 @@ "issue:43844", "issue:43927", "issue:43994", - "issue:44291", "issue:44361", "issue:44466", "issue:44488", @@ -8354,12 +8311,12 @@ "issue:43611|issue:46846", "issue:43525|issue:43572", "issue:43720|issue:44361", - "issue:44964|issue:45405", "issue:44514|issue:45290", + "issue:44964|issue:45405", "issue:43493|issue:43825", "issue:28218|issue:33357", - "issue:45823|issue:46050", "issue:44977|issue:46209", + "issue:45823|issue:46050", "issue:45491|issue:46002", "issue:44554|issue:46365", "issue:39692|issue:43295", @@ -8370,240 +8327,240 @@ "issue:43278|issue:43844", "issue:43646|issue:44466", "issue:43334|issue:43572", - "issue:44568|issue:46489", "issue:43278|issue:43701", + "issue:44568|issue:46489", "issue:44568|issue:45812", "issue:43493|issue:43844", "issue:43927|issue:44361", "issue:46209|issue:46710", - "issue:43572|issue:44291" + "issue:43575|issue:45405" ], - "prepared_review_unit_hash": "a6bd54f925b7db26454a050abf6afd97402737c480c2f6f72880f9ccfc0df90d", + "prepared_review_unit_hash": "2678852c1455e318ae3f6c0a05fffdd2e1f482385fb2cd4713272f2362dd0e2a", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37958, - "estimated_input_tokens": 9490, - "estimated_eval_tokens": 19236 + "serialized_chars": 37873, + "estimated_input_tokens": 9469, + "estimated_eval_tokens": 19194 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The apparent overlaps are mostly broad surface similarity (tokenizers, config loading, multimodal processors, NaNs), but the pairs describe different concrete failures and code paths. I would not merge any of these issues into duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "No canonical representative stands out: this set is heterogeneous, spanning unrelated bugs in tokenization, model loading, quantization, docs, and runtime behavior.", + "summary": "This cluster is mostly a grab-bag of distinct model/config/tokenizer regressions, not a tight duplicate set. The soft edges are broadly similar at a subsystem level, but none look like the same concrete bug or change. If a representative issue is needed, the Granite tokenizer regression is the broadest and most canonical-looking one.", + "confidence": 0.39, + "canonical_issue_reason": "issue:45812 is the broadest, clearest regression report in the set: it describes a silent v4\u2192v5 tokenizer break affecting all Granite models, with concrete user impact and a specific failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative because the cluster does not form one coherent duplicate family.", + "best_issue_reason": "issue:45812 is the best representative issue because it is well-scoped, high-impact, and clearly framed as a regression with a model-wide blast radius; the other issues are mostly narrower, model-specific failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44625", "right": "issue:47276", "accept": false, - "reason": "Different subsystems and failures: config propagation for Qwen3.5 vs a misleading synced_gpus warning." + "reason": "Different problems: config propagation for Qwen3.5 vs a misleading continuous-batching warning message." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Different models and bugs: Beit legacy-field loading vs BitNet packed-weight handling in accelerate." + "reason": "Unrelated failures: BEiT legacy-field load bug vs BitNet accelerate-loading/unpacking bug." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "Different failure modes: unpacking packed weights vs DiaConfig losing custom token IDs on save/load." + "reason": "Different code paths and symptoms: BitNet packed-weight loading vs DiaConfig token-ID persistence/generation IndexError." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig serialization/generation errors." + "reason": "CPU offload device mismatch is unrelated to DiaConfig losing custom token IDs." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Both involve SigLIP2, but one is a docs/example mismatch and the other is an implementation discrepancy with the JAX reference." + "reason": "Same model family, but docs-example errors are not the same bug as HF-vs-JAX implementation divergence." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Unrelated model-loading bug vs OmDet-Turbo processor image-size mismatch." + "reason": "Different model loaders/processors: BEiT legacy preset issue vs OmDet-Turbo image-size mismatch." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "BLIP2 dtype propagation issue is not the same as the MPS attention correctness bug." + "reason": "Blip2 dtype propagation and MPS attention correctness are separate issues." }, { "left": "issue:43611", "right": "issue:46846", "accept": false, - "reason": "Custom-model base_model_prefix loading regression is unrelated to Qwen3.5 tensor-parallel plan entries." + "reason": "Base-model-prefix loading breakage is unrelated to Qwen3.5 TP plan omissions causing OOM/shape errors." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both mention missing pad-token fields, but they affect different configs and attributes; not the same bug." + "reason": "Both mention missing pad token fields, but they affect different configs/models and likely different fixes." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet loading/unpacking is unrelated to MLukeTokenizer task-time AttributeError." + "reason": "BitNet accelerate loading and MLukeTokenizer task AttributeError are unrelated." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "Phi-4 multimodal loading failure is unrelated to the PEFT version bump issue." + "reason": "Both involve apply_chat_template, but the triggers differ materially: batched padding vs assistant tool-call messages with no content." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "Both are chat-template crashes, but the triggering inputs and code paths differ materially." + "reason": "Model loading failure and an unreleased dependency version bump are not the same bug." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to the pipeline translation-task error message regression." + "reason": "SigLIP2 implementation discrepancy is unrelated to a pipeline error message about translation support." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer spacing bug and Mac bus error on CLIP are unrelated." + "reason": "Tokenizer spacing after added tokens and a CLIP MacOS bus error are unrelated symptoms." }, { - "left": "issue:45823", - "right": "issue:46050", + "left": "issue:44977", + "right": "issue:46209", "accept": false, - "reason": "Gemma4 device-mismatch during forward is unrelated to sinq quantization persistence issues." + "reason": "Flash-attention generation failure and FP8 inference failure on B200 are different hardware/model issues." }, { - "left": "issue:44977", - "right": "issue:46209", + "left": "issue:45823", + "right": "issue:46050", "accept": false, - "reason": "Flash-attention generation bug for Qwen3.5 is unrelated to FP8 inference failure on B200." + "reason": "Gemma device-mismatch during forward and Sinq quantized save/load breakage are separate code paths." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Both mention NaNs, but one is a sliding-window attention padding issue and the other is a checkpoint/init classification-head issue." + "reason": "NaNs in Gemma3 sliding-window attention are not the same as NaNs in classification heads after checkout/init." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "MPS attention correctness and Trainer import dependency conflict are unrelated." + "reason": "An MPS attention correctness bug is unrelated to Trainer import being affected by datasets installation." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Docs/example errors for SigLIP2 are not the same as the processor.tokenizer regression in custom model code." + "reason": "Documentation-example mistakes are distinct from a regression in processor.tokenizer access and image passing." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Both concern tokenizer loading, but one is a model-specific load failure and the other is an offline-mode regression caused by an unconditional hub call." + "reason": "A specific model failing to load is not the same as an offline-mode failure caused by unconditional model_info() calls." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "Wrong token IDs for Granite models is unrelated to return_tensors being ignored when text_kwargs is passed." + "reason": "SigLIP2 wrong outputs and return_tensors being ignored when text_kwargs is passed are different bugs." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are different bugs." + "reason": "Tokenizer BPE-marker handling for Ministral is unrelated to Qwen3.5 flash-attention generation issues." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id AttributeError and the other is from_config not unwrapping text_config." + "reason": "Missing pad_token_id in Qwen3-VL config and failing to unwrap text_config in composite Qwen configs are different regressions." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Different numerical/training issues: dtype drift between train/eval vs gradient growth under ZeRO-3." + "reason": "Evaluation dtype drift and DeepSpeed ZeRO-3 gradient growth are unrelated training/eval issues." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization regression is unrelated to inconsistent lm_head.weight serialization." + "reason": "Custom model initialization breakage and device-dependent lm_head serialization inconsistency are not the same defect." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Missing pad_token_id on Qwen3-VL is unrelated to missing pad_token_idx on StableLmConfig." + "reason": "Different missing-token-field regressions in different model configs; no shared underlying bug is evident." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype changes and resume_from_checkpoint key mismatches are unrelated." }, { "left": "issue:44568", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and tokenization behaviors; not the same concrete bug." + "reason": "Both are tokenizer regressions, but they affect different models and different failure mechanisms; too broad to merge." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Different tokenizer regressions: mdeberta special tokens vs Granite token IDs." + "reason": "Different tokenizer failures: missing BOS/EOS insertion for one model vs wrong token IDs for all Granite models." }, { "left": "issue:43493", - "right": "issue:43825", - "accept": false, - "reason": "Unrelated SigLIP2 implementation discrepancy vs pipeline warning/message regression." - }, - { - "left": "issue:43278", - "right": "issue:43701", + "right": "issue:43844", "accept": false, - "reason": "Embedding dtype mismatch and resume_from_checkpoint key mismatch are unrelated." + "reason": "SigLIP2 implementation mismatch and DeepSpeed gradient explosion are unrelated." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "The failures are model-specific and triggered by different tokenizer paths, so they should not be merged." + "reason": "DiaConfig custom-token-ID persistence and MLukeTokenizer task AttributeError are separate issues." }, { "left": "issue:46209", "right": "issue:46710", "accept": false, - "reason": "Both mention inference/accuracy regressions after upgrades, but they are distinct models and failure modes." + "reason": "FP8 inference on B200 and post-upgrade accuracy regression on DeepSeek-R1-Distill-Llama-8B are different failure modes." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:43575", + "right": "issue:45405", "accept": false, - "reason": "Missing pad_token_idx regression is unrelated to init_empty_weights receiving an unexpected argument." + "reason": "Qwen2 TP OOM and an unreleased peft version bump are entirely unrelated." } ] }, @@ -8617,15 +8574,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 28, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:15354", "issue:28218", @@ -8639,7 +8596,7 @@ "issue:42947", "issue:43381", "issue:43504", - "issue:43575", + "issue:43572", "issue:43606", "issue:43653", "issue:43696", @@ -8648,6 +8605,7 @@ "issue:43873", "issue:43994", "issue:44112", + "issue:44291", "issue:44464", "issue:44493", "issue:44589", @@ -8659,7 +8617,6 @@ "issue:45229", "issue:45245", "issue:45357", - "issue:45405", "issue:45520", "issue:45584", "issue:45588", @@ -8677,15 +8634,15 @@ "issue:47254" ], "soft_pairs": [ - "issue:43575|issue:45405", + "issue:43572|issue:44291", "issue:33357|issue:33666", "issue:43824|issue:44589", "issue:44589|issue:45520", "issue:46821|issue:46832", "issue:43504|issue:43606", "issue:44849|issue:46209", - "issue:44493|issue:46285", "issue:44849|issue:45357", + "issue:44493|issue:46285", "issue:45245|issue:46710", "issue:43504|issue:43653", "issue:43606|issue:44112", @@ -8707,208 +8664,208 @@ "issue:45200|issue:45229", "issue:45588|issue:46050" ], - "prepared_review_unit_hash": "5ced7ee4b6cb22ac9334296ca362344ab85263a8511f74d71da5970582a11046", + "prepared_review_unit_hash": "1c2535aa25daf73536d2b46ea9fa8a739de7b325a25c54f39a300a40d41fe877", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36408, - "estimated_input_tokens": 9102, - "estimated_eval_tokens": 18460 + "serialized_chars": 36470, + "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 heterogeneous: the soft pairs mostly link unrelated bugs across tokenizers, model loading, training, quantization, and hardware/runtime-specific failures. No pair looks like the same underlying issue, so all soft edges should be rejected.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue: the items do not form a single duplicate set, so there is no representative issue to anchor the cluster.", + "summary": "This cluster is a broad set of mostly unrelated issues that were linked only by soft textual similarity. I do not see a single underlying bug/change that unifies them, so there is no good canonical issue or PR here. All soft edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No issue here is a good global representative because the reports span many unrelated code paths and failure modes.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43575", - "right": "issue:45405", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "Qwen TP OOM vs a PEFT version bump; unrelated problems." + "reason": "Both are load-time/configuration errors, but one is a missing config field and the other is an unexpected init_empty_weights argument; different failure modes and code paths." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "MacOS bus error on CLIP vs Qwen2-VL multi-GPU training; different bugs." + "reason": "MacOS bus error with a community CLIP model vs multi-GPU training for Qwen2-VL; unrelated symptoms and subsystems." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Missing Qwen2.5-VL import vs missing Float8 storage type; unrelated." + "reason": "ImportError for a missing model class vs a storage-object type error; no shared concrete bug." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Storage-type error vs flash_attn import key error; different failure paths." + "reason": "One concerns FP8 storage lookup, the other a flash_attn import-utils KeyError on Python 3.13; distinct issues." }, { "left": "issue:46821", "right": "issue:46832", "accept": false, - "reason": "TimesFM window_size AttributeError vs RT-DETR forward TypeError; unrelated models/code." + "reason": "TimesFM window_size AttributeError and RT-DETR forward shape/type error are separate model-specific bugs." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy-field model load issue vs CPU offload device mismatch; not the same bug." + "reason": "Legacy preset field loading for Beit vs CPU offload device mismatch for bark-small; not the same problem." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 hidden-states bug vs FP8 inference OOM; different root causes." + "reason": "Qwen3.5 hidden-states output bug vs FP8 inference failure on B200; different model paths and failure causes." }, { - "left": "issue:44493", - "right": "issue:46285", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Unexpected key/position-id issue vs CLIP structure change; not duplicates." + "reason": "One is an output_hidden_states regression, the other incorrect visual encoder keys on save_pretrained; related model family but different bugs." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:44493", + "right": "issue:46285", "accept": false, - "reason": "Both Qwen3.5, but one is hidden-states output and the other save_pretrained keys." + "reason": "Unexpected position-id keys vs CLIP text-model structure inconsistency; not the same underlying defect." }, { "left": "issue:45245", "right": "issue:46710", "accept": false, - "reason": "Category limit runtime error vs accuracy regression after upgrade; unrelated." + "reason": "Category-cardinality runtime limit vs accuracy regression after upgrade; unrelated behavior." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Model preset loading vs BigBirdTokenizer special-token decode; different subsystems." + "reason": "BEiT legacy-field loading vs BigBirdTokenizer special-token registration; different tokenizer/model components." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "CPU offload device mismatch vs stale CI test; not the same underlying problem." + "reason": "A real model offload/device mismatch vs a stale CI test failure; one is not a duplicate of the other." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "Siglip2 bad outputs vs unexpected position-id keys; too different to merge." + "reason": "SigLIP pipeline/AutoModel nonsensical outputs vs unexpected key with position id; different observable bugs and likely different causes." }, { "left": "issue:45072", "right": "issue:46832", "accept": false, - "reason": "bfloat16 dtype mismatch vs RT-DETR feature-level TypeError; unrelated." + "reason": "bfloat16 dtype mismatch in inference vs RT-DETR feature-level mismatch; not the same code path." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Compiled forward chunked generation vs Whisper empty-transcription failure; different code paths." + "reason": "Compiled-forward chunked generation inconsistency vs Whisper empty transcription after special-token alignment; different generation bugs." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantization/offloading issue vs broken sinq save/load; related theme, different concrete bug." + "reason": "Offloading/quantization interaction vs broken quantized save/load roundtrip; same broad area but not the same concrete defect." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Import warning for trailing slash vs CUDA OOM; unrelated." + "reason": "Local-path import warning vs CUDA OOM on GPT-oss-20b; unrelated." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "torch.jit.script GeneratorExp error vs zero probabilities in SigLIP2; unrelated." + "reason": "TorchScript GeneratorExp export failure vs unexpected zero probabilities in SigLIP2; no overlap in bug mechanism." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "DeepSpeed gradient anomaly vs Phi-4 multimodal load failure; different bugs." + "reason": "DeepSpeed ZeRO-3 gradient anomaly vs model loading failure for Phi-4 multimodal; different subsystems." }, { "left": "issue:44849", "right": "issue:47145", "accept": false, - "reason": "Qwen3.5 hidden-states bug vs FP8 frozen-checkpoint scaling bug; not the same issue." + "reason": "Qwen3.5 hidden-states regression vs FP8 weight_scale omission on checkpoint load; both are model regressions but distinct." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both about gradient checkpointing, but one is LoRA ineffectiveness and the other eval-mode prohibition." + "reason": "Gradient checkpointing ineffective with LoRA vs gradient checkpointing forbidden in eval mode; related theme, but different concrete problems." }, { "left": "issue:46399", "right": "issue:46846", "accept": false, - "reason": "Missing decorator on rotary-pos-emb registration vs missing linear_attn TP plan entries; unrelated Qwen3.5 bugs." + "reason": "Missing decorator in Qwen3.5 rotary-pos-emb registration vs missing TP-plan entries causing OOM/shape errors; different bugs." }, { "left": "issue:47013", "right": "issue:47254", "accept": false, - "reason": "xLSTM state-unpacking crash vs PEFT/DeepSpeed checkpoint error; different failures." + "reason": "xLSTM return_last_states unpacking crash vs PEFT+DeepSpeed ZeRO-3 checkpoint error; separate training issues." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Slow/fast tokenizer inconsistency vs Trainer NoneType broadcast error; unrelated." + "reason": "Tokenizer inconsistency vs Trainer NoneType broadcast error; unrelated." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Gemma4 OOM vs Gemma4 device mismatch; both model-family issues but different concrete failures." + "reason": "Gemma4 multi-GPU OOM vs Gemma4 PLE device mismatch with device_map=auto; same family but different failure modes." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Non-template node compile error vs flash_attn import key error; unrelated." + "reason": "Template-node compilation error vs flash_attn import KeyError on Python 3.13; distinct code paths." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing bug vs TrainerState token counter not updating; different concerns." + "reason": "Extra space after added token vs trainer token-count state not updating; not the same tokenizer behavior." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "mm_token_type_ids defaulting bug vs Gemma4 multi-GPU OOM; unrelated." + "reason": "Missing mm_token_type_ids default vs Gemma4 multi-GPU inference OOM; unrelated." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "flash_attention s_aux None crash vs sinq checkpoint reload corruption; different code paths." + "reason": "flash_attention.py AttributeError on s_aux=None vs quantized model save/load breakage; different components and symptoms." } ] }, @@ -8922,15 +8879,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 29, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:29870", "issue:29942", @@ -8942,10 +8899,8 @@ "issue:42915", "issue:43065", "issue:43295", - "issue:43334", "issue:43450", "issue:43493", - "issue:43525", "issue:43540", "issue:43550", "issue:43572", @@ -8958,6 +8913,7 @@ "issue:43957", "issue:44186", "issue:44423", + "issue:44521", "issue:44554", "issue:44610", "issue:44734", @@ -8966,6 +8922,7 @@ "issue:45072", "issue:45198", "issue:45200", + "issue:45290", "issue:45406", "issue:45446", "issue:45520", @@ -8987,12 +8944,12 @@ "issue:43937|issue:46701", "issue:44869|issue:46752", "issue:41720|issue:46710", - "issue:37428|issue:43957", "issue:44554|issue:45446", + "issue:37428|issue:43957", "issue:43065|issue:46369", - "issue:29942|issue:30333", "issue:43295|issue:43450", "issue:44977|issue:46701", + "issue:29942|issue:30333", "issue:44977|issue:46710", "issue:45072|issue:45198", "issue:45588|issue:45759", @@ -9003,89 +8960,89 @@ "issue:45823|issue:46192", "issue:44186|issue:46192", "issue:43295|issue:44610", - "issue:43572|issue:43957", "issue:43450|issue:43575", + "issue:43572|issue:43957", "issue:43550|issue:43844", "issue:37428|issue:43824", "issue:45520|issue:46178", "issue:45200|issue:45823", "issue:29870|issue:29942", "issue:42490|issue:43493", - "issue:43295|issue:43493", "issue:39692|issue:46192", + "issue:43295|issue:43493", "issue:42915|issue:43824", - "issue:43334|issue:43525" + "issue:44521|issue:45290" ], - "prepared_review_unit_hash": "4930df40a83da6def9ad014248f64fc19faba95296ef08e697bccc1d710799c6", + "prepared_review_unit_hash": "e3035813d880ac9fe3131ce0141d629aec32672ccfa52ece502b2427922101a8", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37728, - "estimated_input_tokens": 9432, - "estimated_eval_tokens": 19120 + "serialized_chars": 37717, + "estimated_input_tokens": 9430, + "estimated_eval_tokens": 19116 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly broad keyword matches across unrelated Transformer bugs. I don\u2019t see a true duplicate cluster or any pair of PR-equivalent changes; all soft edges should be rejected.", - "confidence": 0.94, - "canonical_issue_reason": "No single issue is a clear canonical: the set spans unrelated bugs across generation, imports, processors, model loading, and training rather than one underlying defect.", + "summary": "The cluster is heterogeneous: it mixes unrelated bugs in serving, multimodal processors, attention kernels, loading/config handling, and model-specific regressions. None of the soft pairs look like the same underlying defect or change, so I would not merge any of them as duplicates.", + "confidence": 0.34, + "canonical_issue_reason": "issue:43873 is the broadest and most active report in the set (open, many discussion entries, multiple inbound references), so it is the best anchor issue even though the cluster itself is not cohesive.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is globally representative enough to stand in for the cluster; the overlaps are superficial and model/subsystem-specific.", + "best_issue_reason": "issue:43873 has the strongest triage signal and the widest scope among the listed issues, making it the most useful representative for this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are serve crashes, but one is a multimodal .to() AttributeError and the other is KV-cache tensor indexing; different bugs." + "reason": "Both involve transformers serve crashes, but one is a multimodal model `.to` attribute error and the other is a KV-cache continuation indexing bug; different code paths and failure modes." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to resume_from_checkpoint key mismatch." + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated bugs." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "GenerationConfig validation for GLM-5 and a DiffusionGemma pipeline failure are different code paths and symptoms." + "reason": "Invalid GenerationConfig and a broken image-text-to-text pipeline are different issues." }, { "left": "issue:44869", "right": "issue:46752", "accept": false, - "reason": "Whisper timestamp decoding and apply_chat_template on empty input are unrelated crashes." + "reason": "Whisper timestamp decoding with a trailing replacement character is unrelated to apply_chat_template on an empty list." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "CUDA assert on auto device mapping is unrelated to an accuracy regression after upgrade." + "reason": "One is an auto device mapping cuda assert, the other is an accuracy regression after upgrade; not the same defect." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:44554", + "right": "issue:45446", "accept": false, - "reason": "Both involve loading/import behavior, but the missing flash-attention helper and meta-device model loading are distinct defects." + "reason": "MPS attention correctness and a PyTorch version check bug in flex_attention are separate problems." }, { - "left": "issue:44554", - "right": "issue:45446", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "MPS attention correctness and a flex_attention import version check are separate issues." + "reason": "Missing flash_attention import and torch.device('meta') loading failures are distinct loading/runtime issues." }, { "left": "issue:43065", @@ -9093,17 +9050,11 @@ "accept": false, "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as a memory overflow in sam3-litetext." }, - { - "left": "issue:29942", - "right": "issue:30333", - "accept": false, - "reason": "Flash Attention 2 test failures and MLflow job-status reporting are unrelated." - }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor.tokenizer regression and batched video output shape are different processor bugs." + "reason": "Processor.tokenizer regression and batched video input shape bugs are different multimodal failures." }, { "left": "issue:44977", @@ -9111,137 +9062,143 @@ "accept": false, "reason": "Qwen3.5 flash-attention generation failure and DiffusionGemma pipeline failure are unrelated." }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLFlow reporting on failed training jobs do not share a code-path." + }, { "left": "issue:44977", "right": "issue:46710", "accept": false, - "reason": "A generation bug in Qwen3.5 is not the same as a model accuracy regression." + "reason": "A flash-attention generation bug is unrelated to an accuracy regression after version upgrade." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bfloat16 dtype mismatches and Wav2Vec2 save_pretrained/tokenization failures are different subsystems." + "reason": "BF16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures are not the same issue." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "flash_attention sink-less-model crash and multimodal config unwrapping are not the same underlying bug." + "reason": "A flash_attention.py crash on sink-less models and an AutoModelForCausalLM.from_config text_config unwrapping bug are separate." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and rope-params TypeError are unrelated." + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to rope parameter conversion TypeError." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "A processor.tokenizer regression does not match an offloading-with-quantization issue." + "reason": "Processor/tokenizer regression and quantization offloading behavior are different bug classes." }, { "left": "issue:43572", "right": "issue:46821", "accept": false, - "reason": "Both mention missing config attributes, but StableLm pad_token_idx and TimesFM window_size are different models and failures." + "reason": "StableLmConfig pad_token_idx regression and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe and Gemma 4 text-only fine-tuning defaults are different bugs." + "reason": "Video input processing failure in Qwen3OmniMoe and Gemma 4 token type defaults are different multimodal issues." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Device placement mismatch in Gemma4 PLE is unrelated to return_tensors being ignored." + "reason": "Device-map forward mismatch and return_tensors being ignored with text_kwargs are unrelated API bugs." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2 NER/padding crashes and return_tensors handling are unrelated." + "reason": "LayoutLMv2Tokenizer NER/padding crash is not the same as return_tensors precedence behavior." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor.tokenizer access and OmDet-Turbo input-size mismatch are different problems." + "reason": "A processor.tokenizer regression is unrelated to OmDet-Turbo producing the wrong image size." }, { - "left": "issue:43572", - "right": "issue:43957", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "A missing config field in StableLm and meta-device loading breakage are not the same issue." + "reason": "Batched video shape handling and tensor-parallel OOM on Qwen2-57B are different problems." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:43572", + "right": "issue:43957", "accept": false, - "reason": "Batched video shape errors and tensor-parallel OOM are unrelated." + "reason": "Missing StableLmConfig pad_token_idx and meta-device loading breakage do not share a concrete failure path." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile SDPA failure and ZeRO-3 gradient growth are different training/inference issues." + "reason": "torch.compile with SDPA on Bamba-9B-v2 is unrelated to gradient growth under ZeRO-3." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different modules." + "reason": "Flash-support import failure and missing Qwen2_5_VLForConditionalGeneration export are different import problems." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "flash_attn KeyError on Python 3.13 and BACKENDS_MAPPING tensorflow_text error are unrelated import-utils bugs." + "reason": "A flash_attn KeyError on Python 3.13 and a BACKENDS_MAPPING validation error for tensorflow_text are unrelated." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Defaulting mm_token_type_ids and device-map forward mismatch are separate Gemma 4 issues." + "reason": "Gemma4 mm_token_type_ids defaulting and Gemma4 PLE device mismatch are separate issues." }, { "left": "issue:29870", "right": "issue:29942", "accept": false, - "reason": "Bart generate() UnboundLocalError is unrelated to Flash Attention 2 test failures." + "reason": "Bart generate UnboundLocalError and Flash Attention 2 test failures do not describe the same bug." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Trailing-slash local path warning and SigLIP2 implementation discrepancy are unrelated." + "reason": "Trailing-slash local model import warning and SigLIP2 implementation discrepancy are unrelated." }, { - "left": "issue:43295", - "right": "issue:43493", + "left": "issue:39692", + "right": "issue:46192", "accept": false, - "reason": "A processor.tokenizer regression is not the same as a SigLIP2 HF-vs-JAX mismatch." + "reason": "SigLIP2 documentation example errors are not the same as return_tensors being ignored when text_kwargs is passed." }, { - "left": "issue:39692", - "right": "issue:46192", + "left": "issue:43295", + "right": "issue:43493", "accept": false, - "reason": "SigLIP2 doc example errors and return_tensors/text_kwargs behavior are unrelated." + "reason": "processor.tokenizer regression in custom model code and SigLIP2 HF/JAX discrepancy are unrelated." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to a Qwen2.5-VL import error." + "reason": "Qwen3Moe FP8 failure and Qwen2_5_VL import error are different model/import issues." }, { - "left": "issue:43334", - "right": "issue:43525", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "Both mention missing pad_token_id, but Qwen3-VL and Llama4Config failures are model-specific and not the same bug." + "reason": "All-zero assistant masks for multimodal inputs and crashes on assistant messages with tool calls/no content are distinct apply_chat_template bugs." } ] }, @@ -9255,15 +9212,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 30, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:28218", "issue:35141", @@ -9271,10 +9228,12 @@ "issue:41720", "issue:43262", "issue:43278", + "issue:43334", "issue:43335", "issue:43425", "issue:43450", "issue:43452", + "issue:43525", "issue:43550", "issue:43606", "issue:43653", @@ -9289,7 +9248,6 @@ "issue:44442", "issue:44466", "issue:44479", - "issue:44521", "issue:44561", "issue:44610", "issue:44737", @@ -9299,7 +9257,6 @@ "issue:45127", "issue:45198", "issue:45200", - "issue:45290", "issue:45325", "issue:45381", "issue:45412", @@ -9314,26 +9271,26 @@ "issue:46932" ], "soft_pairs": [ - "issue:44521|issue:45290", + "issue:43334|issue:43525", "issue:43278|issue:43856", "issue:28218|issue:35141", + "issue:44737|issue:46894", "issue:45381|issue:46209", "issue:43824|issue:43975", - "issue:44737|issue:46894", "issue:44466|issue:45127", "issue:43262|issue:43450", "issue:43975|issue:45520", "issue:43950|issue:46285", - "issue:43653|issue:44112", "issue:43452|issue:46512", + "issue:43653|issue:44112", "issue:44561|issue:46234", "issue:44442|issue:45198", "issue:45200|issue:46899", "issue:44479|issue:46192", "issue:43819|issue:44112", "issue:44898|issue:45412", - "issue:45200|issue:45325", "issue:43335|issue:43550", + "issue:45200|issue:45325", "issue:45200|issue:46932", "issue:41720|issue:46209", "issue:44610|issue:44857", @@ -9342,196 +9299,196 @@ "issue:43606|issue:45083", "issue:43827|issue:43901" ], - "prepared_review_unit_hash": "9d2a1fec9b3a52b0a8de3f2f7191d10317a850d90d0667748178cfbd1dd06022", + "prepared_review_unit_hash": "e7930712514a78cb360f9187e086c9c173a656567234af2c2f789707d6fb055e", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35625, - "estimated_input_tokens": 8907, - "estimated_eval_tokens": 18070 + "serialized_chars": 35630, + "estimated_input_tokens": 8908, + "estimated_eval_tokens": 18072 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose collection of mostly unrelated Transformers bugs/docs regressions across tokenization, multimodal processors, loading/config, and CI. None of the suggested soft pairs look like the same underlying defect, so I would not deduplicate any of them.", - "confidence": 0.92, - "canonical_issue_reason": "No clear canonical issue: the items are weakly text-similar but cover different subsystems and failure modes rather than one shared bug.", + "summary": "These items are mostly unrelated transformers bugs/docs regressions that only share broad themes like tokenizer/model loading, multimodal processing, or v5 regressions. The soft pairs look superficially similar but do not describe the same underlying defect, so I would not merge any of them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43950 is the strongest standalone report in the set: it describes a concrete core `from_pretrained` regression with a clear failure mode and broad library impact.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a representative, issue 44521 is the most active and user-facing, but it is still not a true cluster canonical because the cluster is heterogeneous.", + "best_issue_reason": "Issue 43950 is the best representative issue overall because it is self-contained, high-signal, and concerns a central loading/serialization path rather than a model-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:43334", + "right": "issue:43525", "accept": false, - "reason": "Both mention apply_chat_template, but one is multimodal assistant masks and the other is a tool-call/content crash; different failure modes." + "reason": "Both mention missing `pad_token_id`, but they affect different configs/models and appear to be separate integration bugs." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "BF16/FP32 eval dtype regression is unrelated to Qwen3 MoE memory usage during training." + "reason": "One is a dtype change in `evaluate()`, the other is Qwen3 MoE memory usage; different symptoms and code paths." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer extra-space behavior is unrelated to output embedding reinitialization after resizing." + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization after resizing." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "CPU `arange` device placement and ASR training double-shift are unrelated defects." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Qwen2.5-VL video position-id bug and B200 FP8 inference failure are different hardware/model issues." + "reason": "A video position-id regression and an FP8/B200 inference failure are different problems." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "ImportError for a Qwen2.5-VL class is unrelated to DeepSeek Coder detokenization." - }, - { - "left": "issue:44737", - "right": "issue:46894", - "accept": false, - "reason": "XLNet CPU placement bug is unrelated to CohereASR training-loss shifting." + "reason": "Importing a missing class and incorrect detokenization are different failure modes." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Serialization of lm_head.weight by device is not the same as LoRA merge collapse with extended vocab." + "reason": "Both touch tied weights, but one is serialization inconsistency while the other is LoRA merge collapse after vocab extension." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio apply_chat_template sampling-rate default and batched video output shape are different processor bugs." + "reason": "Audio chat-template sample-rate handling is unrelated to batched video output-shape bugs." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Detokenization regression and flash_attn import KeyError are unrelated." + "reason": "Detokenization corruption and a flash-attn import KeyError do not share a concrete code path." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption on from_pretrained is not the same as CLIP text model structure inconsistency." + "reason": "Non-persistent buffer corruption is unrelated to CLIP text-model structure inconsistency." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:43452", + "right": "issue:46512", "accept": false, - "reason": "BigBirdTokenizer special-token registration is unrelated to a GraniteSpeech CI device-override test." + "reason": "GGUF loading failures and stale `config.dtype` after `from_config()` are separate API bugs." }, { - "left": "issue:43452", - "right": "issue:46512", + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "gguf_file loading breakage is unrelated to from_config(dtype=...) leaving config.dtype stale." + "reason": "Tokenizer special-token registration and a stale CI test are not the same bug." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is not the same as a missing falcon_mamba availability helper." + "reason": "These are different missing-import regressions affecting different symbols and remote-code paths." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Different ASR/tokenizer failures: FastSpeech2Conformer loading vs Wav2Vec2 save_pretrained/tokenization." + "reason": "Both involve FastSpeech2ConformerTokenizer, but one is AutoTokenizer loading and the other is save/tokenization behavior; not enough to treat as the same defect." }, { "left": "issue:45200", "right": "issue:46899", "accept": false, - "reason": "mm_token_type_ids defaulting for text-only finetuning is different from quantized vision/audio embedder dtype casting." + "reason": "Defaulting multimodal token type IDs is unrelated to unsafe dtype casts in quantized embedders." }, { "left": "issue:44479", "right": "issue:46192", "accept": false, - "reason": "Qwen video-input regression and return_tensors being ignored are unrelated API bugs." + "reason": "A video-input regression and `return_tensors` being ignored are different API issues." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC.from_latents mismatch and a GraniteSpeech CI test failure do not share the same code path." + "reason": "DAC latent reconstruction mismatch has nothing to do with a stale CI test." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver non-default-resolution failure is unrelated to RT-DETR memory release/leak behavior." + "reason": "Perceiver non-default-resolution failure and RT-DETR memory release are unrelated." }, { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:43335", + "right": "issue:43550", "accept": false, - "reason": "Text-only mm_token_type_ids defaulting is not the same as Qwen2.5-VL rope index scaling for still images." + "reason": "Sparse-layer construction in SwitchTransformers and Bamba torch.compile/SDPA failure are different code paths." }, { - "left": "issue:43335", - "right": "issue:43550", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and Bamba torch.compile/SDPA failure are different model/config problems." + "reason": "`mm_token_type_ids` defaults and Qwen2.5-VL rope-index scaling are unrelated multimodal bugs." }, { "left": "issue:45200", "right": "issue:46932", "accept": false, - "reason": "Both are Gemma4 multimodal, but one is token-type defaults and the other is quantized embedder dtype casting." + "reason": "These are both Gemma4-related, but one is token-type defaults and the other is quantized embedder dtype casting; different bugs." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Qwen3 auto device-map cuda assert on A800 is unrelated to FP8 inference failing on B200." + "reason": "Qwen3 auto device mapping on A800 and FP8 inference on B200 are distinct hardware/runtime issues." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "OmDet-Turbo processor output sizing and LwDetrImageLoss AMP crash are different bugs." + "reason": "Processor output-size mismatch and AMP/CUDA loss crash are unrelated." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC latent reconstruction mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "DAC latent mismatch and qwen3_omni_moe length-helper behavior are different components and failures." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Missing flash-support import and Torch 2.10 incompatibility are separate version/import issues." + "reason": "A missing flash-attention helper import and Torch 2.10 incompatibility are not the same bug." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe helper output lengths." + "reason": "CPU offload device mismatch and a feature-length helper bug are unrelated." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "These are both docs issues, but one is about removed pipeline usage and the other about return_all_scores wording; not the same bug." + "reason": "Both are docs issues, but they refer to different API removals and different pages; not the same underlying change." } ] }, @@ -9545,15 +9502,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 31, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:28282", "issue:29942", @@ -9617,8 +9574,8 @@ "issue:29942|issue:32090", "issue:43611|issue:44466", "issue:43335|issue:43504", - "issue:46424|issue:46858", "issue:44855|issue:45083", + "issue:46424|issue:46858", "issue:43550|issue:44112", "issue:43335|issue:45083", "issue:43335|issue:44112", @@ -9633,20 +9590,20 @@ "issue:45588|issue:45859", "issue:34689|issue:35141" ], - "prepared_review_unit_hash": "445ab89114b3a29ee36658c3690989b9c56c835e7eeb7405fad65377280ace6d", + "prepared_review_unit_hash": "b19827e7e07f22ae33b5d7e2e501b978390ea1fb2f1a59e1d5456c714a2af2f9", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36256, + "serialized_chars": 36254, "estimated_input_tokens": 9064, "estimated_eval_tokens": 18384 }, @@ -9655,186 +9612,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated Transformer issues with only superficial semantic overlap; none of the soft pairs look like the same underlying bug or a mergeable duplicate PR set.", - "confidence": 0.94, - "canonical_issue_reason": "No canonical issue: the candidates span different subsystems and failure modes, so there is no safe duplicate target to anchor the cluster.", + "summary": "This cluster is a loose collection of unrelated Transformers issues rather than one duplicate family. The soft-similarity pairs share broad subsystem vocabulary at best, but none look like the same concrete bug or fixable with a single PR.", + "confidence": 0.86, + "canonical_issue_reason": "No single issue is a clear duplicate hub for the cluster; the items span unrelated failures across model loading, tokenizers, cache logic, audio/vision processors, and training/runtime backends.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong global representative because the set does not cohere around one underlying defect.", + "best_issue_reason": "issue:43335 is the strongest standalone report here: it has the highest discussion volume and a concrete, reproducible runtime failure. It is still not a duplicate of the other items, but it is the best representative issue in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Different bugs: Janus image generation test failure vs a paged-generate warning regression." + "reason": "Both are generation-related, but one is a Janus image-generation test failure and the other is a stale warning about paged generate/num_return_sequences; different bugs and code paths." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Unrelated code paths: SwitchTransformers sparse-layer config vs BigBirdTokenizer special-token registration." + "reason": "MacOS CLIP bus error vs BigBirdTokenizer special-token registration; unrelated subsystems and failure modes." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Different models and failures: LwDetrImageLoss AMP crash vs D-FINE auxiliary-loss behavior." + "reason": "AMP crash in LwDetrImageLoss is not the same bug as D-FINE dropping auxiliary losses when denoising is off." }, { "left": "issue:46512", "right": "issue:46821", "accept": false, - "reason": "Core APIs differ: stale model.config.dtype after from_config vs TimesFM window_size AttributeError." + "reason": "Stale config dtype after from_config is unrelated to TimesFM's window_size AttributeError." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Both are audio-related, but one is a feature-extractor argument regression and the other is Whisper empty-transcription generation." + "reason": "Both touch audio-related preprocessing, but one is an unsupported center argument and the other is empty transcription after special-token alignment; different code paths." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Both concern model structure, but they affect different classes and code paths (Qwen multimodal config vs CLIP text model layout)." + "reason": "Composite Qwen text_config unwrapping and CLIP text-model structure changes are distinct model-loading issues." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Different failure modes: missing PyTorch ImportError vs MacOS bus error loading a community CLIP model." + "reason": "Missing PyTorch import and a MacOS CLIP bus error are unrelated." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both mention labels, but one is metrics batching and the other is Beit image-processor label reduction." + "reason": "Different label-handling bugs: one drops tuple elements in gather_for_metrics, the other truncates labels in BeitImageProcessorFast." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Completely different symptoms: zero probabilities in Siglip2 vs RT-DETR memory not being released." + "reason": "Unexpected zero probabilities and RT-DETR memory not releasing are different bugs with different symptoms." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Separate regressions: Flash Attention 2 test failures vs Trainer GPU broadcast rejecting NoneType." + "reason": "Flash Attention 2 test failures and a _gpu_broadcast_one NoneType error in Trainer are unrelated." }, { "left": "issue:43611", "right": "issue:44466", "accept": false, - "reason": "Different v5 regressions: base_model_prefix loading vs lm_head.weight serialization/tied-weight behavior." + "reason": "Both involve v5 model compatibility, but one is base_model_prefix loading and the other is lm_head serialization/tied weights." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Different subsystems: SwitchTransformers config bug vs Beit semantic-segmentation preset loading." + "reason": "CLIP MacOS bus error vs BEiT legacy-field load failure; not the same bug." }, { - "left": "issue:46424", - "right": "issue:46858", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "Both are cache-related, but one is max_cache_length policy and the other is seq_length device-tensor arithmetic in prefill." + "reason": "Python 3.13 torch.jit parsing failure is unrelated to qwen3_omni_moe feature-length helper behavior." }, { - "left": "issue:44855", - "right": "issue:45083", + "left": "issue:46424", + "right": "issue:46858", "accept": false, - "reason": "Unrelated: Python 3.13 import parsing failure in DebertaV2Model vs qwen3_omni_moe feature-length helper behavior." + "reason": "max_cache_length being ignored for quantized cache is a different cache bug from device-tensor seq_length breaking static-cache arithmetic." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Different domains: torch.compile/SDPA failure in Bamba vs a GraniteSpeech CI stale-device test." + "reason": "Bamba torch.compile SDPA failure and GraniteSpeech stale device-override CI failure are unrelated." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "No common bug: sparse encoder layer creation vs a helper computing feature-extractor output lengths." + "reason": "MacOS CLIP bus error is unrelated to qwen3_omni_moe feature-length helper arithmetic." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "Different code paths and symptoms; shared only by being bugs in Transformers." + "reason": "MacOS CLIP bus error and GraniteSpeech stale device override are unrelated." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Both are import/environment issues, but one is flash_attn on Python 3.13 and the other is Windows ROCm torch.distributed dependency handling." + "reason": "flash_attn KeyError on Python 3.13 and Windows ROCm distributed import failure are different import/runtime issues." }, { "left": "issue:46431", "right": "issue:46566", "accept": false, - "reason": "Different failures: missing chat template on a processor vs DiffusionGemma weights stuck on meta with device_map=auto." + "reason": "Missing chat template ValueError and DiffusionGemma staying on meta with device_map=auto are unrelated." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both involve chat templating, but one crashes on assistant tool calls with no content and the other is continue_final_message for mistral_common tokenizers." + "reason": "Both involve chat templating, but one crashes on assistant tool calls with no content while the other is a mistral_common continue_final_message bug; not the same path." }, { "left": "issue:43335", "right": "issue:43606", "accept": false, - "reason": "Unrelated: sparse-layer config for SwitchTransformers vs CPU offload device mismatch in bark-small." + "reason": "CLIP bus error on MacOS and bark-small CPU-offload device mismatch are different bugs." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Different model families and bugs: Pegasus output drift between versions vs recurrent-state reset in modular_qwen3_5 cache handling." + "reason": "Pegasus v4/v5 output regression and qwen recurrent-state reset with cache are unrelated model behavior bugs." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they are for different missing symbols in different modules and likely different version breaks." + "reason": "Missing _flash_supports_window_size and missing HybridCache are both import errors, but for different symbols and causes." }, { "left": "issue:44617", "right": "issue:46697", "accept": false, - "reason": "No overlap in bug shape: CUDA OOM in Sam3Video vs Swin2SR image over-padding." + "reason": "CUDA OOM for Sam3Video is unrelated to Swin2SR image over-padding." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Different issues: local-path import warning with trailing slash vs unit-test failure loading GLM-4.7-Flash." + "reason": "Local-path import warning and GLM-4.7-Flash test loading failure are different issues." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Both touch Qwen/flash-attention areas, but one is an AttributeError on s_aux=None and the other is CPU-offload incompatibility in rotary embedding." + "reason": "flash_attention.py s_aux=None crash and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are different code paths." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Different model-loading regressions: Llama 3.2 Vision load breakage vs post_init reinitializing output embeddings after resize." - }, - { - "left": "issue:43504", - "right": "issue:43335", - "accept": false, - "reason": "Reversed pair from a different bug family: legacy-field loading in Beit vs SwitchTransformers sparse-layer config." - }, - { - "left": "issue:43388", - "right": "issue:43526", - "accept": false, - "reason": "Reversed pair already rejected: batch label trimming vs BeitImageProcessorFast label reduction are separate behaviors." + "reason": "Llama 3.2 Vision load regression and post_init reinitializing lm_head on resize are unrelated." } ] }, @@ -9848,15 +9793,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 32, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:10000", "issue:15354", @@ -9910,23 +9855,23 @@ "issue:43819|issue:44493", "issue:44514|issue:44521", "issue:39692|issue:43526", - "issue:29127|issue:32090", "issue:43606|issue:44857", + "issue:29127|issue:32090", "issue:44206|issue:45823", "issue:39692|issue:44493", "issue:43278|issue:43825", "issue:28218|issue:32090", - "issue:43720|issue:44112", "issue:10000|issue:15354", + "issue:43720|issue:44112", "issue:43701|issue:45083", "issue:44448|issue:44779", "issue:45310|issue:45478", - "issue:45127|issue:45245", "issue:26413|issue:31501", + "issue:45127|issue:45245", "issue:44857|issue:45072", "issue:32090|issue:33357", - "issue:42490|issue:43575", "issue:43550|issue:45083", + "issue:42490|issue:43575", "issue:38175|issue:44493", "issue:45459|issue:46234", "issue:44360|issue:44561", @@ -9936,20 +9881,20 @@ "issue:29870|issue:32090", "issue:43278|issue:43329" ], - "prepared_review_unit_hash": "66b9a799bec37a66669057e91fcec15ee1a8211c03a9c6e43fa2871f0a099ec9", + "prepared_review_unit_hash": "d9a3d0d8e487b3059b94309302e0054f466ff424ba0b42416ad13425b1919173", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35580, + "serialized_chars": 35578, "estimated_input_tokens": 8895, "estimated_eval_tokens": 18046 }, @@ -9958,186 +9903,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues across different models and subsystems. The only clear duplicate pair is the Qwen3.5 MoE `from_pretrained` regression; everything else is too broad or too different to merge.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45310 is the earlier, fuller report of the exact Qwen3.5 MoE `from_pretrained` regression; 45478 is a later duplicate of the same bug.", + "summary": "The cluster is mostly heterogeneous; almost all soft pairs are clearly different bugs. The only clear duplicate is the Qwen3.5 MoE `from_pretrained` regression (45310/45478).", + "confidence": 0.89, + "canonical_issue_reason": "issue:45478 is the cleanest canonical anchor: it is an exact duplicate of 45310 with the same concrete Qwen3.5 MoE `from_pretrained` failure and slightly more discussion.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best representative issue in this set because it is the clearest and earliest exact duplicate pair, with slightly more context than the later report.", + "best_issue_reason": "issue:45478 is the best representative issue in the cluster because it captures the only true duplicate pair and states the bug concretely and consistently.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "Different failures in different code paths: DAC latent decoding vs position-id/key warnings." + "reason": "Different problems: DAC latent conversion parity vs a broad model-loading unexpected-key warning." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both involve chat templates, but one is a batched-padding crash and the other is incorrect multimodal assistant masks; not the same concrete bug." + "reason": "Same subsystem, but different symptoms and conditions: batched padding=False crash vs all-zero assistant masks for multimodal inputs." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "Unrelated vision/processor problems with no shared underlying defect." + "reason": "Unrelated: SigLIP2 docs/example issues versus BEiT fast processor label reduction bug." }, { - "left": "issue:29127", - "right": "issue:32090", + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "Clarity of a LayoutLMv3 error message is unrelated to a Trainer GPU broadcast type error." + "reason": "Different code paths: CPU offload device mismatch vs float16 AMP crash in a detection loss." }, { - "left": "issue:43606", - "right": "issue:44857", + "left": "issue:29127", + "right": "issue:32090", "accept": false, - "reason": "Both are device/dtype-related, but they affect different models and failure modes." + "reason": "LayoutLMv3 error-message/validation issue is unrelated to Trainer `_gpu_broadcast_one` NoneType failure." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Different bugs: unsupported `center` arg in a feature extractor vs Gemma4 device-map mismatch." + "reason": "Both are device-related, but they affect different models and distinct failure modes; not the same bug." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "No same underlying bug; one is a SigLIP2 doc/example issue, the other is a position-id key warning." + "reason": "Doc/example errors are not the same underlying issue as the unexpected key/position-id regression." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype drift and pipeline error-message regression are unrelated." + "reason": "Training/eval dtype drift is unrelated to the v5 pipeline translation-support error message." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer spacing bug and Trainer broadcast type error are unrelated." + "reason": "Tokenizer spacing bug and Trainer broadcast NoneType error are unrelated." }, { - "left": "issue:43720", - "right": "issue:44112", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "Packed-weight loading failure is unrelated to a stale CI test in GraniteSpeech." + "reason": "Completely different models and failures: German DistilBERT issue vs torch.jit generator expression export problem." }, { - "left": "issue:10000", - "right": "issue:15354", + "left": "issue:43720", + "right": "issue:44112", "accept": false, - "reason": "Different models and different issues: DistilBert/German vs ViT JIT export." + "reason": "Packed-weight loading bug vs GraniteSpeech CI test failure are different issues." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "Checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Both are v4/v5 regressions, but they affect different components and code paths." + "reason": "Both are v4/v5 regressions, but in different subsystems: Pegasus output drift vs DeepSeek tokenizer regression." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same title and same concrete regression: `transformers>=5.4.0` breaks Qwen3.5 MoE `from_pretrained`." + "reason": "Exact duplicate reports of the same Qwen3.5 MoE `from_pretrained` regression with the same title and root cause." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:26413", + "right": "issue:31501", "accept": false, - "reason": "LoRA/tied-embedding collapse and category-count limit are unrelated failures." + "reason": "Resume-from-checkpoint epoch-iterator empty error is not the same as FineWeb training not starting." }, { - "left": "issue:26413", - "right": "issue:31501", + "left": "issue:45127", + "right": "issue:45245", "accept": false, - "reason": "Resume-from-checkpoint epoch iterator failure is not the same as training not starting." + "reason": "LoRA merge/vocab-collapse bug is unrelated to the 2^24 category-limit RuntimeError." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Different model-specific numeric/device mismatches; not mergeable as one bug." + "reason": "Both involve numeric precision, but they are different failures in different models and code paths." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer broadcast error and MacOS CLIP bus error are distinct failure modes." + "reason": "Trainer NoneType broadcast failure is unrelated to the MacOS bus error on a CLIP model." }, { - "left": "issue:42490", - "right": "issue:43575", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "Local-path import warning is unrelated to Qwen2-57B tensor-parallel OOM." + "reason": "torch.compile/SDPA failure and qwen3_omni_moe feature-length bug are unrelated." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:42490", + "right": "issue:43575", "accept": false, - "reason": "Torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe length calculation." + "reason": "Local-path import warning is unrelated to Qwen2-57B tensor-parallel OOM." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is not the same bug as a position-id warning." + "reason": "SigLIP2 zero-probability behavior is a different bug from the unexpected key/position-id warning." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer error handling with missing protobuf and a missing import_utils helper are unrelated." + "reason": "Tokenizer protobuf error handling and missing `is_falcon_mamba_ssm_available` symbol are unrelated." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "A missing ReLU in a DSA indexer is unrelated to trust_remote_code breakage from removing `is_torch_fx_available`." + "reason": "DSA indexer ReLU discussion is unrelated to v5 removal of `is_torch_fx_available`." }, { "left": "issue:45593", "right": "issue:47000", "accept": false, - "reason": "Different detection-loss bugs with different failure mechanisms." + "reason": "Both are detection-loss issues, but they describe different concrete failures and code paths." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "Flash Attention 2 support and Llama 3.2 Vision model loading are unrelated." + "reason": "Flash Attention 2 support issue and model-loading regression are different bugs." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Failing FA2 tests and token-embedding reinit on resize are unrelated." + "reason": "Failing Flash Attention 2 tests are unrelated to embedding reinitialization after resizing token embeddings." }, { "left": "issue:29870", "right": "issue:32090", "accept": false, - "reason": "BART generate-time decoder mask bug is unrelated to GPU broadcast type handling." + "reason": "BART `generate()` decoder mask bug is unrelated to the Trainer `_gpu_broadcast_one` NoneType error." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Evaluate-time dtype drift and multimodal video-token helper undefined variables are different bugs." + "reason": "Training/eval dtype drift is unrelated to the undefined-name bug in the video branch of `_get_num_multimodal_tokens`." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair, issue:45310 / issue:45478, is clearly the same Qwen3.5 MoE `from_pretrained` regression with identical titles and close evidence. The other soft-edge rejections are cautious and do not overstate similarity beyond the titles/evidence shown." + "feedback": "Summary is well grounded in the packet and stays conservative on the soft pairs. The only clearly supported duplicate is 45310/45478, which share the same title and specific Qwen3.5 MoE from_pretrained regression. No soft-edge verdict appears overstated." }, "evaluator_used": true, "retried": false, @@ -10148,15 +10093,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 33, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:25251", "issue:29127", @@ -10168,6 +10113,7 @@ "issue:37428", "issue:39692", "issue:40444", + "issue:41720", "issue:42175", "issue:42490", "issue:43257", @@ -10211,15 +10157,15 @@ "issue:45290|issue:45381", "issue:44464|issue:46424", "issue:43257|issue:43299", - "issue:44448|issue:44977", "issue:29870|issue:33290", - "issue:40444|issue:43526", + "issue:44448|issue:44977", "issue:43278|issue:43381", + "issue:40444|issue:43526", "issue:44855|issue:46399", "issue:32090|issue:33290", "issue:25251|issue:32090", - "issue:43927|issue:45698", "issue:45290|issue:46655", + "issue:43927|issue:45698", "issue:45920|issue:46192", "issue:44977|issue:45229", "issue:44530|issue:47276", @@ -10228,217 +10174,224 @@ "issue:43873|issue:45229", "issue:29127|issue:34567", "issue:43381|issue:43701", - "issue:33357|issue:39692", "issue:44871|issue:44977", "issue:44448|issue:44466", "issue:46421|issue:46858", + "issue:33357|issue:39692", "issue:44186|issue:45198", "issue:45588|issue:45823", "issue:43278|issue:43575", + "issue:41720|issue:45229", "issue:44361|issue:45198" ], - "prepared_review_unit_hash": "e0a4e136c2f3f27288df5cf272661001053cb3e5b1ad834bc625a47376bca2de", + "prepared_review_unit_hash": "b53ca65699c65d88e88573f571486140ec46d27b1e784450caf6b9282b9c7b98", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36086, - "estimated_input_tokens": 9022, - "estimated_eval_tokens": 18300 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36957, + "estimated_input_tokens": 9240, + "estimated_eval_tokens": 18736 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly broad topical similarities, not true duplicate bugs. None look safe to merge as the same underlying issue/change, so all soft edges are rejected. If an issue anchor is needed, issue 43873 is the strongest standalone report, but it is not a duplicate of the others.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 43873 is the most active and concrete standalone bug report in the set, but the items are too heterogeneous to form a real duplicate cluster.", + "summary": "This cluster is not a true duplicate set: the issues span unrelated regressions in tokenizers, cache/compile paths, model loading, docs, and trainer/runtime behavior. The semantic overlap is mostly broad subsystem vocabulary rather than the same concrete bug or fix.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 45920 is the best representative if one must be chosen: it has broad model impact, multiple inbound references, and a concrete regression description. That said, the cluster as a whole is heterogeneous, so this is only a weak canonical fit.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 has the highest signal for follow-up: active discussion, inbound references, and a specific reproducible cache/quantization problem.", + "best_issue_reason": "Issue 45920 is the most central/high-signal issue in the set and the closest thing to a cluster anchor; the rest are mostly isolated, non-duplicate failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37428", "right": "issue:42175", "accept": false, - "reason": "Different bugs: missing internal flash-attention symbol vs packaging/dependency omission for tensorflow." + "reason": "Unrelated problems: a flash-attention import error vs TensorFlow missing from a torch-only install." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal, but one is chat-template/tool-call handling and the other is video vision-position-id logic." + "reason": "Both are chat/VL input bugs, but one is apply_chat_template tool-call handling and the other is Qwen2.5-VL video vision_position_ids." }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "Cache-related, but one is chunked generation with compiled forward and the other is max_cache_length handling for quantized cache only." + "reason": "Both touch cache/generation, but one is chunked generation with compiled forward and the other is max_cache_length behavior for quantized cache." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Same model family, different failure modes: loading/conversion with accelerate+deepspeed vs a v5 load regression for Qwen3VL MoE." - }, - { - "left": "issue:44448", - "right": "issue:44977", - "accept": false, - "reason": "Different model families and symptoms: Pegasus v4/v5 output drift vs Qwen3.5 flash-attention generation failure." + "reason": "Same model family, different failure modes: accelerate+deepspeed weight conversion vs v5 load break for Qwen3VL MoE." }, { "left": "issue:29870", "right": "issue:33290", "accept": false, - "reason": "UnboundLocalError in generate() is unrelated to an OOM from Adafactor + DeepSpeed." + "reason": "Bart generate() UnboundLocalError is unrelated to a DeepSpeed Adafactor OOM." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "One is finetuning with multiple images per prompt; the other is BEiT Fast label reduction returning the wrong shape/value." + "reason": "Different bugs: Pegasus output regression vs Qwen3.5 flash-attention generation failure." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Eval-mode dtype drift is not the same bug as gradient checkpointing being disallowed in eval." + "reason": "One is dtype drift in evaluate; the other is gradient checkpointing being invalid in eval mode." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Different components and symptoms: Qwen2.5-VL iterable multi-image finetuning vs BeitImageProcessorFast label reduction." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Both involve decorators/parsing, but one is Python 3.13 import syntax and the other is a missing registration decorator in Qwen3.5 kernels." + "reason": "Both mention decorator-related failures, but they are distinct import/parse vs registration issues in different model code paths." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Distributed broadcast of NoneType is unrelated to optimizer memory exhaustion." + "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to Adafactor memory blowup under DeepSpeed." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting behavior is a different code path from trainer broadcast failure." + "reason": "Pipeline top_k nesting change is unrelated to trainer GPU broadcast type errors." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:45290", + "right": "issue:46655", "accept": false, - "reason": "Save/load serialization bugs, but one loses custom token IDs and the other loads the wrong custom module." + "reason": "apply_chat_template tool-call crash and SmolVLM video padding bug are different code paths." }, { - "left": "issue:45290", - "right": "issue:46655", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Chat-template tool-call crash is unrelated to the SmolVLM video padding calculation bug." + "reason": "Both involve save/load behavior, but one is config token IDs lost and the other is wrong custom module loading." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Tokenizer regression across multiple models is not the same as return_tensors being ignored when text_kwargs is passed." + "reason": "Tokenizer regression vs return_tensors being ignored when text_kwargs is passed are different API bugs." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation bug and multi-GPU CUDA OOM are different failures." + "reason": "Flash-attention generation failure is not the same as multi-GPU CUDA OOM." }, { "left": "issue:44530", "right": "issue:47276", "accept": false, - "reason": "A PagedAttentionCache crash is not the same as a misleading warning message." + "reason": "PagedAttentionCache crash on Qwen3.5 is unrelated to a misleading synced_gpus warning." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Removal of a helper breaking trust_remote_code models is different from DeepSeek tokenizer output regression." + "reason": "One is a trust_remote_code API removal breakage; the other is a DeepSeek tokenizer regression." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Trailing-slash import warning is unrelated to quantization offloading not working." + "reason": "Local-path import warning is unrelated to quantization offloading not working." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Offloading/quantization behavior is not the same as Gemma4 multi-GPU OOM." + "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are not the same underlying bug." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState token tracking are unrelated." + "reason": "LayoutLMv3 error-message clarity issue is unrelated to TrainerState token-count tracking." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Checkpointing in eval mode and resume checkpoint key mismatch are different training-state bugs." - }, - { - "left": "issue:33357", - "right": "issue:39692", - "accept": false, - "reason": "MacOS bus error in CLIP loading is unrelated to SigLIP2 documentation example errors." + "reason": "Eval-mode gradient checkpointing restriction is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "EOS-token config mismatch is a different issue from flash-attention generation failure." + "reason": "Gemma eos_token_id config inconsistency is unrelated to Qwen3.5 flash-attention generation failure." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Both are v4/v5 regressions, but one changes model outputs and the other serializes lm_head.weight inconsistently." + "reason": "Pegasus output regression and lm_head.weight serialization inconsistency are distinct v4/v5 issues." }, { "left": "issue:46421", "right": "issue:46858", "accept": false, - "reason": "Spurious recompilation from lazy cache init is different from get_seq_length returning a device tensor and breaking slice arithmetic." + "reason": "Both involve cache/prefill, but one is recompilation from lazy init and the other is a tensor-type bug in get_seq_length arithmetic." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 docs-example errors are unrelated." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "Tokenizer crashes on NER padding/truncation are unrelated to Wav2Vec2 save_pretrained/tokenization failures." + "reason": "LayoutLMv2 tokenizer crashes and Wav2Vec2 save/tokenization failures are unrelated tokenizer/model bugs." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Flash-attention aux-state crash and Gemma4 device mismatch are different code paths and symptoms." + "reason": "Flash-attention sinkless-model AttributeError and Gemma4 PLE device mismatch are different forward-path problems." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Eval dtype change is unrelated to OOM when loading a large Qwen2 model with tensor parallelism." + "reason": "Embedding dtype drift during eval is unrelated to Qwen2-57B tp loading OOM." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and Gemma4 multi-GPU OOM are different device-placement failures." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are different tokenizer/model bugs." + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save_pretrained/tokenization failure are not the same bug." } ] }, @@ -10452,15 +10405,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 34, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:29127", "issue:29870", @@ -10469,7 +10422,6 @@ "issue:33357", "issue:34689", "issue:35141", - "issue:41720", "issue:42490", "issue:42915", "issue:42994", @@ -10494,8 +10446,8 @@ "issue:44743", "issue:44977", "issue:45198", - "issue:45229", "issue:45372", + "issue:45406", "issue:45412", "issue:45440", "issue:45459", @@ -10507,12 +10459,12 @@ "issue:45803", "issue:46121", "issue:46693", + "issue:46701", "issue:47217", "issue:47276" ], "soft_pairs": [ "issue:43976|issue:45440", - "issue:41720|issue:45229", "issue:29942|issue:30064", "issue:43611|issue:46121", "issue:45198|issue:45803", @@ -10521,8 +10473,8 @@ "issue:43412|issue:45588", "issue:29870|issue:34689", "issue:44077|issue:47276", - "issue:42915|issue:42994", "issue:43653|issue:44743", + "issue:42915|issue:42994", "issue:43756|issue:45440", "issue:44977|issue:45563", "issue:43653|issue:44442", @@ -10535,214 +10487,215 @@ "issue:43065|issue:45412", "issue:43575|issue:44387", "issue:29127|issue:35141", - "issue:45372|issue:45588", "issue:43994|issue:45412", + "issue:45372|issue:45588", "issue:43526|issue:47217", "issue:45440|issue:45593", + "issue:45406|issue:46701", "issue:45459|issue:45712" ], - "prepared_review_unit_hash": "708d81b5971fad0d1186dd216f6b5a3aa010f7b95fd422875195c056d4261fb9", + "prepared_review_unit_hash": "fcdc33d3d9843063a7b28c083868cf63b727fc74c8672824a695a9d783f76735", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35934, - "estimated_input_tokens": 8984, - "estimated_eval_tokens": 18224 + "serialized_chars": 36002, + "estimated_input_tokens": 9001, + "estimated_eval_tokens": 18258 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like the same underlying bug or change; these are mostly unrelated issues that happen to share broad themes like quantization, generation, or model loading. I chose issue 46693 as the best representative because it is a clear regression report with the highest engagement and broad impact.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 46693 is the strongest representative of the set: it is a concrete regression report, has the most discussion/inbound references, and is described clearly enough to stand in as the cluster\u2019s exemplar.", + "summary": "The soft links are superficial: these issues cover many unrelated bugs, regressions, and feature gaps rather than one underlying defect.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue; these reports span unrelated bugs/regressions across different models and subsystems.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46693 is the best global representative because it has the clearest regression framing and the strongest evidence of user impact and follow-up.", + "best_issue_reason": "No issue is a reliable cluster representative for the same reason.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Different problems: Python/version loading failure vs model-implementation divergence for DeepSeekV3." - }, - { - "left": "issue:41720", - "right": "issue:45229", - "accept": false, - "reason": "Both are multi-GPU/model-loading failures, but one is a cudaErrorAssert from device mapping and the other is an OOM; not the same bug." + "reason": "Different failure modes: Python-version compatibility vs model output divergence." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated subsystems and failure modes." + "reason": "Flash-Attention 2 test failures vs void-segmentation image processing." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "Base-model-prefix loading regression and rope-validation type handling are separate code paths." + "reason": "`base_model_prefix` loading regression is unrelated to rope-parameter type handling." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure vs Fuyu\u2019s broad exception swallowing errors; not the same underlying issue." + "reason": "Wav2Vec2 save/tokenization failure vs broad bare-except bug in Fuyu." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Unsupported center argument in LASR feature extraction is unrelated to the Qwen video-input regression." + "reason": "Unsupported `center` arg in LaSR vs Qwen VL video-input regression." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Missing BOS/EOS token insertion is a tokenizer behavior bug, while the other is a GPU NaN/attention-window issue." + "reason": "Tokenizer special-token addition issue vs Gemma3 NaN embeddings." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Executorch export guard/erfinv support and flash_attention s_aux=None crash are different concrete failures." + "reason": "Executorch export/guard problem vs flash-attention `s_aux=None` crash." }, { "left": "issue:29870", "right": "issue:34689", "accept": false, - "reason": "Bart generate() decoder mask initialization bug vs Llama 3.2 model loading regression; unrelated." + "reason": "BART generate-mask bug vs Llama 3.2 vision model-loading regression." }, { "left": "issue:44077", "right": "issue:47276", "accept": false, - "reason": "Optional post_init handling in patchtsmixer is unrelated to the stale synced_gpus warning in continuous batching." + "reason": "PatchTSMixer `post_init` API issue vs misleading warning text." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "Both mention quantization, but one is an FP8 config failure and the other is a quantized model saving failure; different paths." + "reason": "BigBird special-token decode bug vs Qwen recurrent-state reset." }, { - "left": "issue:43653", - "right": "issue:44743", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated bugs." + "reason": "FP8 config failure vs quantized-model save failure." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE-layer selection bug does not match the DeepSeekV3MoE divergence report." + "reason": "Smollm3 RoPE-layer mismatch vs DeepSeek implementation divergence." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Flash-attention generation breakage is not the same as a stale warning for num_return_sequences." + "reason": "Qwen3.5 flash-attn generation bug vs stale warning for `num_return_sequences`." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "Tokenizer special-token registration issue vs AutoTokenizer failing to load a different tokenizer class." + "reason": "BigBird tokenizer decode issue vs FastSpeech2Conformer tokenizer loading." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export incompatibility with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." + "reason": "Torch export/check failure vs Wav2Vec2 save/tokenization failure." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "TP OOM on model load and resume_from_checkpoint key mismatch are distinct problems." + "reason": "TP OOM on Qwen2 vs checkpoint-key mismatch on resume." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Dummy Conv2d placeholder issue is not the same as Siglip2 producing bad outputs with AutoModel/pipeline." + "reason": "Sam3 dummy Conv2d cleanup issue vs SigLIP2 bad outputs in AutoModel/pipeline." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error-message clarity and CLIP bus-error on macOS are unrelated." + "reason": "LayoutLMv3 box-content error handling vs CLIP MacOS bus error." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Trailing-slash import warning and gradient-checkpointing-in-eval failure are different behaviors." + "reason": "Trailing-slash import warning vs gradient-checkpointing-in-eval bug." }, { "left": "issue:45491", "right": "issue:46693", "accept": false, - "reason": "NaN embeddings from all-padding attention windows are a correctness bug, while this is a performance regression." + "reason": "Gemma3 mixed-length NaNs vs long-context FA2 performance regression." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Dummy class cleanup and RT-DETR memory leak are unrelated maintenance vs runtime issues." + "reason": "Dummy layer cleanup vs RT-DETR memory release bug." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "OOM when loading a large model with tensor parallelism is not the same as increased reserved memory under int4 quantization." + "reason": "Different OOM causes: tensor-parallel loading vs int4 reserved-memory regression." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "An unclear error message in LayoutLMv3 does not match the embedding reinitialization bug." + "reason": "Error-message clarity issue vs embedding reinitialization bug." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "Gemma4 processor import dependency failure and flash_attention sink-less crash are separate code paths." + "reason": "SigLIP2 inference correctness vs RT-DETR memory leak." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "Siglip2 inference correctness issue vs RT-DETR memory release problem; no shared underlying bug." + "reason": "Gemma 4 processor import failure vs flash-attention `s_aux` attribute crash." }, { "left": "issue:43526", "right": "issue:47217", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and VL placeholder-in-user-text failure are different image-processing issues." + "reason": "BEiT Fast label reduction bug vs VL placeholder-in-text failure." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeekV3MoE implementation divergence and D-FINE auxiliary-loss omission are unrelated." + "reason": "DeepSeek implementation divergence vs D-FINE auxiliary-loss omission." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4 processor `_tokenizer` crash vs DiffusionGemma pipeline output bug." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Tokenizer error masking with missing protobuf and leftover dummy classes are separate maintenance issues." + "reason": "Tokenizer error masking vs leftover dummy classes in repo checks." } ] }, @@ -10756,15 +10709,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 35, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:27957", "issue:29127", @@ -10773,13 +10726,13 @@ "issue:35141", "issue:42915", "issue:43066", + "issue:43316", "issue:43334", "issue:43381", "issue:43421", "issue:43526", "issue:43531", "issue:43646", - "issue:43761", "issue:43824", "issue:43873", "issue:43931", @@ -10806,20 +10759,18 @@ "issue:45584", "issue:45588", "issue:45834", - "issue:45859", "issue:46121", "issue:46369", "issue:46399", "issue:46640", "issue:46693", - "issue:46701", - "issue:46821" + "issue:46821", + "issue:47312" ], "soft_pairs": [ - "issue:45406|issue:46701", "issue:43334|issue:43531", - "issue:43421|issue:45491", "issue:44625|issue:45584", + "issue:43421|issue:45491", "issue:44442|issue:45072", "issue:45372|issue:45406", "issue:45250|issue:46640", @@ -10831,216 +10782,210 @@ "issue:27957|issue:33290", "issue:33290|issue:34689", "issue:27957|issue:29127", - "issue:43824|issue:44279", "issue:33290|issue:35141", "issue:43526|issue:46693", + "issue:43824|issue:44279", "issue:43994|issue:46369", - "issue:42915|issue:43931", "issue:43381|issue:43873", "issue:44857|issue:45588", + "issue:42915|issue:43931", "issue:45588|issue:46821", "issue:46121|issue:46399", + "issue:43316|issue:47312", "issue:44514|issue:45381", "issue:43646|issue:44077", - "issue:44743|issue:44811", - "issue:43761|issue:45859" + "issue:44743|issue:44811" ], - "prepared_review_unit_hash": "67625767d2cc9ac97b033128b9b623460bbb4aa19006cbe568bc1387c15efc98", + "prepared_review_unit_hash": "8c935f0c550b3072a1892a273b56bb6074f6f84cdff1f60b3d89b82cb4daeee0", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35955, - "estimated_input_tokens": 8989, - "estimated_eval_tokens": 18234 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34987, + "estimated_input_tokens": 8747, + "estimated_eval_tokens": 17750 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated model-loading, tokenizer, vision, memory, and FlashAttention issues. None of the soft-similarity pairs are strong enough to treat as true duplicates or mergeable PR-equivalents.", - "confidence": 0.95, - "canonical_issue_reason": "issue:43824 is the strongest anchor candidate because it is a concrete, user-facing loading regression with inbound references and discussion, but the cluster overall is too mixed to have a true canonical issue.", + "summary": "This cluster is heterogeneous: the soft pairs only show superficial topical overlap (Qwen, Gemma, Flash Attention, tokenizers, memory, etc.), but not the same concrete bug or fix path. I would not merge any of the suggested pairs as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "No strong canonical duplicate anchor; the issues span unrelated subsystems and failure modes, so there isn't a single issue that clearly represents the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 is the most suitable global issue representative by specificity and visibility; it is still only a weak representative because the other items do not share the same bug.", + "best_issue_reason": "issue:45372 is the most concrete/high-signal report in the set: it has a specific reproducible Gemma 4 processor loading failure and clear user impact.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45406", - "right": "issue:46701", - "accept": false, - "reason": "Both involve Gemma4-related names, but one is a processor attribute error and the other is a pipeline/output-class failure; different code paths and fixes." - }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Same broad Qwen naming, but one is a Qwen3-VL config attribute error and the other is a Qwen3-MoE sliding-window bug; not the same bug." + "reason": "Both mention Qwen, but one is a Qwen3-VL loading AttributeError and the other is a sliding_window bug in Qwen3-MoE; different code paths and fixes." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:44625", + "right": "issue:45584", "accept": false, - "reason": "Tokenizer post-processor update behavior is unrelated to Gemma3 NaN embeddings from sliding-window/all-padding windows." + "reason": "Unrelated: Qwen3.5 num_labels propagation vs Whisper generation on empty transcription after align_special_tokens." }, { - "left": "issue:44625", - "right": "issue:45584", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are unrelated issues." + "reason": "Tokenizer post-processor updates at runtime are unrelated to Gemma3 sliding-window NaN embeddings." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "AutoTokenizer loading a tokenizer class and dtype mismatches in inference are different subsystems and failures." + "reason": "FastSpeech2ConformerTokenizer loading failure is not the same bug as dtype mismatches in SwitchTransformers/TimmWrapperModel bfloat16 inference." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Both touch Gemma4 loading, but one is an import/dependency break and the other is a missing _tokenizer attribute; not the same underlying fix." + "reason": "Both involve Gemma4, but one is a missing mistral_common import and the other is a missing _tokenizer attribute in serve; different root causes." }, { "left": "issue:45250", "right": "issue:46640", "accept": false, - "reason": "Both mention Flash Attention 2, but one is a generic topic title and the other is a performance regression; too broad to be the same bug." + "reason": "Both are about Flash Attention 2 in name only; one is a generic FA2 issue, the other is a specific open bug report with different symptoms." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Tokenizer v5 decoder-type regression and ignoring tokenizer.json are different loading behaviors with different root causes." + "reason": "Wrong decoder type in v5 is a different tokenizer-stack issue from AutoTokenizer ignoring tokenizer.json in a repo." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "Both mention memory issues, but they concern different models and failure modes; not the same concrete bug." + "reason": "Both mention memory, but RT-DETR GC/leak behavior and sam3-litetext memory overflow are distinct problems." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-count runtime error is unrelated to a stale warning in paged generate()." + "reason": "Category-count overflow and stale num_return_sequences warning are unrelated generate/model-validation issues." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BEiT label reduction bug and Kosmos2.5 OCR index error are different image-processing failures." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 long OCR index errors." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "ImportError from mistral_common and protobuf-exception masking in tokenizer decode are different problems." + "reason": "Gemma4 processor loading via missing ReasoningEffort import is not the same as tokenizer decode errors hidden when protobuf is absent." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "XLMRoberta FlashAttention2 support and Adafactor/deepspeed OOM are unrelated." + "reason": "XLM-RoBERTa Flash Attention 2 support and Adafactor/deepspeed OOM are different performance/runtime issues." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "OOM with Adafactor in deepspeed and Llama 3.2 Vision model-loading break are different bugs." + "reason": "Adafactor OOM and Llama 3.2 Vision model loading break are separate failures with different causes." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "FlashAttention2 support for XLMRoberta is unrelated to a LayoutLMv3 box-validation error message." - }, - { - "left": "issue:43824", - "right": "issue:44279", - "accept": false, - "reason": "A specific Qwen2_5_VL import failure and a vague dependency issue are not the same concrete bug." + "reason": "Flash Attention 2 support for XLM-RoBERTa is unrelated to LayoutLMv3 box-validation error messaging." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Optimizer OOM and embedding reinitialization after resize are unrelated." + "reason": "Optimizer OOM in deepspeed does not match the token-embedding resize / post_init reinitialization bug." }, { "left": "issue:43526", "right": "issue:46693", "accept": false, - "reason": "Label reduction in BEiTImageProcessorFast is unrelated to FlashAttention2 long-context performance regression." + "reason": "Beit label handling and FA2 long-context performance regression are different models and different symptoms." }, { - "left": "issue:43994", - "right": "issue:46369", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "SigLIP2 nonsensical outputs and SAM3-LiteText memory overflow are different model-specific failures." + "reason": "Qwen2.5-VL import failure is not the same as a vague dependency issue with transformers." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:43994", + "right": "issue:46369", "accept": false, - "reason": "FineGrainedFP8Config failure in Qwen3Moe and Qwen3-VL shape mismatch are distinct issues." + "reason": "SigLIP2 nonsensical outputs and sam3-litetext memory overflow are unrelated model-specific bugs." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization offloading are different features and failure modes." + "reason": "Gradient checkpointing in eval mode and offloading with quantization are distinct runtime/configuration issues." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "LwDetrImageLoss AMP/CUDA crash and flash_attention s_aux=None crash are unrelated code paths." + "reason": "AMP/CUDA crash in LwDetrImageLoss is unrelated to flash_attention.py crashing on sink-less models with s_aux=None." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are different bugs in different model families." }, { "left": "issue:45588", "right": "issue:46821", "accept": false, - "reason": "A flash-attention sinkless-model AttributeError is unrelated to TimesFM window_size handling." + "reason": "Flash-attention sink-less model crash and TimesFM window_size AttributeError do not share the same code path." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "RoPE validation TypeError with JSON-loaded lists and Qwen3.5 rotary registration/decorator failure are different bugs." + "reason": "ROPE validation TypeError and Qwen3.5 missing decorator for kernel registration are unrelated implementation bugs." + }, + { + "left": "issue:43316", + "right": "issue:47312", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is not the same as incompatibility with kernels 0.16." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Batched chat-template padding crash and wrong video vision_position_ids in Qwen2.5-VL are separate processor/model issues." + "reason": "Qwen2.5-VL batched chat-template crash and video vision_position_ids mismatch are different processor/model-input bugs." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Transformers 5.0 custom model initialization break and patchtsmixer post_init policy are related only at a very broad API level, not the same concrete bug." + "reason": "Broad custom model initialization break in Transformers 5.0 is not the same as patchtsmixer's optional post_init contract issue." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Qwen3_5 recurrent-state reset and Whisper batch_decode skip_special_tokens handling are unrelated." - }, - { - "left": "issue:43761", - "right": "issue:45859", - "accept": false, - "reason": "CLIPVisionModel hidden_states regression and CPU-offload incompatibility in Qwen3_5Moe rotary embedding are different issues." + "reason": "Qwen3.5 recurrent-state reset with cache and Whisper batch_decode skip_special_tokens behavior are unrelated." } ] }, @@ -11054,15 +10999,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 36, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:25251", "issue:27957", @@ -11082,6 +11027,7 @@ "issue:43720", "issue:43742", "issue:43749", + "issue:43761", "issue:43827", "issue:43873", "issue:43931", @@ -11106,13 +11052,14 @@ "issue:45325", "issue:45440", "issue:45759", + "issue:45859", "issue:45907", "issue:46178", "issue:46234", - "issue:46506", "issue:46697" ], "soft_pairs": [ + "issue:43761|issue:45859", "issue:43262|issue:44206", "issue:44442|issue:44898", "issue:44977|issue:45245", @@ -11127,203 +11074,202 @@ "issue:44062|issue:45907", "issue:43643|issue:44913", "issue:43316|issue:45759", - "issue:43316|issue:43525", "issue:44964|issue:45440", + "issue:43316|issue:43525", "issue:25251|issue:28282", "issue:43749|issue:43931", "issue:44987|issue:46178", "issue:42617|issue:43575", "issue:44855|issue:45137", "issue:43550|issue:43701", - "issue:44190|issue:44496", "issue:43931|issue:45216", - "issue:43575|issue:43742", - "issue:43701|issue:46506" + "issue:44190|issue:44496", + "issue:43575|issue:43742" ], - "prepared_review_unit_hash": "2920d014228ab9f0f0c658c1c4d608a85e2829ba8a642a93784c4607047459f3", + "prepared_review_unit_hash": "38ff7cfe4efc5899bf4a263c6110e378a415408ee1821b22fb3c5506fd2797ca", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35011, - "estimated_input_tokens": 8753, - "estimated_eval_tokens": 17762 + "serialized_chars": 35634, + "estimated_input_tokens": 8909, + "estimated_eval_tokens": 18074 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items do not form a real duplicate cluster; they span unrelated bugs, regressions, and configuration issues across different model families and subsystems. All soft-edge pairs should be rejected.", + "summary": "No soft pair appears to describe the same underlying bug or change; the titles point to distinct subsystems, models, and failure modes throughout.", "confidence": 0.96, - "canonical_issue_reason": null, + "canonical_issue_reason": "Issue 43761 is a clear, well-scoped regression report with a concrete symptom and version context, making it the cleanest representative issue in this set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the strongest standalone issue here: it is open, has the most activity/inbound references, and describes a broadly impactful quantization/offloading bug. It is not a duplicate of the others, but it is the best representative issue in this set.", + "best_issue_reason": "Issue 43761 is the most precise and actionable issue here; it clearly states the affected model, API behavior, and regression nature.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Different components and failures: CLIP vision hidden_states regression vs Qwen rotary embedding CPU offload incompatibility." + }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Different subsystems and failure modes: audio chat-template sampling-rate default vs image feature extractor center-argument regression." + "reason": "Both are processor-related, but one is audio chat template sampling-rate handling and the other is a vision extractor passing an unsupported argument." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure for FastSpeech2ConformerTokenizer is unrelated to Perceiver image classification padding/interpolation behavior." + "reason": "Unrelated models and bugs: tokenizer loading failure vs Perceiver image classification resizing/interpolation failure." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug is unrelated to a category-cardinality runtime error." + "reason": "Qwen flash-attention generation bug is unrelated to the categorical-limit runtime error." }, { "left": "issue:45325", "right": "issue:46697", "accept": false, - "reason": "Different models and bugs: Qwen2.5-VL rope index temporal scaling vs Swin2SR image padding over-padding." + "reason": "Both involve image/video preprocessing, but the concrete bug is different: Qwen2.5-VL rope indexing vs Swin2SR over-padding." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet packed-weight loading under accelerate is unrelated to tokenizer loading for FastSpeech2ConformerTokenizer." + "reason": "Packed-weight loading in BitNet is unrelated to AutoTokenizer failing on FastSpeech2ConformerTokenizer." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Local-path import warning and Qwen3.5 recurrent-state reset are distinct issues in different code paths." + "reason": "Local path import warning is unrelated to Qwen3.5 recurrent state reset behavior." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Package/backend installation coverage issue is unrelated to a missing import-utils helper symbol." + "reason": "Different backend/package issues: tensorflow missing from torch extra vs missing import_utils availability flag." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "A model option validation issue for patchtsmixer is unrelated to a video-input regression across Qwen VL variants." + "reason": "PatchTSMixer post_init validation is unrelated to Qwen video-input regression." }, { "left": "issue:27957", "right": "issue:29870", "accept": false, - "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to BART generate() decoder_attention_mask assignment bug." + "reason": "XLMRoberta Flash Attention 2 support is a model/backend compatibility issue, not the BART decoder_attention_mask assignment bug." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to Gemma-3 eos_token_id config inconsistency." + "reason": "Quantized offloading behavior and Gemma eos_token_id mismatch are different bugs with different symptoms." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation mismatch is unrelated to documentation still referencing removed pipeline APIs." + "reason": "SigLIP2 implementation drift is unrelated to stale docs still referencing pipeline()." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "AddedToken special-argument duplication is unrelated to list_repo_files not forwarding revision." + "reason": "AddedToken special-arg duplication is unrelated to list_repo_files not forwarding revision." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Missing fields from trust_remote_code AutoConfig loading is unrelated to GPTNeoX rotary_pct resetting on reload." + "reason": "Missing fields from trust_remote_code AutoConfig is unrelated to GPTNeoX rotary_pct persistence on reload." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Gemma3TextConfig API discrepancy is unrelated to AutoModelForCausalLM not unwrapping text_config for composite Qwen multimodal configs." - }, - { - "left": "issue:43316", - "right": "issue:43525", - "accept": false, - "reason": "Gemma3TextConfig API discrepancy is unrelated to Llama4Config missing pad_token_id." + "reason": "Gemma3TextConfig API discrepancy is not the same as AutoModelForCausalLM.from_config failing to unwrap composite text_config." }, { "left": "issue:44964", "right": "issue:45440", "accept": false, - "reason": "Phi-4 multimodal load failure is unrelated to DeepseekV3MoE divergence from remote implementation." + "reason": "Phi-4 multimodal loading failure and DeepseekV3MoE implementation divergence are distinct model-specific issues." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k nesting bug is unrelated to missing PyTorch environment detection for AutoModel." + "reason": "Pipeline top_k output shape change is unrelated to an ImportError about missing PyTorch." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are different loading failures with different root causes." + "reason": "FSDP CPU RAM efficient loading breakage is unrelated to Qwen3-VL weight-shape mismatch." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "transformers>=5.1.0 loading failure for one repo is unrelated to backend mapping missing tensorflow_text." + "reason": "Loading physical-intelligence/fast with newer transformers is unrelated to tensorflow_text backend registration." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "A script execution failure and an OOM during tensor-parallel model loading are not the same bug." + "reason": "3d_parallel.py execution failure is unrelated to Qwen2-57B-A14B-Instruct OOM during TP load." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 decorator/comment parsing issue is unrelated to DeepSpeed ZeRO3 deque underflow." + "reason": "Python 3.13 indentation parsing failure in DebertaV2Model is unrelated to a DeepSpeed ZeRO3 deque IndexError." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to resume_from_checkpoint key mismatch." + "reason": "torch.compile SDPA failure in Bamba-9B-v2 is unrelated to resume_from_checkpoint key mismatch." }, { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "Local dataset loading in an image-classification example is unrelated to unrecognized OLMo-Hybrid config loading." + "reason": "Qwen3-VL shape mismatch on load is a different problem from Qwen3.5 save_pretrained checkpoint corruption." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:44190", + "right": "issue:44496", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is unrelated to Qwen3.5 save_pretrained checkpoint regression." + "reason": "Local dataset loading in a trainer script is unrelated to unrecognized model config loading." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Tensor-parallel OOM for a large Qwen model is unrelated to MobileLLM-125M key errors." + "reason": "OOM while tensor-parallel loading a large Qwen model is unrelated to a key error loading MobileLLM-125M." }, { - "left": "issue:43701", - "right": "issue:46506", + "left": "issue:43749", + "right": "issue:43931", "accept": false, - "reason": "Checkpoint key mismatch during resume is unrelated to CPU-vs-CUDA numerical differences in PPDocLayoutV3." + "reason": "Both are model-loading related, but one is FSDP/offloading infrastructure and the other is a model weight shape mismatch." } ] }, @@ -11337,15 +11283,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 37, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:16998", "issue:22355", @@ -11353,6 +11299,7 @@ "issue:32090", "issue:42490", "issue:42907", + "issue:43065", "issue:43232", "issue:43295", "issue:43316", @@ -11361,7 +11308,6 @@ "issue:43404", "issue:43441", "issue:43452", - "issue:43540", "issue:43606", "issue:43646", "issue:43701", @@ -11375,12 +11321,11 @@ "issue:44442", "issue:44464", "issue:44496", - "issue:44514", "issue:44521", "issue:44534", + "issue:44617", "issue:44792", "issue:44871", - "issue:44877", "issue:44913", "issue:45584", "issue:45698", @@ -11390,6 +11335,7 @@ "issue:46291", "issue:46365", "issue:46421", + "issue:46506", "issue:46640", "issue:46829", "issue:46932", @@ -11397,25 +11343,25 @@ "issue:47276" ], "soft_pairs": [ + "issue:43701|issue:46506", "issue:43761|issue:44079", "issue:43606|issue:43701", "issue:44442|issue:45803", - "issue:42490|issue:47276", "issue:27957|issue:32090", + "issue:42490|issue:47276", "issue:43232|issue:43388", - "issue:43761|issue:44188", "issue:46829|issue:46932", + "issue:43761|issue:44188", "issue:43295|issue:44871", "issue:43316|issue:43716", - "issue:43295|issue:43825", "issue:44871|issue:45584", + "issue:43295|issue:43825", "issue:42907|issue:45698", - "issue:16998|issue:22355", "issue:44521|issue:47217", - "issue:46234|issue:46291", - "issue:43316|issue:44877", + "issue:16998|issue:22355", "issue:44077|issue:44534", "issue:43646|issue:44913", + "issue:46234|issue:46291", "issue:43452|issue:44496", "issue:44871|issue:46050", "issue:44464|issue:46421", @@ -11423,42 +11369,48 @@ "issue:43352|issue:46640", "issue:44162|issue:44792", "issue:45803|issue:46365", - "issue:43540|issue:44514" + "issue:43065|issue:44617" ], - "prepared_review_unit_hash": "24c48e9b0b2c5be82b884bb41f45f51fea9bb671f5cffcf0f39c4750967a93c5", + "prepared_review_unit_hash": "cd759ba6b940f12c958f6704c934e62c159b4ec39132f1175858bf8ca674f2a5", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35671, - "estimated_input_tokens": 8918, - "estimated_eval_tokens": 18092 + "serialized_chars": 35600, + "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 set of unrelated issue reports that only share broad Transformers subsystems or buzzwords. I found no pair that clearly describes the same underlying bug/change, and there are no PRs to triage here.", - "confidence": 0.92, - "canonical_issue_reason": null, + "summary": "The cluster is very heterogeneous: the soft pairs mostly share only broad subsystem themes, not the same concrete bug. I would reject all soft edges as duplicates and treat this as a mixed bucket rather than one duplicate set.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #44871 is the most central self-contained report here: it has concrete repro details, clear user impact, and sits near several other config/regression-style reports, even though none are true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong canonical representative because the items are heterogeneous; if forced, issue:44521 is the most active/open and has the most discussion, but it does not unify the cluster.", - "best_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "#44871 is the best single representative of the set because it is specific, actionable, and well-scoped compared with the more diffuse or unrelated reports around it.", + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch in resume flow is unrelated to PPDocLayoutV3 CPU/CUDA output divergence." + }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "Different bugs in output handling: CLIPVisionModel hidden_states bug vs ModelOutput key assignment when a key was previously None." + "reason": "One is a CLIPVision forward regression; the other is a generic ModelOutput key-assignment bug. Different code paths." }, { "left": "issue:43606", @@ -11470,151 +11422,145 @@ "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading failure and a bare except swallowing errors in FuyuBatchFeature are different code paths and failures." + "reason": "Tokenizer loading failure and a bare-except in tensor conversion are unrelated bugs." }, { - "left": "issue:42490", - "right": "issue:47276", + "left": "issue:27957", + "right": "issue:32090", "accept": false, - "reason": "Import warning for local model paths is unrelated to a misleading synced_gpus warning in continuous batching." + "reason": "Flash Attention support in XLMRoberta is unrelated to a Trainer/_gpu_broadcast_one NoneType error." }, { - "left": "issue:27957", - "right": "issue:32090", + "left": "issue:42490", + "right": "issue:47276", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Trainer's NoneType broadcast error." + "reason": "Both are warning-message issues, but about different messages and different code paths." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs/sync_gpus behavior is unrelated to gather_for_metrics dropping tuple labels in the last batch." + "reason": "Generation kwargs syncing and metric-label truncation are distinct problems in different subsystems." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:46829", + "right": "issue:46932", "accept": false, - "reason": "hidden_states=None regression is not the same as attention kernel divergence under torch.compile." + "reason": "A hidden_states output bug in VideoPrism is unrelated to Gemma4 quantized-embedder dtype casting." }, { - "left": "issue:46829", - "right": "issue:46932", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "VideoPrism hidden_states output bug and Gemma4 quantized embedder dtype casting are separate model-specific issues." + "reason": "CLIPVision hidden_states handling is unrelated to attention-kernel branching under torch.compile." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to Gemma eos_token_id config inconsistency." + "reason": "Custom processor/tokenizer regression is different from Gemma-3 eos_token_id config mismatch." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API discrepancy is different from Mistral-3 image preprocessor/model dtype mismatch." - }, - { - "left": "issue:43295", - "right": "issue:43825", - "accept": false, - "reason": "Custom model processor/tokenizer regression is unrelated to the pipeline translation error message." + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image-preprocessor dtype mismatch are separate issues." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma eos_token_id mismatch and Whisper empty-transcription failure after align_special_tokens are different bugs." + "reason": "Both involve token ids, but one is config serialization mismatch and the other is Whisper generation after align_special_tokens." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:43295", + "right": "issue:43825", "accept": false, - "reason": "Dequantized save/load failure is unrelated to loading the wrong custom module after save_pretrained." + "reason": "Processor/tokenizer regression is unrelated to an incorrect pipeline error message." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "A model_max_length question for DeBERTa-V3 is unrelated to the missing transformers.onnx import." + "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are different bugs." }, { "left": "issue:44521", "right": "issue:47217", "accept": false, - "reason": "Both are multimodal/template-related, but one is zero assistant_masks and the other is image-placeholder handling in user text; not the same bug." - }, - { - "left": "issue:46234", - "right": "issue:46291", - "accept": false, - "reason": "Missing availability helper is unrelated to kernels import failure from the new version/revision requirement." + "reason": "Both are multimodal-template-adjacent, but all-zero assistant masks and image-placeholder failures are not the same concrete bug." }, { - "left": "issue:43316", - "right": "issue:44877", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "Gemma3TextConfig API mismatch is not the same as granite_speech being blocked by strict config validation." + "reason": "model_max_length handling and missing transformers.onnx module are unrelated." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Optional post_init policy for patchtsmixer is unrelated to non-persistent buffers being filled with junk in v5." + "reason": "Optional post_init enforcement is not the same as non-persistent buffer junk values in v5." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model initialization breakage is different from GPTNeoXConfig rotary_pct not persisting on reload." + "reason": "Custom model initialization breakage is unrelated to GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "A missing import_utils helper and a kernels dependency-version failure are different import-time issues." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "gguf_file loading regression is unrelated to an unrecognized model missing model_type." + "reason": "gguf_file breaking from_pretrained is unrelated to an unrecognized model_type config error." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Gemma eos_token_id inconsistency and sinq save/load breakage are different serialization/config bugs." + "reason": "Gemma-3 eos_token_id mismatch and sinq save/load breakage are distinct serialization/loading bugs." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Compiled forward chunked generation inconsistency is separate from cache lazy initialization causing recompilation." + "reason": "Chunked-generation output inconsistency is not the same as cache lazy init causing recompilation." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Mistral3 lm_head tying bug is distinct from Ministral-3 FlashAttention failure." + "reason": "Weight tying in Mistral3ForConditionalGeneration is unrelated to FlashAttention failure in Ministral-3." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "A specific NemotronHForCausalLM Flash Attention 2 limitation is not the same as a generic Flash Attention 2 issue." + "reason": "Both mention Flash Attention, but one is explicit lack of FA2 support for a model and the other is an unspecified issue." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage is unrelated to a janus model test failure." + "reason": "ESM2 breakage and a janus image-generation test failure are unrelated." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except in FuyuBatchFeature and importing Trainer blocked by datasets are unrelated failures." + "reason": "Bare except swallowing errors in Fuyu conversion is unrelated to Trainer import failing with datasets installed." }, { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "Qwen3OmniMoe video input processing error is different from Qwen2_5_VLProcessor batched apply_chat_template crash." + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to a Sam3Video CUDA OOM symptom." } ] }, @@ -11628,27 +11574,27 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 38, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:25251", "issue:27957", "issue:35141", "issue:41950", "issue:42490", - "issue:43065", "issue:43388", "issue:43475", "issue:43504", "issue:43525", "issue:43531", + "issue:43540", "issue:43572", "issue:43650", "issue:43673", @@ -11657,9 +11603,9 @@ "issue:44060", "issue:44242", "issue:44479", + "issue:44514", "issue:44534", "issue:44610", - "issue:44617", "issue:44743", "issue:44792", "issue:44855", @@ -11687,21 +11633,21 @@ "issue:47217" ], "soft_pairs": [ - "issue:43065|issue:44617", + "issue:43540|issue:44514", "issue:44242|issue:46894", "issue:43572|issue:46178", "issue:45381|issue:47217", "issue:44610|issue:46369", - "issue:43504|issue:45698", "issue:45632|issue:46424", + "issue:43504|issue:45698", "issue:45542|issue:46234", "issue:44479|issue:47217", "issue:44534|issue:44913", "issue:44792|issue:44977", "issue:44792|issue:45600", "issue:43525|issue:43531", - "issue:45803|issue:46170", "issue:25251|issue:27957", + "issue:45803|issue:46170", "issue:46082|issue:46697", "issue:45127|issue:45200", "issue:43931|issue:44060", @@ -11713,184 +11659,184 @@ "issue:43388|issue:43688", "issue:44855|issue:45588" ], - "prepared_review_unit_hash": "4be63a7ff1e825ea0b4abaf96d2286f8b47507df649902297e805c15ba28029c", + "prepared_review_unit_hash": "c47d70ab7e9efc51f7e3b62f45d7a45bccae95aef505113eee550425b830bbbe", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 25, - "serialized_chars": 34640, - "estimated_input_tokens": 8660, - "estimated_eval_tokens": 17576 + "serialized_chars": 34710, + "estimated_input_tokens": 8678, + "estimated_eval_tokens": 17612 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the listed issues cover unrelated bugs across pipelines, configs, cache handling, vision-language processing, and import/load paths. None of the soft pairs look like true duplicates, so no soft edge should be accepted.", - "confidence": 0.91, - "canonical_issue_reason": "issue:46693 is the most active and well-documented report in the set (highest discussion activity and several inbound references), so it is the best single representative if one must choose one issue; it is not actually a duplicate of the others.", + "summary": "This cluster is heterogeneous: the issues span unrelated bugs in pipelines, configs, loading, caching, and model-specific regressions. None of the soft pairs look like the same underlying bug or change, so no canonical issue/PR emerges from these candidates.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:46693 has the strongest signal as a standalone issue: clear regression framing, high discussion, and external references. It is the most suitable issue to surface from this mixed set.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder vs Sam3Video OOM: different components and failure modes." + "reason": "Both are VL/video-processing bugs, but one is a Qwen3OmniMoe video-input ValueError and the other is a Qwen2_5_VLProcessor batched chat-template crash with padding=False; different code paths and failure modes." }, { "left": "issue:44242", "right": "issue:46894", "accept": false, - "reason": "Load-balancing loss gating in MoE vs ASR training-loss double-shift; both are loss bugs but not the same code path." + "reason": "Both concern training losses, but one is missing load-balancing loss when router logits are disabled and the other is a double-shift bug for CohereASR; not the same defect." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig vs tensorflow_text backend registry error; unrelated config/backend issues." + "reason": "Completely different areas: StableLmConfig missing pad_token_idx versus a backend registry error for tensorflow_text." }, { "left": "issue:45381", "right": "issue:47217", "accept": false, - "reason": "Wrong video vision_position_ids vs failure when image placeholder is in user text; both VL-related but distinct bugs." + "reason": "Both involve VL models, but one is wrong vision_position_ids for Qwen2.5-VL video input and the other is failure when the image placeholder appears in user text; distinct root causes." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "Processor output size mismatch vs Sam3LiteText memory overflow; different symptoms and subsystems." + "reason": "Different problems: OmDet-Turbo processor output size mismatch versus SAM3-LiteText memory overflow." }, { - "left": "issue:43504", - "right": "issue:45698", + "left": "issue:45632", + "right": "issue:46424", "accept": false, - "reason": "Legacy field blocking Beit preset load vs wrong custom module loaded after save_pretrained; different loading mechanisms." + "reason": "One is a cache-path collision for trust_remote_code local models; the other is max_cache_length being ignored except for Quantized Cache." }, { - "left": "issue:45632", - "right": "issue:46424", + "left": "issue:43504", + "right": "issue:45698", "accept": false, - "reason": "Local-model cache path collision vs max_cache_length only honored for quantized cache; unrelated cache behaviors." + "reason": "Both affect model loading, but one is a legacy field issue in BeitForSemanticSegmentation and the other is loading the wrong custom module after save_pretrained." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "TensorBoard-without-TF backend error vs missing import_utils helper; separate dependency/import problems." + "reason": "Unrelated utility/import issues: undefined tf backend when only tensorboard is installed versus a missing import_utils availability helper." }, { "left": "issue:44479", "right": "issue:47217", "accept": false, - "reason": "Video-input regression across VL models vs image-placeholder-in-user-text failure; not the same concrete bug." + "reason": "One is a broad v5.3.0 video-input regression across several VL models; the other is specifically about image placeholders in user text." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffers filled with junk vs rotary_pct not persisting on reload; different state/config bugs." + "reason": "Non-persistent buffer initialization junk versus GPTNeoX rotary_pct not persisting on reload; different subsystems." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Janus generate_images test failure vs Qwen3.5 flash-attention generation issue; different model/code paths." + "reason": "A janus test failure and a Qwen3.5 flash-attention generation bug are not the same underlying issue." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus image-generation failure vs Sam3LiteText auto_mapping CI break; no shared underlying bug." + "reason": "Test failure for janus versus broken auto_mappings references to removed Sam3LiteText configs; unrelated failures." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id on Llama4Config vs sliding_window issue in Qwen3-MoE; unrelated config bugs." + "reason": "Different config bugs: missing pad_token_id on Llama4Config versus a sliding_window issue in Qwen3-MoE." }, { - "left": "issue:45803", - "right": "issue:46170", + "left": "issue:25251", + "right": "issue:27957", "accept": false, - "reason": "Bare except swallowing errors in Fuyu conversion vs Windows ROCm torch.distributed import dependency; different problem classes." + "reason": "Pipeline top_k output nesting bug versus XLMRoberta Flash Attention 2 support; no shared underlying defect." }, { - "left": "issue:25251", - "right": "issue:27957", + "left": "issue:45803", + "right": "issue:46170", "accept": false, - "reason": "Pipeline top_k nesting bug vs XLMRoberta Flash Attention 2 issue; unrelated features." + "reason": "Bare except in Fuyu tensor conversion versus Windows/ROCm import errors from torch.distributed dependency; unrelated." }, { "left": "issue:46082", "right": "issue:46697", "accept": false, - "reason": "LlamaConfig head_dim validation vs Swin2SR over-padding; different model/config and processor issues." + "reason": "LlamaConfig head_dim validation bug and Swin2SR over-padding are separate concerns." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merge collapse with tied embeddings vs mm_token_type_ids defaulting; different multimodal/text-training bugs." + "reason": "LoRA merge collapse with tied embeddings versus Gemma 4 mm_token_type_ids defaulting; different model behaviors." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch vs tied-weights warning in Qwen3-Next; separate model-loading/weight-tying issues." + "reason": "Model shape mismatch on load versus incorrect tied-weights warning; different code paths and symptoms." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "The titles/body are unrelated; no shared bug pattern with Gemma pipeline roundtrip failure." + "reason": "The titles do not indicate the same bug; one is a vague placeholder issue, the other is a Gemma pipeline roundtrip failure on a special token." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding reinit on resize vs local-path trailing-slash import warning; different code paths." + "reason": "Embedding reinitialization after resize versus slash-ending local path import warning; unrelated." }, { "left": "issue:46693", "right": "issue:47217", "accept": false, - "reason": "FA2 long-context performance regression vs VL image-placeholder failure; unrelated regressions." + "reason": "Performance regression with FA2 and long-context generation versus VL image-placeholder handling failure; not the same issue." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification processor mismatch vs Sam3VisionEncoderOutput missing attribute; different model families and bugs." + "reason": "Video-classification processor selection bug versus SAM3VisionEncoderOutput missing attribute; different components." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "General generation cache missing in chunked_prefill vs recurrent states resetting with cache; both cache-related, but not the same underlying issue." + "reason": "Both mention cache/state, but one is missing GenerationMixin cache in chunked_prefill and the other resets recurrent states in modular_qwen3_5; not mergeable as one fix." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Last-batch label truncation in gather_for_metrics vs auxiliary loss normalization in MoE models; unrelated training bugs." + "reason": "Gather_for_metrics drops tuple labels in the last batch; auxiliary loss normalization is a separate training-loss bug." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 IndentationError in scripted import vs flash_attention AttributeError on s_aux=None; unrelated import/runtime failures." + "reason": "Python 3.13 IndentationError from torch.jit.script parsing versus flash_attention AttributeError on s_aux=None; unrelated failures." } ] }, @@ -11904,15 +11850,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 39, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:25251", "issue:29870", @@ -11941,10 +11887,8 @@ "issue:44933", "issue:44964", "issue:45072", - "issue:45127", "issue:45245", "issue:45276", - "issue:45357", "issue:45362", "issue:45381", "issue:45405", @@ -11954,6 +11898,7 @@ "issue:45588", "issue:45632", "issue:46369", + "issue:46399", "issue:46617", "issue:46655", "issue:46697", @@ -11961,7 +11906,8 @@ "issue:46858", "issue:46897", "issue:46932", - "issue:47013" + "issue:47013", + "issue:47312" ], "soft_pairs": [ "issue:44190|issue:44964", @@ -11971,10 +11917,11 @@ "issue:45072|issue:46932", "issue:45245|issue:46858", "issue:44734|issue:45406", - "issue:44869|issue:46832", "issue:43644|issue:44913", "issue:43335|issue:44855", + "issue:44869|issue:46832", "issue:44617|issue:45584", + "issue:46399|issue:47312", "issue:45588|issue:47013", "issue:45632|issue:46617", "issue:41720|issue:45245", @@ -11986,223 +11933,222 @@ "issue:43854|issue:44792", "issue:43065|issue:44610", "issue:44933|issue:45362", - "issue:44479|issue:44734", - "issue:43335|issue:44190", "issue:45381|issue:46655", + "issue:43335|issue:44190", + "issue:44479|issue:44734", "issue:44617|issue:46369", "issue:43295|issue:45276", "issue:39692|issue:44190", - "issue:43526|issue:46697", - "issue:45127|issue:45357" + "issue:43526|issue:46697" ], - "prepared_review_unit_hash": "bd87aa86160c8e9749d39d00a17b4632b5eea64953eb52cfdd5d0303d49b4e25", + "prepared_review_unit_hash": "7628b82bec9d0d29749104a89f95c2594ca4a399820efdb4dedfc4b5ea79b8c8", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37025, - "estimated_input_tokens": 9257, - "estimated_eval_tokens": 18770 + "serialized_chars": 36947, + "estimated_input_tokens": 9237, + "estimated_eval_tokens": 18730 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a coherent duplicate set: the items cover many unrelated bugs across generation, configs, processors, serving, and docs. None of the soft pairs look like the same concrete bug/change closely enough to merge.", - "confidence": 0.94, - "canonical_issue_reason": "No canonical issue: the cluster is heterogeneous, and the soft pairs are only loose topical similarities rather than the same underlying defect.", + "summary": "This cluster is highly heterogeneous: the soft pairs are mostly topical similarities across unrelated bugs, not true duplicates. I would not merge any of the paired items.", + "confidence": 0.93, + "canonical_issue_reason": "No single true canonical issue stands out because the cluster spans many unrelated bug reports; if forced to pick one representative, issue 45276 is the clearest self-contained report.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: there isn't a single representative bug here, only a grab bag of unrelated issues with occasional broad subsystem overlap.", + "best_issue_reason": "Issue 45276 is the strongest representative of its pairwise theme: it is concrete, reproducible, and narrowly scoped around resize_token_embeddings/output_embeddings.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Both mention loading/input flow, but one is a local dataset script failure and the other is a model-loading regression; different bugs and code paths." + "reason": "Different failures in different loading paths: local dataset script vs multimodal model loading." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A janus test failure and a PEFT version bump issue are unrelated; no shared underlying defect." + "reason": "A test failure in janus generation vs a version pin mismatch; unrelated bugs." }, { "left": "issue:29870", "right": "issue:35141", "accept": false, - "reason": "Bart generate() UnboundLocalError vs embedding resize/post_init reinitialization are different behaviors in different subsystems." + "reason": "One is a decoder_attention_mask generation crash, the other an embedding reinit regression." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still referencing pipeline() and a SigLIP2 model/pipeline correctness bug are not the same issue." + "reason": "Docs still mention pipeline() versus a model producing bad outputs; same area, not the same bug." }, { "left": "issue:45072", "right": "issue:46932", "accept": false, - "reason": "Both involve dtype/quantization, but they affect different models and different casting paths; not the same fix." + "reason": "Both involve dtype issues, but they affect different models and code paths." }, { "left": "issue:45245", "right": "issue:46858", "accept": false, - "reason": "Category-count overflow and cache sequence-length tensor arithmetic are unrelated runtime problems." + "reason": "Completely different problems: category-count overflow vs static-cache slice arithmetic." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "KV-cache continuation indexing in serve and Gemma4Processor missing _tokenizer are separate serving bugs." - }, - { - "left": "issue:44869", - "right": "issue:46832", - "accept": false, - "reason": "Whisper timestamp decode crash and RT-DETR feature-level mismatch are completely different model paths." + "reason": "Different serve crashes: KV-cache indexing vs missing processor tokenizer attribute." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer corruption and rotary_pct reload fallback are both config-ish, but the bugs and fixes are distinct." + "reason": "Non-persistent buffer initialization bug vs config reload losing rotary_pct." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "Sparse-layer creation and a Python 3.13 IndentationError in torch.jit parsing are unrelated." + "reason": "Sparse-layer config bug and a Python 3.13 IndentationError are unrelated." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper decode crash vs RT-DETR feature-level mismatch; different subsystems." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "CUDA OOM in Sam3Video and Whisper empty-transcription failure are not the same bug or code path." + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription handling." + }, + { + "left": "issue:46399", + "right": "issue:47312", + "accept": false, + "reason": "Kernel registration decorator bug is not the same as broad incompatibility with kernels 0.16." }, { "left": "issue:45588", "right": "issue:47013", "accept": false, - "reason": "Flash-attention aux-parameter crash and xLSTM tuple-unpacking crash are different runtime errors in different modules." + "reason": "Different runtime crashes in different models and code paths." }, { "left": "issue:45632", "right": "issue:46617", "accept": false, - "reason": "Both are trust_remote_code cache-load failures, but one is a specific leaf-directory collision and the other is a generic FileNotFoundError; insufficient evidence they are the same bug." + "reason": "Both are cache-related, but one is a path collision and the other a FileNotFoundError." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and category-count overflow are unrelated failures." + "reason": "Qwen3 device-mapping cuda assert and category-count overflow 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." + "reason": "MoE load-balancing loss handling does not match a Florence2 double-shift training bug." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Qwen2.5-VL video position IDs and Sam3-litetext memory overflow are not the same underlying issue." + "reason": "Video position ID regression vs Sam3 memory overflow; different bugs." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile/SDPA failure for Bamba-9B-v2 and local dataset loading script failure are unrelated." + "reason": "torch.compile/SDPA crash and local dataset loading failure are unrelated." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "A stale warning in paged generate() and Whisper empty transcription are separate issues with no shared code path." + "reason": "A stale warning in paged generate is unrelated to Whisper transcription failure." }, { "left": "issue:25251", "right": "issue:29870", "accept": false, - "reason": "Pipeline top_k output nesting and Bart generate() decoder_attention_mask initialization are unrelated generation behaviors." + "reason": "Pipeline top_k nesting bug and BART generate UnboundLocalError are different issues." }, { "left": "issue:43854", "right": "issue:44792", "accept": false, - "reason": "Model-loading test failure for GLM-4.7-Flash and a janus image-generation test failure are different problems." + "reason": "Both are test failures, but they describe different models and failure modes." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are distinct model/processor bugs." + "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo image size mismatch are not the same bug." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "A missing import from image_utils and a Qwen3.5 chat crash are not the same defect." + "reason": "Missing import from image_utils and a Qwen3.5 chat crash are unrelated." }, { - "left": "issue:44479", - "right": "issue:44734", + "left": "issue:45381", + "right": "issue:46655", "accept": false, - "reason": "Video input regression in Qwen VL models and KV-cache continuation indexing in serve are different failures." + "reason": "Both involve video processing, but the position-id bug and padding bug are distinct." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and local dataset loading script failure are unrelated." + "reason": "SwitchTransformers sparse-layer config and dataset-loading script failure are unrelated." }, { - "left": "issue:45381", - "right": "issue:46655", + "left": "issue:44479", + "right": "issue:44734", "accept": false, - "reason": "Both involve video preprocessing, but one is vision_position_ids and the other is padding calculation; different model-specific bugs." + "reason": "Video-input regression and serve KV-cache indexing crash are different code paths." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "CUDA OOM and memory overflow are both resource issues, but they are not the same underlying bug." + "reason": "Same model family name, but OOM in Sam3Video is not the same as Sam3-litetext memory overflow." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Processor/tokenizer regression and Gemma4 resize_token_embeddings not updating embeddings are different code paths." + "reason": "Processor/tokenizer regression and resize_token_embeddings/output_embeddings bug are different issues." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "SigLIP2 documentation errors and local dataset loading failure are unrelated." + "reason": "SigLIP2 docs/example errors and a local dataset loading issue are unrelated." }, { "left": "issue:43526", "right": "issue:46697", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and Swin2SR over-padding bug are different image-processor problems." - }, - { - "left": "issue:45127", - "right": "issue:45357", - "accept": false, - "reason": "LoRA merge with extended vocabulary and incorrect visual encoder keys on save_pretrained are unrelated serialization/training bugs." + "reason": "BeitImageProcessorFast label reduction and Swin2SR over-padding are distinct image-processor bugs." } ] }, @@ -12216,15 +12162,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 40, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:27957", "issue:32090", @@ -12234,7 +12180,7 @@ "issue:41628", "issue:42175", "issue:42796", - "issue:43295", + "issue:43317", "issue:43335", "issue:43404", "issue:43531", @@ -12254,11 +12200,11 @@ "issue:44938", "issue:44964", "issue:45003", - "issue:45042", + "issue:45127", "issue:45216", "issue:45276", "issue:45290", - "issue:45335", + "issue:45357", "issue:45381", "issue:45542", "issue:45584", @@ -12272,9 +12218,11 @@ "issue:46489", "issue:46752", "issue:46858", - "issue:47217" + "issue:47217", + "issue:47312" ], "soft_pairs": [ + "issue:45127|issue:45357", "issue:43673|issue:46421", "issue:44779|issue:46489", "issue:45276|issue:45584", @@ -12282,231 +12230,236 @@ "issue:44112|issue:45600", "issue:43643|issue:44496", "issue:43854|issue:44964", + "issue:43317|issue:47312", "issue:45290|issue:46752", "issue:44462|issue:45907", "issue:44521|issue:45381", + "issue:27957|issue:35141", "issue:44246|issue:45003", "issue:43673|issue:46858", - "issue:27957|issue:35141", "issue:44737|issue:45803", - "issue:42175|issue:44279", "issue:44112|issue:44964", "issue:44964|issue:45600", "issue:44938|issue:45542", + "issue:42175|issue:44279", "issue:42796|issue:44521", "issue:32090|issue:35141", "issue:43404|issue:45216", - "issue:44496|issue:47217", "issue:45632|issue:46234", + "issue:44496|issue:47217", "issue:43531|issue:45600", "issue:43335|issue:45593", "issue:36246|issue:41628", - "issue:36246|issue:38617", - "issue:44496|issue:45042", - "issue:43295|issue:45335" + "issue:36246|issue:38617" ], - "prepared_review_unit_hash": "e2ec0810e85af856bd4103f80fb7ce02f28594c73772ca1fa0127709859dc0c9", + "prepared_review_unit_hash": "cd3bcb3f32feb80452098a76b6371f4fa78d898f8410d68fdc96b95faef9eccf", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36074, - "estimated_input_tokens": 9019, - "estimated_eval_tokens": 18294 + "serialized_chars": 36637, + "estimated_input_tokens": 9160, + "estimated_eval_tokens": 18576 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a mixed bag of unrelated Transformers bugs and regressions. The soft pairs share superficial keywords, but they do not look like the same underlying issue, so none should be deduplicated.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue: the set spans unrelated topics (model loading, tokenizer regressions, multimodal chat templates, cache behavior, packaging, and training bugs).", + "summary": "The cluster is mostly a loose topical grouping of unrelated transformers issues. None of the soft pairs look like true duplicates or the same fixable code-path bug, so all soft edges should be rejected. No single canonical issue stands out.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If one issue must serve as the best anchor, issue 44521 is the strongest candidate: it is open, actively discussed, has multiple inbound references, and describes a concrete multimodal apply_chat_template bug.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both involve checkpoint/save-pretrained behavior, but one is LoRA/vocab merge collapse and the other is wrong visual-encoder keys in Qwen3.5; different code paths and symptoms." + }, { "left": "issue:43673", "right": "issue:46421", "accept": false, - "reason": "Different bugs: missing cache in generation chunked prefill vs lazy cache init causing spurious recompilation." + "reason": "Both mention chunked prefill/cache, but one is a missing GenerationMixin cache in v5.0.0 and the other is lazy cache init causing recompilation; not the same bug." }, { "left": "issue:44779", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but one is a DeepSeek v5 mismatch and the other is a gap in a prior DeepSeek-Coder fix." + "reason": "Both are DeepSeek tokenizer regressions, but they target different model families and the second is explicitly a gap in an earlier fix; not enough evidence of one underlying issue." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Different code paths: resize_token_embeddings / tied weights vs Whisper generation failure after align_special_tokens." + "reason": "Different subsystems: token embedding resize/output-embedding syncing versus Whisper generation after align_special_tokens." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Distinct failures: video input processing in Qwen3OmniMoe vs KV-cache continuation tensor indexing in transformers serve." + "reason": "One is a Qwen3OmniMoe video-input validation error, the other is a serve/KV-cache tensor indexing crash; unrelated code paths." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "CI failures in different areas: stale GraniteSpeech device override test vs removed Sam3LiteText config references." + "reason": "Both are CI failures, but caused by different files and problems: a stale GraniteSpeech device-override test versus outdated auto_mappings config references." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Both involve config/model loading, but one is missing fields from trust_remote_code and the other is an unrecognized model missing model_type." + "reason": "Both are config-loading problems, but one drops fields with trust_remote_code and the other lacks a model_type in config.json; different failure modes." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different model-loading problems: GLM-4.7-Flash unit-test load issue vs latest-transformers load failure for Phi-4 multimodal." + "reason": "Both are model-load failures, but for different models and likely different root causes; too broad to merge." + }, + { + "left": "issue:43317", + "right": "issue:47312", + "accept": false, + "reason": "Device-map/offload loading bug versus kernel-version incompatibility; no shared concrete code path." }, { "left": "issue:45290", "right": "issue:46752", "accept": false, - "reason": "Same API surface, but different triggers: assistant tool-call message with no content vs an entirely empty list." + "reason": "Both crash in apply_chat_template edge cases, but one is tool calls with no content and the other is an empty list IndexError; distinct conditions." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "Different repositories/features: AutoTokenizer ignoring tokenizer.json vs list_repo_files not forwarding revision in CI." + "reason": "One is tokenizer.json being ignored by AutoTokenizer, the other is list_repo_files failing to forward revision; unrelated APIs." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal bugs, but one is zeroed assistant masks and the other is wrong vision_position_ids for Qwen2.5-VL video." + "reason": "Both are multimodal-related, but one is assistant mask generation in apply_chat_template and the other is wrong vision_position_ids for video input." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Different areas entirely: Flash Attention support for XLMRoberta versus embedding reinitialization after resize_token_embeddings." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Unrelated symptoms: slow import from lazy loading vs unsafe sys.modules access in modeling_utils." + "reason": "Import slowdown is a performance issue; unsafe sys.modules access is a correctness/safety issue." }, { "left": "issue:43673", "right": "issue:46858", "accept": false, - "reason": "Both mention cache/prefill, but one is missing generation cache in v5 and the other is a device-tensor seq-length arithmetic bug." - }, - { - "left": "issue:27957", - "right": "issue:35141", - "accept": false, - "reason": "Different model families and failures: XLMRoberta FlashAttention support vs embedding reinitialization after resize_token_embeddings." + "reason": "Both involve cache/chunked prefill, but one is missing cache state in v5 and the other is a device-tensor seq-length bug in static cache with torch.compile." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet device placement bug is unrelated to FuyuBatchFeature's bare-except tensor conversion issue." - }, - { - "left": "issue:42175", - "right": "issue:44279", - "accept": false, - "reason": "Packaging/dependency complaints, but one is torch extra omitting TensorFlow and the other is a generic dependency issue." + "reason": "XLNet CPU arange bug versus Fuyu's bare except swallowing interrupts/errors; unrelated implementations." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "Stale CI test for GraniteSpeech is not the same as Phi-4 multimodal model loading failure." + "reason": "CI test flake in GraniteSpeech versus runtime model loading failure for Phi-4 multimodal; not the same problem." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Different failures: model loading for Phi-4 multimodal vs auto_mappings references to removed Sam3LiteText configs." + "reason": "Model loading failure versus stale auto_mappings references; different fixes and code paths." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import/load issue is unrelated to tensorboard being installed without TensorFlow." + "reason": "Both concern environment/backend issues, but Python 3.14 load failure and missing TensorFlow backend from a torch install are different packaging problems." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Different dependency complaints: torch extra missing TensorFlow backend support versus a generic dependency issue." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Both are tokenizer/chat-template related, but one is BPE marker handling and the other is multimodal assistant-mask generation." + "reason": "Tokenizer BPE-marker handling for a specific model versus multimodal assistant-mask generation; different bugs." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer GPU broadcast TypeError is unrelated to token-embedding resizing and post_init reinitialization." + "reason": "Trainer GPU broadcast NoneType error is unrelated to token-embedding resize reinitialization." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Different model bugs: untied lm_head weights in Mistral3ForConditionalGeneration vs incorrect Qwen3.5 checkpoint saving." + "reason": "Mistral3 weight-tying bug versus Qwen3.5 save_pretrained checkpoint regression; separate model families and code paths." }, { - "left": "issue:44496", - "right": "issue:47217", + "left": "issue:45632", + "right": "issue:46234", "accept": false, - "reason": "Different multimodal issues: unrecognized model/config parsing vs VL models failing when the image placeholder is in user text." + "reason": "trust_remote_code cache-path collision is unrelated to a missing import_utils helper." }, { - "left": "issue:45632", - "right": "issue:46234", + "left": "issue:44496", + "right": "issue:47217", "accept": false, - "reason": "Cache path collision for trust_remote_code local models is unrelated to a missing import_utils availability helper." + "reason": "Unrecognized model/config loading failure versus VL image-placeholder handling in user text; not the same issue." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to stale auto_mappings references to removed configs." + "reason": "Qwen3-MoE sliding_window bug and removed-config CI breakage are unrelated." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "SwitchTransformers sparse-layer creation bug is unrelated to D-FINE auxiliary-loss handling." + "reason": "Sparse-layer construction bug versus missing auxiliary losses when denoising is off; different model components." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different symbols: Qwen2_5_VLImageProcessor vs AutoImageProcessor." + "reason": "Specific Qwen2_5_VLImageProcessor import failure versus general AutoImageProcessor import failure; similar surface area but not the same concrete bug." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Different missing imports from different modules: Qwen2_5_VLImageProcessor vs layer_type_validation." + "reason": "Different missing imports in different modules; no shared underlying code-path failure." }, { - "left": "issue:44496", - "right": "issue:45042", - "accept": false, - "reason": "Unrecognized model config parsing is unrelated to PIL image processors incorrectly requiring torchvision." - }, - { - "left": "issue:43295", - "right": "issue:45335", + "left": "issue:44246", + "right": "issue:46858", "accept": false, - "reason": "Both are regressions around multimodal/text model behavior, but one is processor/tokenizer API breakage and the other is resize_token_embeddings not updating t5gemma embeddings." + "reason": "Import-time slowdown versus cache arithmetic bug in non-CUDA static cache; unrelated." } ] }, @@ -12520,15 +12473,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 41, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:41950", "issue:42907", @@ -12557,7 +12510,7 @@ "issue:44792", "issue:44933", "issue:44987", - "issue:45020", + "issue:45042", "issue:45083", "issue:45216", "issue:45335", @@ -12580,26 +12533,28 @@ "issue:47217" ], "soft_pairs": [ - "issue:41950|issue:44016", + "issue:44496|issue:45042", + "issue:43295|issue:45335", "issue:45083|issue:46506", + "issue:41950|issue:44016", "issue:44295|issue:46506", "issue:43976|issue:44987", - "issue:43582|issue:46932", "issue:43673|issue:46424", + "issue:43582|issue:46932", "issue:44496|issue:45759", "issue:44683|issue:45446", - "issue:46082|issue:46121", "issue:43526|issue:43901", + "issue:46082|issue:46121", "issue:43673|issue:44336", - "issue:44016|issue:44220", "issue:43381|issue:45593", + "issue:44016|issue:44220", "issue:42907|issue:43441", - "issue:44327|issue:46752", "issue:43650|issue:44220", + "issue:44327|issue:46752", "issue:44016|issue:44062", - "issue:44279|issue:46515", - "issue:43441|issue:45588", "issue:44792|issue:46424", + "issue:43441|issue:45588", + "issue:44279|issue:46515", "issue:43976|issue:44279", "issue:45335|issue:45584", "issue:43824|issue:44933", @@ -12608,134 +12563,145 @@ "issue:43299|issue:45216", "issue:43901|issue:47217", "issue:46614|issue:47085", - "issue:44279|issue:45405", "issue:43295|issue:44779", - "issue:41950|issue:45020" + "issue:44279|issue:45405" ], - "prepared_review_unit_hash": "6cf419d0346aeaaff73df68e4f4dea99d801858b3c74a79d7d320fcaa0216e02", + "prepared_review_unit_hash": "82e58504bf519c0f1271d62542f41c9aa8d0b5594fe6228ed033e4d1adb72b86", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36865, - "estimated_input_tokens": 9217, - "estimated_eval_tokens": 18690 + "soft_pair_count": 32, + "serialized_chars": 37178, + "estimated_input_tokens": 9295, + "estimated_eval_tokens": 18846 }, "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 regression reports across model loading, processors, cache, and flash-attention paths. No soft pair appears to describe the same concrete bug closely enough for duplicate merging.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45020 is the broadest umbrella in the set: it describes recent-version regressions breaking remote_code models, which is the closest cluster-level theme among these mostly model-loading issues.", + "summary": "No soft pair looks like a true duplicate; the set is a grab bag of unrelated Transformers bugs/regressions across models, tokenizers, processors, docs, and runtime backends. I would not merge any PR-like edges here.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43295 is the best representative because it describes a concrete, user-facing v4/v5 regression in core multimodal processor/tokenizer behavior with broad impact; the rest are mostly narrower, unrelated one-off issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best representative issue because it is general, version-regression oriented, and covers a wider slice of the cluster than any narrow model-specific bug report.", + "best_issue_reason": "issue:43295 is the strongest standalone bug report in the set: it is specific, reproducible, and affects a common API path for custom multimodal model code.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41950", - "right": "issue:44016", + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Both are model-loading/runtime regressions, but one is an unrecognized model/config issue and the other is a PIL image-processor dependency problem; different code paths and fixes." + }, + { + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "Video-classification pipeline bug and notebook syntax error are unrelated." + "reason": "One is a processor/tokenizer regression; the other is resize_token_embeddings not updating decoder embeddings. Related to model components, but not the same bug." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "Different model families and different failure modes; same broad area only." + "reason": "Different failure modes: a helper length-calculation bug versus nondeterministic CPU/CUDA output differences in a specific model." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video classification processor lookup bug vs a notebook syntax error; unrelated subsystems and fixes." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "Position_ids buffer access and CPU/CUDA divergence are distinct bugs." + "reason": "Reading a registered buffer error is distinct from CPU/CUDA result divergence; no shared code-path evidence." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Both are version compatibility reports, but for different breakages and code paths." + "reason": "Python version compatibility issue versus a model-loading regression for one repository; same broad area, but not the same underlying bug." }, { - "left": "issue:43582", - "right": "issue:46932", + "left": "issue:43673", + "right": "issue:46424", "accept": false, - "reason": "AppleSilicon TypeError and Gemma4 dtype casting are unrelated." + "reason": "Chunked-prefill cache missing in GenerationMixin is different from cache-config max length only applying to quantized cache." }, { - "left": "issue:43673", - "right": "issue:46424", + "left": "issue:43582", + "right": "issue:46932", "accept": false, - "reason": "Both involve cache concepts, but one is missing cache in chunked prefill and the other is a config max-length rule." + "reason": "Apple Silicon TypeError in warmup is unrelated to Gemma4 dtype casting for quantized embedders." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Different composite-config loading bugs with different symptoms." + "reason": "Both involve config/model loading, but one is an unrecognized model error and the other is failure to unwrap text_config for composite multimodal configs." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both touch flex_attention, but one is a torch>=2.9 compilation failure and the other is a version-check/import issue." + "reason": "Torch >= 2.9 flex_attention compile breakage is not the same as an incorrect version check for AuxRequest import." }, { - "left": "issue:46082", - "right": "issue:46121", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Llama head_dim validation and rope-keys type handling are unrelated." + "reason": "A processor bug returning only one label is unrelated to documentation still mentioning return_all_scores." }, { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:46082", + "right": "issue:46121", "accept": false, - "reason": "Beit processor label reduction and TextClassificationPipeline docs mismatch are unrelated." + "reason": "LlamaConfig head_dim validation and rope-parameter list handling are separate config-validation bugs." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache behavior and ANSI output formatting are unrelated." + "reason": "Cache missing during chunked_prefill and ANSI codes emitted in non-terminal contexts are unrelated." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "Notebook syntax error and audio feature extraction bug are unrelated." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to D-FINE not using auxiliary losses when denoising is off." }, { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Notebook syntax error versus audio feature-extraction helper issue; completely different failure surfaces." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Both mention Ministral, but one is save_pretrained/dequantization and the other is FlashAttention loading." + "reason": "Saving dequantized Ministral/Devstral models is not the same as FlashAttention failing for Ministral-3." }, { - "left": "issue:44327", - "right": "issue:46752", + "left": "issue:43650", + "right": "issue:44220", "accept": false, - "reason": "QA decode_spans top-k crash and empty chat template crash are different code paths." + "reason": "Non-informative data request issue is unrelated to a feature-extraction bug." }, { - "left": "issue:43650", - "right": "issue:44220", + "left": "issue:44327", + "right": "issue:46752", "accept": false, - "reason": "The left item is not a substantive bug report; these are not duplicates." + "reason": "QA decode_spans top-k bounds error and empty apply_chat_template crash are both index-related but in different pipelines and code paths." }, { "left": "issue:44016", @@ -12744,88 +12710,82 @@ "reason": "Notebook syntax error and AddedToken keyword collision are unrelated." }, { - "left": "issue:44279", - "right": "issue:46515", + "left": "issue:44792", + "right": "issue:46424", "accept": false, - "reason": "Generic dependency issue and torch 2.4.1 incompatibility are not the same bug." + "reason": "A failing janus image-generation test and cache max-length behavior are different issues; one is a test failure, the other an implementation bug." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both involve flash attention, but different failure modes and model assumptions." + "reason": "Both mention FlashAttention-adjacent code, but one is model-specific Ministral-3 failure and the other is a sink-less-model s_aux=None AttributeError." }, { - "left": "issue:44792", - "right": "issue:46424", + "left": "issue:44279", + "right": "issue:46515", "accept": false, - "reason": "Janus image-generation test failure and cache-length configuration are unrelated." + "reason": "Generic dependency issue with transformers is too vague and not the same as a specific torch 2.4.1 incompatibility." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Different dependency/version complaints without a shared concrete failure." + "reason": "Python version support mismatch and a generic dependency issue are not the same concrete bug." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Resize-token-embeddings bug and Whisper empty transcription bug are unrelated." + "reason": "resize_token_embeddings not propagating to decoder.embed_tokens is unrelated to Whisper empty transcription after align_special_tokens." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Different missing-import regressions in different modules." + "reason": "Missing Qwen2_5_VLForConditionalGeneration import and non-existent import from image_utils are separate missing-symbol problems." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both are config-field handling issues, but for different models and different fields." + "reason": "Phi4MultimodalConfig None-handling and Qwen3_5MoeVisionConfig missing field serialization are distinct config defaulting/strictness bugs." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs mismatch and model-config parsing failure are unrelated." + "reason": "Docs mismatch for return_all_scores is not the same as an unrecognized model/config loading failure." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Different Qwen multimodal regressions: loading vs save_pretrained serialization." + "reason": "Qwen3VL MoE loading breakage and Qwen3.5 checkpoint save_pretrained regression are separate Qwen-related issues with different code paths." }, { "left": "issue:43901", "right": "issue:47217", "accept": false, - "reason": "TextClassificationPipeline docs and VL image-placeholder failure are unrelated." + "reason": "Pipeline docs discrepancy is unrelated to VL models failing when the image placeholder appears in user text." }, { "left": "issue:46614", "right": "issue:47085", "accept": false, - "reason": "Tokenizer backend state bug and Rust tokenizer thread-safety regression are unrelated." - }, - { - "left": "issue:44279", - "right": "issue:45405", - "accept": false, - "reason": "Generic dependency problem and unreleased minimum PEFT version are not the same issue." + "reason": "Stale phonemizer backend after switching languages is unrelated to tokenizer thread-safety regression." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Custom model processor/tokenizer regression and Deepseek tokenizer correctness are distinct bugs." + "reason": "Processor.tokenizer/image-input regression and Deepseek tokenizer incorrect results are both tokenizer-adjacent, but not the same underlying bug." }, { - "left": "issue:41950", - "right": "issue:45020", + "left": "issue:44279", + "right": "issue:45405", "accept": false, - "reason": "Video-classification processor lookup bug and remote_code model-loading regressions are different underlying problems." + "reason": "Generic dependency issue and MIN_PEFT_VERSION bump to unreleased version are different dependency problems." } ] }, @@ -12839,15 +12799,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 42, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:39692", "issue:41950", @@ -12875,6 +12835,7 @@ "issue:44466", "issue:44683", "issue:44779", + "issue:45020", "issue:45081", "issue:45200", "issue:45216", @@ -12899,18 +12860,19 @@ ], "soft_pairs": [ "issue:39692|issue:43901", + "issue:41950|issue:45020", "issue:46123|issue:46369", "issue:42796|issue:43650", "issue:43577|issue:45216", "issue:44779|issue:45812", "issue:44075|issue:44368", - "issue:43976|issue:45405", "issue:44466|issue:45276", + "issue:43976|issue:45405", "issue:41950|issue:45823", "issue:43381|issue:47000", - "issue:46082|issue:46399", "issue:43653|issue:45593", "issue:43299|issue:45357", + "issue:46082|issue:46399", "issue:46082|issue:46512", "issue:44351|issue:45278", "issue:44462|issue:45081", @@ -12918,144 +12880,150 @@ "issue:43299|issue:43854", "issue:43650|issue:46209", "issue:44242|issue:45200", - "issue:44016|issue:44291", "issue:43931|issue:47145", + "issue:44016|issue:44291", "issue:44683|issue:45542", "issue:45588|issue:47000", "issue:45081|issue:45907", "issue:42994|issue:43317", "issue:43873|issue:47145" ], - "prepared_review_unit_hash": "9ecfb96f51742856f9afed0f599b31debb631294944a765743c402d895b82403", + "prepared_review_unit_hash": "8f51da1047f08ffe3ab57f02a46047e7fe1192471545014381e37675fdbf66fe", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35331, - "estimated_input_tokens": 8833, - "estimated_eval_tokens": 17922 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36189, + "estimated_input_tokens": 9048, + "estimated_eval_tokens": 18352 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "None of the suggested soft pairs look like the same underlying bug/change; they mostly share only a broad subsystem or model family. I would not merge any of them as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": null, + "summary": "The set is heterogeneous and the soft pairs are mostly near-matches by subsystem rather than true duplicates. I would not merge any of the candidate pairs; the closest cluster anchor is the quantization/offloading report, but there is no single underlying bug spanning the whole set.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43873 is the broadest and most active report in the set (quantization/offloading), so it is the closest thing to a cluster anchor, though the overall set is not a single duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 is the strongest standalone issue here: it is a clear regression report with a specific API (`save_pretrained`), a concrete model family (Qwen3.5), and a version boundary, making it a good canonical-style bug report if one were needed.", + "best_issue_reason": "43873 is the strongest representative issue by scope and discussion activity, but only as a loose anchor rather than a true canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Both are docs-related, but one is about a SigLIP2 example/model-processor mismatch and quantization errors, while the other is about a text-classification pipeline doc mismatch. Different API surface and failure mode." + "reason": "Different problems: SigLIP2 example doc errors vs a TextClassificationPipeline docs/behavior mismatch." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Different code paths: video-classification processor lookup vs remote_code model breakage." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "Unrelated bugs: one is a MaskGenerationPipeline batch-finalization bug, the other is a memory overflow when calling sam3-litetext." + "reason": "One is a batching/result-drop bug; the other is a memory overflow in a specific model." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "No shared underlying defect; a tokenizer BPE-marker bug is not the same as a generic 'ADD THE DATA' issue." + "reason": "Tokenizer BPE marker handling is unrelated to a generic data request." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Different concrete problems: Blip2 dtype propagation vs Qwen3.5 checkpoint serialization regression. Same theme of model state handling, but not the same bug." + "reason": "Both involve loading/serialization, but Blip2 dtype propagation and Qwen3.5 checkpoint saving are different bugs." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both concern tokenizer regressions, but they affect different model families and likely different code paths; not enough evidence they are the same bug." + "reason": "Both are tokenizer regressions, but for different models and likely different tokenizer code paths." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Optimizer arguments being ignored is unrelated to a tie_word_embeddings warning during LoRA fine-tuning." + "reason": "Optimizer SGD args not used is unrelated to a Qwen3.5 tie_word_embeddings warning." }, { - "left": "issue:43976", - "right": "issue:45405", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "Python version compatibility is unrelated to a PEFT minimum-version bump." + "reason": "Different failures: tied-weight serialization inconsistency vs resize_token_embeddings not propagating to Gemma4 outputs." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "Both involve weight/embedding serialization in Gemma4/v5, but one is inconsistent lm_head.weight serialization and the other is resize_token_embeddings not updating layer-specific embeddings. Related area, different bug." + "reason": "Python version compatibility and a PEFT minimum-version bump are separate release issues." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Video-classification processor lookup bug and Gemma4 PLE device mismatch are unrelated." + "reason": "Video pipeline processor lookup and Gemma4 device mismatch are unrelated." }, { "left": "issue:43381", "right": "issue:47000", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to RTDetrLoss infeasible cost-matrix failures." - }, - { - "left": "issue:46082", - "right": "issue:46399", - "accept": false, - "reason": "A config validation issue for Llama head_dim is unrelated to a Qwen3.5 kernel registration/decorator crash." + "reason": "Gradient checkpointing in eval mode is unrelated to RTDetrLoss infeasible cost matrix." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss handling are different bugs in different components." + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are different bugs." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen multimodal regressions, but one is model loading in dev0 and the other is incorrect visual-encoder keys on save_pretrained; different failure points." + "reason": "Different Qwen3.5/Qwen3VL model-loading and save_pretrained regressions, not the same concrete bug." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation is unrelated to a Qwen3.5 kernel-registration crash." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "Config validation for head_dim and stale config.dtype after from_config are separate issues." + "reason": "Config validation for head_dim is unrelated to dtype staleness after from_config." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "A missing HybridCache import is not the same as a broad set of import errors after upgrading; too coarse to treat as one duplicate." + "reason": "A specific HybridCache import error is not the same as broad import errors after upgrade." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and a Mistral regex patch crash are both tokenizer-loading issues, but they are distinct concrete failures." + "reason": "AutoTokenizer ignoring tokenizer.json and a Mistral regex patch crash are different tokenizer bugs." }, { "left": "issue:43644", "right": "issue:47145", "accept": false, - "reason": "Non-persistent buffers filled with junk and FP8 frozen checkpoints missing weight_scale are different low-level state/quantization bugs." + "reason": "Non-persistent buffer junk on load is a different failure mode from missing FP8 weight_scale application." }, { "left": "issue:43299", @@ -13067,55 +13035,55 @@ "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "No meaningful overlap; one is a placeholder issue, the other is an FP8 inference failure on B200." + "reason": "A placeholder data request is unrelated to FP8 inference failure on B200." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Load-balancing loss gating and mm_token_type_ids defaults are separate model-training issues." + "reason": "Missing load-balancing loss and Gemma4 mm_token_type_ids defaults are separate training bugs." }, { - "left": "issue:44016", - "right": "issue:44291", + "left": "issue:43931", + "right": "issue:47145", "accept": false, - "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." + "reason": "Qwen3-VL shape mismatch loading and FP8 checkpoint weight_scale corruption are different underlying issues." }, { - "left": "issue:43931", - "right": "issue:47145", + "left": "issue:44016", + "right": "issue:44291", "accept": false, - "reason": "Weight-shape mismatch loading Qwen3-VL is not the same as FP8 compressed-tensors missing weight_scale." + "reason": "A notebook syntax error is unrelated to init_empty_weights receiving an unexpected argument." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and a TensorBoard/TensorFlow backend import issue are unrelated." + "reason": "Compiled flex_attention on torch>=2.9 and a TensorFlow backend import issue do not share a code path." }, { "left": "issue:45588", "right": "issue:47000", "accept": false, - "reason": "flash_attention s_aux=None crash and RTDetrLoss infeasible cost matrix are different code paths and failure modes." + "reason": "flash_attention s_aux=None crash is unrelated to RTDetrLoss infeasible cost matrix." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "A tokenizer regex patch crash and list_repo_files not forwarding revision are unrelated." + "reason": "Mistral tokenizer regex patching and list_repo_files revision forwarding are unrelated." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized model saving failure and dequantized model offload loading failure are both quantization-related, but they are different operations and different bugs." + "reason": "Quantized model saving failure and dequantized-model offload loading failure are different phases and different bugs." }, { "left": "issue:43873", "right": "issue:47145", "accept": false, - "reason": "General offloading issues with quantization and FP8 frozen-checkpoint weight_scale corruption are too different to merge as one underlying bug." + "reason": "Both are quantization/offloading themed, but one is broad offloading behavior and the other is a specific FP8 frozen-checkpoint weight_scale corruption; not the same bug." } ] }, @@ -13129,15 +13097,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 43, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:33290", "issue:42175", @@ -13188,22 +13156,22 @@ "issue:47217" ], "soft_pairs": [ - "issue:43441|issue:45834", "issue:44336|issue:46851", + "issue:43441|issue:45834", "issue:45103|issue:45372", "issue:43479|issue:43525", "issue:45859|issue:46851", "issue:33290|issue:45656", "issue:44246|issue:47217", "issue:44623|issue:44749", - "issue:42175|issue:43976", "issue:44671|issue:44779", + "issue:42175|issue:43976", "issue:44016|issue:45823", "issue:44261|issue:44263", "issue:44186|issue:47000", - "issue:45542|issue:45800", "issue:44623|issue:45397", "issue:43525|issue:43881", + "issue:45542|issue:45800", "issue:43673|issue:43761", "issue:43784|issue:45542", "issue:43901|issue:44246", @@ -13212,214 +13180,214 @@ "issue:44188|issue:44336", "issue:43575|issue:47145", "issue:42796|issue:43441", - "issue:44589|issue:45362", "issue:45325|issue:46851", + "issue:44589|issue:45362", "issue:43824|issue:43976", - "issue:47176|issue:47177", - "issue:44336|issue:44373" + "issue:44336|issue:44373", + "issue:47176|issue:47177" ], - "prepared_review_unit_hash": "041a60cf2b1828e53c480a3e273323cc91250d87f4be7631e44dcd59300da452", + "prepared_review_unit_hash": "58d0267ae136d8d053c9b51a402b8590578032cd022a0eb03d09600bb5b717e0", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35677, - "estimated_input_tokens": 8920, - "estimated_eval_tokens": 18096 + "serialized_chars": 35675, + "estimated_input_tokens": 8919, + "estimated_eval_tokens": 18094 }, "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; they mostly share only broad subsystems or similar model names. No PRs were provided. I\u2019d keep issue 43824 as the best general issue anchor because it is a clear, high-signal import failure with external references and active discussion.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43824 is a concrete, user-facing import error with inbound references and substantial discussion, making it a strong canonical anchor among these issues.", + "summary": "The items are a heterogeneous mix of unrelated bugs and regressions (model-specific loading, tokenizer, config, packaging, docs, performance, and security issues). None of the soft pairs look like the same underlying defect, so all soft edges should be rejected. As a representative issue, #43824 is the strongest single canonical candidate because it is a concrete import regression with downstream impact and inbound references.", + "confidence": 0.82, + "canonical_issue_reason": "#43824 is the most representative concrete regression in the set: a clear import failure with downstream breakage and external references.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 has a crisp failure mode, good triage signal, and broader impact than most of the other reports, so it is the best overall issue candidate here.", + "best_issue_reason": "#43824 is the best standalone issue to anchor the cluster because it is specific, reproducible, and has the clearest ecosystem impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:44336", + "right": "issue:46851", "accept": false, - "reason": "Different failures: FlashAttention regression for Ministral-3 vs an index error on long OCR input in Kosmos2.5." + "reason": "Different code paths and symptoms: ANSI color output in loading_report vs Qwen3.5 variable-length position_ids handling." }, { - "left": "issue:44336", - "right": "issue:46851", + "left": "issue:43441", + "right": "issue:45834", "accept": false, - "reason": "One is ANSI output formatting in loading_report; the other is Qwen3.5 variable-length position_ids handling." + "reason": "Unrelated model failures: Ministral FlashAttention regression vs Kosmos2.5 OCR long-input index error." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "auto_docstring annotation parsing crash vs Gemma 4 processor import dependency error; unrelated code paths." + "reason": "Different subsystems: auto-docstring crash with future annotations vs Gemma 4 processor import dependency breakage." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Phi4MultimodalConfig default init bug vs Llama4Config missing pad_token_id attribute; different model config issues." + "reason": "Both are config-related, but they affect different models and bugs: Phi4Multimodal defaults vs Llama4 missing pad_token_id." }, { "left": "issue:45859", "right": "issue:46851", "accept": false, - "reason": "CPU offload incompatibility in Qwen3.5Moe rotary embedding is not the same bug as variable-length position_ids handling." + "reason": "Same family (Qwen3.5) but different failures: CPU offload incompatibility vs variable-length position_ids behavior." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both mention deepspeed/optimizer, but one is OOM with Adafactor and the other is double optimizer.step calls; not the same defect." + "reason": "Deepspeed is shared, but the defects differ: Adafactor OOM vs optimizer.step being invoked twice." }, { "left": "issue:44246", "right": "issue:47217", "accept": false, - "reason": "Import latency vs VL placeholder placement failure; no shared underlying code path." + "reason": "Import-time slowness is unrelated to VL image-placeholder handling in user text." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Missing processor save files and a Chinese report about filtering slowdown are unrelated." + "reason": "Processor save/pretrained file omission is unrelated to a major filtering performance regression." }, { - "left": "issue:42175", - "right": "issue:43976", + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "Packaging/backend install mismatch vs Python version compatibility regression; different root causes." + "reason": "Different model components and failure modes: CamemBERT masked LM predictions vs DeepSeek tokenizer output changes." }, { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:42175", + "right": "issue:43976", "accept": false, - "reason": "CamemBERT masked LM prediction regression and DeepSeek tokenizer regression are different model-specific bugs." + "reason": "Packaging backend issue with torch extras is unrelated to Python version compatibility in Transformers 5.1.0." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error vs Gemma4 PLE device-mismatch during forward; not the same issue." + "reason": "Notebook syntax error and Gemma4 device-mapping mismatch are unrelated issues." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Different model internals: MLA q_a_layernorm epsilon handling vs GlmMoeDsaIndexer split return values." + "reason": "Both mention low-level tensor/model internals, but one is a missing rms_norm_eps config issue and the other is a torch.split return-value issue." }, { "left": "issue:44186", "right": "issue:47000", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and RTDetrLoss infeasible cost matrix are unrelated failures." - }, - { - "left": "issue:45542", - "right": "issue:45800", - "accept": false, - "reason": "TensorFlow backend installation bug vs torch/transformers incompatibility; different installation/runtime problems." + "reason": "Tokenizer crash on NER/padding is unrelated to RTDetrLoss infeasible cost-matrix errors." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Both involve save/load workflows, but one is missing processor save files and the other is a zero3 from_pretrained bug." + "reason": "Missing processor save files is unrelated to Gemma-4 zero3 from_pretrained loading failure." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Missing pad_token_id in Llama4Config vs glm-4v-9b loading failure; distinct config/runtime errors." + "reason": "Both are model-loading errors, but they involve different models and different missing-field/root-cause behavior." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorFlow/tensorboard backend installation issue is unrelated to a torch-transformers version incompatibility." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Chunked prefill cache regression and CLIPVisionModel hidden_states regression are separate v5 issues." + "reason": "Chunked-prefill cache regression and CLIPVisionModel hidden_states regression are different features/code paths." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Sentence-transformers import NameError is unrelated to TensorFlow/tensorboard backend installation." + "reason": "Importing sentence-transformers with latest transformers is unrelated to TensorFlow backend package selection." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Docs mismatch for return_all_scores does not match intermittent import slowness." + "reason": "Pipeline docs mismatch is a documentation issue, not an import-performance bug." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Missing pad_token_id on Llama4Config is not the same as missing fields from trust_remote_code AutoConfig." + "reason": "Missing pad_token_id in Llama4Config is unrelated to AutoConfig returning incomplete fields under trust_remote_code." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "auto_mappings references removed configs, while dummy_pt_objects leftovers are a separate repo hygiene issue." + "reason": "Both are repo hygiene/CI-related, but one is stale auto-mapping references and the other is dummy PT object cleanup." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "torch.compile attention kernel divergence is unrelated to ANSI codes leaking from loading_report." + "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI escape output in loading_report." }, { "left": "issue:43575", "right": "issue:47145", "accept": false, - "reason": "Qwen2-57B tensor-parallel OOM is not the same as silent FP8 weight_scale corruption." + "reason": "OOM while loading Qwen2-57B with tp is unrelated to silent FP8 weight_scale corruption on checkpoint load." }, { "left": "issue:42796", "right": "issue:43441", "accept": false, - "reason": "Tokenizer BPE marker handling and FlashAttention failure are different bugs in different components." + "reason": "Ministral tokenizer BPE-marker handling is unrelated to Ministral FlashAttention failure." }, { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:45325", + "right": "issue:46851", "accept": false, - "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are unrelated runtime issues." + "reason": "Both are position_ids-related, but they affect different Qwen model families and different rope/variable-length behaviors." }, { - "left": "issue:45325", - "right": "issue:46851", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "Both touch Qwen position logic, but one is a still-image temporal scaling bug in Qwen2.5-VL and the other is variable-length input handling in Qwen3.5." + "reason": "Float8 storage lookup error is unrelated to Qwen3.5 chat crash." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Importing a missing model class is unrelated to Python 3.9/3.10 support incompatibility." + "reason": "Importing a specific VL class is unrelated to Python 3.9+/3.10+ package compatibility." }, { - "left": "issue:47176", - "right": "issue:47177", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "Command-substitution allowlist bypass and tar/zip-slip arbitrary file write are distinct security vulnerabilities." + "reason": "ANSI color handling and docstring correctness are unrelated." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:47176", + "right": "issue:47177", "accept": false, - "reason": "Terminal ANSI code emission and a wrong docstring for position_ids are not the same underlying problem." + "reason": "Both are security issues, but the attack vectors differ: shell command substitution bypass vs archive path traversal/RCE." } ] }, @@ -13433,19 +13401,20 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 44, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:42491", "issue:42617", "issue:42886", + "issue:42915", "issue:43299", "issue:43526", "issue:43531", @@ -13462,7 +13431,6 @@ "issue:44336", "issue:44485", "issue:44496", - "issue:44561", "issue:44779", "issue:44871", "issue:45003", @@ -13489,14 +13457,15 @@ "issue:46829", "issue:46851", "issue:47145", - "issue:47217" + "issue:47217", + "issue:47312" ], "soft_pairs": [ "issue:43723|issue:44162", "issue:44246|issue:44496", - "issue:46291|issue:46399", "issue:44871|issue:47145", "issue:45083|issue:46851", + "issue:46291|issue:46399", "issue:44297|issue:45397", "issue:42617|issue:43976", "issue:46655|issue:46726", @@ -13510,233 +13479,236 @@ "issue:45103|issue:46399", "issue:45561|issue:45563", "issue:44246|issue:44871", - "issue:45003|issue:46821", "issue:45588|issue:46851", + "issue:45003|issue:46821", "issue:46614|issue:46665", "issue:44295|issue:45397", "issue:44336|issue:44485", "issue:43550|issue:46506", "issue:44242|issue:45593", - "issue:44561|issue:46399", + "issue:42915|issue:47312", "issue:42886|issue:46132", "issue:44779|issue:45292", "issue:43540|issue:46655", "issue:43901|issue:45003" ], - "prepared_review_unit_hash": "64265ae7b84351f3612ed729bf18192a2689557906e8a4827a50e96556c3060a", + "prepared_review_unit_hash": "1ca1d35c7527358329364c107466f80ec2fcacab1f8af0b674e220e8db1bac50", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36044, - "estimated_input_tokens": 9011, - "estimated_eval_tokens": 18278 + "serialized_chars": 36553, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a false-positive grab bag of unrelated Transformers issues. Several items are about v5 regressions or Qwen/tokenizer/loading problems, but they do not share a single concrete root cause. The broadest representative is the generic AutoTokenizer loading regression.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43723 is the most general and representative loading regression in the set: it targets AutoTokenizer.from_pretrained in v5, which is the closest common theme to several other loading-related reports.", + "summary": "This cluster is heterogeneous, and the packet does not justify accepting any soft-edge duplicate pair. The only borderline Qwen3-MoE loading pair, issue:42491 \u2194 issue:43299, has only soft similarity evidence, so it should remain rejected. issue:43299 is still the best representative issue for the shared Qwen3-MoE/v5 loading regression theme, but not a confirmed duplicate anchor.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43299 is the clearest representative of the Qwen3-MoE/v5 model-loading regression theme, but the packet only supports soft similarity to issue:42491, not a deterministic duplicate relationship.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 is the best triage anchor because it is broad, user-facing, and likely to subsume nearby tokenizer/loading regressions better than the model-specific or unrelated bugs.", + "best_issue_reason": "issue:43299 best captures the common Qwen3-MoE loading breakage pattern and is the broadest, most representative issue in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading failure vs ESM2 model breakage; related area, but not the same bug or code path." + "reason": "Both are tokenizer/model-loading complaints, but they involve different models and likely different root causes." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import-time slowness and unrecognized-model config error are unrelated symptoms." - }, - { - "left": "issue:46291", - "right": "issue:46399", - "accept": false, - "reason": "Kernel package version requirement during pipelines import is a different failure from Qwen3.5 rotary-pos-embedding registration." + "reason": "Import latency and unrecognized-model config errors are unrelated failure modes." }, { "left": "issue:44871", "right": "issue:47145", "accept": false, - "reason": "Gemma eos_token_id mismatch and FP8 weight_scale omission are distinct model-loading bugs." + "reason": "Different model families and different bugs: eos_token_id mismatch vs FP8 checkpoint scaling." }, { "left": "issue:45083", "right": "issue:46851", "accept": false, - "reason": "Helper length calculation in qwen3_omni_moe is not the same as Qwen3.5 variable-length position_ids handling." + "reason": "Both mention Qwen3 variants, but one is a feature-extraction helper issue and the other is a variable-length position_ids crash." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both involve kernels, but one is an import-time dependency issue and the other is a model-specific registration crash." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save_pretrained config mismatch is unrelated to gemma-4 zero3 from_pretrained behavior." + "reason": "Tokenizer save metadata mismatch is not the same as a zero3 from_pretrained loading failure." }, { "left": "issue:42617", "right": "issue:43976", "accept": false, - "reason": "3d_parallel.py execution failure and Python version compatibility are different issues." + "reason": "Running a script and Python-version compatibility are unrelated problems." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "Incorrect video padding and missing-vision-backend AutoProcessor error are different processing failures." + "reason": "Both are vision-related, but padding calculation and missing-vision-backend handling are different bugs." }, { "left": "issue:46399", "right": "issue:46851", "accept": false, - "reason": "Both involve Qwen3.5, but one is a kernels registration crash and the other is variable-length position_ids; not the same bug." + "reason": "These are different Qwen3.5 failures: kernel registration vs variable-length position_ids." }, { "left": "issue:45003", "right": "issue:47217", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to image-placeholder handling in VL chat input." + "reason": "Unsafe sys.modules access is unrelated to VL image-placeholder failures." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both are Qwen3 MoE-related, but one is LoRA compatibility across hf4/hf5 and the other is Qwen3VL MoE loading; not clearly the same defect." + "reason": "The packet marks this as soft similarity only; that is not enough to call it a duplicate." }, { "left": "issue:45072", "right": "issue:46829", "accept": false, - "reason": "bf16 dtype mismatches in inference are unrelated to the hidden_states/output field mix-up." + "reason": "A dtype/compile inference issue is unrelated to an output-object field mix-up." }, { "left": "issue:43540", "right": "issue:46752", "accept": false, - "reason": "Video-input ValueError and empty-list apply_chat_template crash are different code paths." + "reason": "Qwen3OmniMoe video-processing errors and empty-list chat-template crashes are unrelated." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BEiT label reduction bug and modeling_utils sys.modules access have no concrete overlap." + "reason": "A label-reduction bug in an image processor is unrelated to unsafe module lookup." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Qwen3-MoE sliding_window bug and Qwen3.5 chat crash are model-specific but distinct." + "reason": "Both are Qwen3-family issues, but sliding-window behavior and chat crashes are different code paths." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "auto_docstring annotation handling and Qwen3.5 kernel registration are unrelated subsystems." + "reason": "Auto-docstring annotation handling is unrelated to kernel registration failures." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "pytest-xdist capture race and stale generate warning are unrelated test/runtime issues." + "reason": "Pytest-xdist file races and stale generation warnings are separate problems." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import latency and Gemma eos_token_id mismatch do not share a root cause." + "reason": "Import latency and Gemma eos token configuration are unrelated." }, { - "left": "issue:45003", - "right": "issue:46821", + "left": "issue:45588", + "right": "issue:46851", "accept": false, - "reason": "sys.modules access bug and TimesFM window_size attribute error are unrelated." + "reason": "Flash-attention auxiliary-state handling is unrelated to variable-length position_ids." }, { - "left": "issue:45588", - "right": "issue:46851", + "left": "issue:45003", + "right": "issue:46821", "accept": false, - "reason": "Flash-attention s_aux=None crash and Qwen3.5 variable-length position_ids failure are different failures." + "reason": "Modeling utils internals and a TimesFM window_size AttributeError are different bugs." }, { "left": "issue:46614", "right": "issue:46665", "accept": false, - "reason": "Stale phonemizer backend state and from_pretrained-in-class inconsistency are different tokenizer behaviors." + "reason": "Stale phonemizer backend state and from_pretrained-in-class inconsistency are different issues." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "position_ids buffer read error and gemma-4 zero3 loading are unrelated." + "reason": "position_ids buffer access and zero3 from_pretrained crash do not share the same root cause." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI output formatting in loading_report and GLM-5 RoPE implementation are unrelated." + "reason": "ANSI output formatting and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "torch.compile SDPA failure for Bamba and CPU/CUDA result differences for PPDocLayoutV3 are different problems." + "reason": "torch.compile/SDPA failure and CPU-vs-CUDA result mismatch are different issues." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Missing load balancing loss and missing auxiliary losses are separate model-training bugs." + "reason": "Both concern missing losses under config flags, but they are different models and loss mechanisms." }, { - "left": "issue:44561", - "right": "issue:46399", + "left": "issue:42915", + "right": "issue:47312", "accept": false, - "reason": "Removal of is_torch_fx_available and Qwen3.5 apply_rotary_pos_emb registration are unrelated regressions." + "reason": "FineGrainedFP8Config failure and kernels 0.16 incompatibility are distinct compatibility problems." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are different issues." + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior changes are unrelated." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Deepseek tokenizer output regression and resize_token_embeddings/output_embeddings mismatch are not the same bug." + "reason": "Deepseek tokenizer correctness regression is unrelated to resize_token_embeddings not updating output embeddings." }, { "left": "issue:43540", "right": "issue:46655", "accept": false, - "reason": "Two video-related bugs, but different symptoms and code paths; not mergeable as one fix." + "reason": "Both are multimodal/video-related, but they are different processor bugs." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mismatch for return_all_scores and unsafe sys.modules access are unrelated." + "reason": "A documentation mismatch for a pipeline argument is unrelated to unsafe sys.modules access." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the summary is mostly grounded, but one soft-edge verdict overstates the evidence. The packet marks issue:42491 \u2194 issue:43299 as deterministic_accept=false (only soft similarity), yet the analyst set accept=true and called it a \"strong duplicate-like pair.\" That is not supported by the packet. The rest of the verdicts are broadly conservative, but this single over-accept is enough to reject." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -13744,15 +13716,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 45, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:29870", "issue:30333", @@ -13833,20 +13805,20 @@ "issue:44623|issue:46726", "issue:29870|issue:30333" ], - "prepared_review_unit_hash": "bf7fbae982ce95e920182a3c4f52aa102b354d4137b3c5d8d53d2e59b9c3a5c4", + "prepared_review_unit_hash": "1820bcbcbc86a2cb338f581308b588ea08d190d3ae2c40ad88206471684574ea", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36098, + "serialized_chars": 36097, "estimated_input_tokens": 9025, "estimated_eval_tokens": 18306 }, @@ -13855,180 +13827,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These soft pairs are mostly loose topical matches rather than true duplicates. They span unrelated bugs across Deepspeed, video/VL processing, config loading, serialization, imports, and model-specific regressions, so I would not merge any of the candidate pairs.", - "confidence": 0.94, - "canonical_issue_reason": "issue:44479 is the most representative standalone issue here: it describes a concrete, user-facing regression with a clear model family impact and a specific failure surface.", + "summary": "This cluster is a loose collection of unrelated Transformers issues; the soft pairs mostly share a subsystem name or broad topic but not the same concrete bug, so they should all be rejected.", + "confidence": 0.88, + "canonical_issue_reason": "No true canonical duplicate stands out. If one issue must anchor the cluster, issue 44479 is the broadest high-signal regression here, affecting multiple Qwen VL video models.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest issue to anchor on: it is specific, reproducible, and affects multiple Qwen VL variants rather than being a vague or incidental failure.", + "best_issue_reason": "Issue 44479 is the most broadly scoped and representative item in the set; it has the clearest cross-model regression framing among otherwise unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Both mention Deepspeed/ZeRO3, but one is about Qwen3 MOE weight conversion and the other is an empty-deque IndexError in BertModel init; different bugs." + "reason": "Both mention DeepSpeed, but one is a Qwen3 MoE weight-conversion problem and the other is a ZeRO3 deque/index error; different failures and code paths." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video/image processor lookup and _torch_extract_fbank_features are unrelated failure modes in different pipelines." + "reason": "Video-classification image-processor lookup is unrelated to _torch_extract_fbank_features(); different pipeline and bug." }, { "left": "issue:46726", "right": "issue:47217", "accept": false, - "reason": "Both involve multimodal processing, but one is about missing vision backend/image processor selection and the other is an empty-image-placeholder chat-template crash." + "reason": "Missing vision backend/unrecognized image processor is not the same as VL models failing on image placeholders in user text." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Both are video regressions, but they affect different model families and point to different code paths: Qwen VL input handling vs SmolVLM padding calculation." + "reason": "Both concern video inputs, but the concrete bugs differ: Qwen VL regression vs SmolVLM padding calculation." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Two import errors, but for different symbols and likely different dependency/version issues." + "reason": "Separate import errors for different symbols/modules; no shared underlying bug." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Both are Qwen multimodal config/model-loading issues, but one is a missing config field dropped by strict validation and the other is from_config not unwrapping text_config." + "reason": "Both are Qwen multimodal config issues, but one is a missing config field dropped by strict parsing and the other is incorrect text_config unwrapping." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Different missing imports entirely: Qwen2_5_VLImageProcessor vs HybridCache." + "reason": "Different import failures affecting different APIs; not the same issue." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "ImportError in a vision processor is unrelated to a BertModel ZeRO3 IndexError during initialization." + "reason": "Qwen2.5-VL import failure and BertModel ZeRO3 init crash are unrelated." }, { "left": "issue:45292", "right": "issue:45701", "accept": false, - "reason": "resize_token_embeddings/output_embeddings behavior is unrelated to tokenization differences across versions." + "reason": "resize_token_embeddings/output_embeddings behavior is unrelated to version-dependent tokenization changes." }, { "left": "issue:44451", "right": "issue:46752", "accept": false, - "reason": "Loading a specific model checkpoint and empty-list chat template crashes are different surfaces with no shared code path." + "reason": "Loading a specific model and crashing on empty chat input are different bugs." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "One is a processor/tokenizer regression; the other is embedding resizing not propagating. Same general area, but not the same bug." + "reason": "Processor/tokenizer regression is unrelated to output embedding resizing behavior." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "ZeRO3 deque underflow and stale auto_mappings references are unrelated issues." + "reason": "ZeRO3 deque crash and stale auto_mappings reference are different problems." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaults are different model-specific bugs." + "reason": "ESM2 breakage and Gemma4 mm_token_type_ids defaulting are unrelated model-specific issues." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Position_ids buffer access and post-upgrade slowness are not the same failure." + "reason": "Position_ids buffer access error and a performance regression report are not the same bug." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "A model not supporting Flash Attention 2.0 is not the same as a generic Flash Attention tracking issue." + "reason": "One is a concrete unsupported-model error; the other is a generic Flash Attention 2.0 topic, not the same underlying fix." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Serialization of tied weights and resize_token_embeddings not updating decoder.embed_tokens are separate weight-handling bugs." + "reason": "Tied-weight serialization/device issue is different from resize_token_embeddings not updating decoder embeddings." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init validation are unrelated." + "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init policy are unrelated." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unsafe sys.modules access and pytest-xdist race on captured_info.txt are different problems." + "reason": "sys.modules access bug and xdist captured_info.txt race are separate test/runtime issues." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "Both are SAM3-related, but one is a missing attribute in the output object and the other is a memory overflow in a different model path." + "reason": "SAM 3 Video missing attribute and SAM3 litetext memory overflow are different failure modes." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Strict config loading for granite_speech and a missing Qwen3_5MoeVisionConfig field are separate config-schema bugs." + "reason": "Strict config rejection for granite_speech is unrelated to Qwen vision config field loss." }, { "left": "issue:43526", "right": "issue:46897", "accept": false, - "reason": "BEiT reduce_labels returning one label and Florence2 double-shift training loss are unrelated model bugs." + "reason": "BEIT label reduction bug and Florence2 double-shift training-loss bug are different model-specific issues." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Missing MoE load-balancing loss and a float16/CUDA crash in LwDetrImageLoss are different loss/AMP issues." + "reason": "Load-balancing loss omission and LwDetrImageLoss AMP crash do not share the same code-path problem." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "A stale indexer cache crash in GlmMoeDsa is unrelated to Gemma 4 multimodal token-type defaults." + "reason": "GlmMoeDsa stale cache crash and Gemma4 token-type defaulting are unrelated." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Model loading failure at transformers>=5.1.0 and tokenizer protobuf exception masking are different error paths." + "reason": "Loading physical-intelligence/fast failure and protobuf tokenizer error masking are different import/serialization issues." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3-VL-Moe bug in transformers 5.0 and PPDocLayoutV3 CPU/CUDA divergence are unrelated." + "reason": "Qwen3-VL-Moe/Transformers 5.0 bug is unrelated to PPDocLayoutV3 CPU vs CUDA output differences." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Video-input regression and a Windows/ROCm torch.distributed import problem do not share a code path." + "reason": "Video input regression and Windows ROCm/torch.distributed import failure are unrelated." }, { "left": "issue:44623", "right": "issue:46726", "accept": false, - "reason": "Missing files in processor.save_pretrained and unrecognized image processor errors are different processor issues." + "reason": "Missing files on processor.save_pretrained and missing vision backend handling are different bugs." }, { "left": "issue:29870", "right": "issue:30333", "accept": false, - "reason": "Bart generate() UnboundLocalError and MLflow job-status reporting are completely unrelated." + "reason": "Bart generate() UnboundLocalError and MLFlow job-status reporting are unrelated." } ] }, @@ -14042,18 +14014,19 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 46, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:42199", "issue:42886", + "issue:42994", "issue:43065", "issue:43408", "issue:43475", @@ -14063,7 +14036,6 @@ "issue:43723", "issue:43906", "issue:43931", - "issue:43994", "issue:44162", "issue:44188", "issue:44361", @@ -14091,7 +14063,6 @@ "issue:46421", "issue:46431", "issue:46710", - "issue:46726", "issue:46752", "issue:46832", "issue:46851", @@ -14099,17 +14070,19 @@ "issue:46894", "issue:47020", "issue:47068", - "issue:47145" + "issue:47145", + "issue:47312" ], "soft_pairs": [ "issue:43526|issue:46894", "issue:44877|issue:46170", "issue:44995|issue:45588", "issue:44368|issue:44977", - "issue:43653|issue:44162", "issue:45397|issue:45656", - "issue:43475|issue:43540", + "issue:43653|issue:44162", "issue:42199|issue:46851", + "issue:43475|issue:43540", + "issue:42994|issue:47312", "issue:45685|issue:46431", "issue:42886|issue:45229", "issue:46170|issue:46832", @@ -14125,201 +14098,194 @@ "issue:44483|issue:46202", "issue:44188|issue:46421", "issue:45593|issue:47068", - "issue:45103|issue:46858", "issue:44361|issue:44749", - "issue:46752|issue:47020", - "issue:43994|issue:46726" + "issue:45103|issue:46858", + "issue:46752|issue:47020" ], - "prepared_review_unit_hash": "cc5ddc4fdf05221ccd740db4760120ebee4a35b203ae86bfdfe40722d2ba2c72", + "prepared_review_unit_hash": "6bc64f266a07b38c6e96e2164dec6f5f703fae6f28237c989770fcb0a5d5979b", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36043, - "estimated_input_tokens": 9011, - "estimated_eval_tokens": 18278 + "serialized_chars": 35905, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft edges look like false positives: the paired issues mostly involve different models, different subsystems, or different failure modes, so none should be merged as duplicates. There are no PRs in this cluster.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue is justified here; the items do not form one duplicate family and instead span unrelated bug reports across tokenizer, vision, generation, cache, and platform-specific paths.", + "summary": "This cluster is heterogeneous: the items span unrelated bugs in tokenizers, cache/static-cache behavior, model config loading, multimodal models, and deepspeed/torch.compile edge cases. No soft pair looks like the same concrete underlying bug, so I would not merge any of them as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 46858 is the best representative only because it is the most concrete, technically scoped regression in the set; however, the cluster overall does not form a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "If a single issue must anchor the set, issue:46858 is the most concrete and code-path-specific report, but it is not representative of the rest of the cluster.", + "best_issue_reason": "Issue 46858 has the clearest root-cause description and the most actionable failure mode (static cache seq-length returning a device tensor and breaking slice arithmetic under torch.compile).", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43526", "right": "issue:46894", "accept": false, - "reason": "Different bugs and domains: BeitImageProcessorFast label reduction vs CohereASR training-loss double-shift." + "reason": "Different subsystems and failure modes: BeitImageProcessorFast label reduction vs. CohereASR training-loss shifting." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Config loading for granite_speech is unrelated to Windows/ROCm import failure from torch.distributed dependency." + "reason": "Unrelated problems: strict config loading for granite_speech vs. Windows/ROCm torch.distributed import issues." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Stale indexer cache on second forward pass is not the same as flash-attention crashing on s_aux=None." + "reason": "Both crash bugs, but in different code paths and with different causes: stale indexer cache vs. s_aux=None in flash attention." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "A tie_word_embeddings warning is not the same failure as Qwen3.5 flash-attention generation breakage." + "reason": "Same model family mention, but one is a warning about tie_word_embeddings and the other is a flash-attention generation bug." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Both involve deepspeed, but one is a gemma-4 from_pretrained issue and the other is an optimizer double-step bug." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug and ESM2 being broken are unrelated issues." + "reason": "Tokenizer special-token registration bug vs. an ESM2 model breakage; not the same underlying issue." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:42199", + "right": "issue:46851", "accept": false, - "reason": "ZeRO from_pretrained loading problem is distinct from optimizer.step being called twice under deepspeed." + "reason": "Different models and different failure modes: DETR cardinality error vs. Qwen3.5 variable-length position_ids handling." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Missing fpn_position_embeddings attribute in SAM 3 Video is not the same as Qwen3OmniMoe video-input validation errors." + "reason": "Separate multimodal model bugs affecting different components and inputs." }, { - "left": "issue:42199", - "right": "issue:46851", + "left": "issue:42994", + "right": "issue:47312", "accept": false, - "reason": "DETR background-class cardinality error and Qwen3.5 variable-length position_ids are different code paths and bugs." + "reason": "Quantized model saving failure is unrelated to kernel-version incompatibility." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram/int limitation is unrelated to apply_chat_template failing because a processor has no chat template." + "reason": "MPS histogram/int type issue is unrelated to missing chat templates in processors." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated failure modes." + "reason": "Offline tokenizer cache loading regression is unrelated to Gemma multi-GPU CUDA OOM." }, { "left": "issue:46170", "right": "issue:46832", "accept": false, - "reason": "Platform import/dependency issue on Windows/ROCm does not match RTDetrModel.forward feature-level mismatch." + "reason": "Different errors: torch.distributed dependency on Windows/ROCm vs. RT-DETR forward shape mismatch." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "Memory not released on RT-DETR deletion is unrelated to MaskGenerationPipeline's final-partial-batch bug." + "reason": "Memory not released on delete vs. final partial batch bookkeeping in MaskGenerationPipeline." }, { "left": "issue:43723", "right": "issue:46710", "accept": false, - "reason": "Tokenizer loading in v5 and an accuracy regression after upgrade are not the same underlying bug." + "reason": "Tokenizer loading in v5 is a different problem from a model accuracy regression after upgrade." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is a different issue from a sam3_video vs sam3_tracker config warning." + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as the sam3_video/sam3_tracker config warning." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is unrelated to a tie_word_embeddings warning in ms-swift fine-tuning." + "reason": "Qwen3-VL shape mismatch is unrelated to the Qwen3.5 tie_word_embeddings warning." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "torch.compile attention-kernel divergence is a different problem than Gemma pipeline roundtrip on the underscore token." + "reason": "torch.compile attention-kernel divergence is unrelated to Gemma pipeline roundtrip tokenization on \u2581." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:44361", + "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer AttributeError and stale num_return_sequences warning are unrelated." + "reason": "Tokenizer AttributeError on tasks is unrelated to a post-upgrade performance regression." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache.get_seq_length returning a tensor is not the same as LlamaConfig rejecting explicit head_dim." + "reason": "StaticCache seq-length return type bug is unrelated to LlamaConfig head_dim validation." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "An isolated reproduction of another issue is not the same as the Gemma pipeline roundtrip failure itself." - }, - { - "left": "issue:46132", - "right": "issue:47145", - "accept": false, - "reason": "AttentionInterface.register behavior change and FP8 weight_scale not being applied are different bugs." + "reason": "Isolated reproduction of a prior issue is unrelated to Gemma pipeline roundtrip failure." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "/v1/chat/completions request acceptance regression is unrelated to Gemma token roundtrip failure." + "reason": "Chat-completions API request rejection is unrelated to Gemma token roundtrip behavior." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Attention branching under torch.compile is distinct from cache lazy initialization causing spurious recompilation." + "reason": "Both touch compile/cache behavior, but one is attention-kernel divergence and the other is spurious recompilation from cache lazy init." }, { "left": "issue:45593", "right": "issue:47068", "accept": false, - "reason": "D-FINE auxiliary-loss behavior and a host-synchronization concern in deepspeed_sp_compute_loss are unrelated." - }, - { - "left": "issue:45103", - "right": "issue:46858", - "accept": false, - "reason": "auto_docstring annotation crash is unrelated to the static-cache get_seq_length device-tensor bug." + "reason": "Different bugs: auxiliary-loss handling in D-FINE vs. host synchronization from a Python conditional in deepspeed_sp_compute_loss." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer AttributeError and a post-upgrade data filtering slowdown are not duplicates." + "reason": "Tokenizer task AttributeError and data-filtering slowdown are not the same bug." }, { - "left": "issue:46752", - "right": "issue:47020", + "left": "issue:45103", + "right": "issue:46858", "accept": false, - "reason": "Empty chat_template IndexError and XLMRobertaTokenizer passing a dict to Unigram are different tokenizer bugs." + "reason": "Both are annotation/cache-adjacent regressions, but they affect different mechanisms and code paths." }, { - "left": "issue:43994", - "right": "issue:46726", + "left": "issue:46752", + "right": "issue:47020", "accept": false, - "reason": "SigLIP2 producing nonsensical outputs and AutoProcessor complaining about a missing vision backend are separate problems." + "reason": "Empty chat-template input crash is unrelated to XLMRobertaTokenizer passing the wrong vocab type to Unigram." } ] }, @@ -14333,15 +14299,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 47, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:28282", "issue:30990", @@ -14359,6 +14325,7 @@ "issue:43701", "issue:43723", "issue:43784", + "issue:43994", "issue:44038", "issue:44162", "issue:44188", @@ -14392,16 +14359,17 @@ "issue:47217" ], "soft_pairs": [ + "issue:43994|issue:46726", "issue:44297|issue:44623", "issue:43701|issue:44749", "issue:43065|issue:46123", "issue:44749|issue:45656", "issue:43646|issue:44162", "issue:44964|issue:45137", - "issue:42994|issue:43482", "issue:44623|issue:45656", "issue:43475|issue:43643", "issue:43475|issue:46821", + "issue:42994|issue:43482", "issue:43784|issue:46399", "issue:44373|issue:46851", "issue:39692|issue:46726", @@ -14412,233 +14380,242 @@ "issue:44188|issue:46851", "issue:45375|issue:45478", "issue:46877|issue:47000", - "issue:42994|issue:43525", + "issue:45230|issue:45397", "issue:44869|issue:45356", "issue:43723|issue:46326", - "issue:45230|issue:45397", "issue:45310|issue:45375", "issue:43232|issue:43673", "issue:44038|issue:44623", + "issue:42994|issue:43525", "issue:41628|issue:44933" ], - "prepared_review_unit_hash": "b4d44e3b4717d69b445891a3addfb1e23cf65f2a664f1ab180a9e29de52b142e", + "prepared_review_unit_hash": "f0c8fdb24796c96aee8596928ec72571f6a30160cd3bbd051892e696a4aaaf17", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35176, - "estimated_input_tokens": 8794, - "estimated_eval_tokens": 17844 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36062, + "estimated_input_tokens": 9016, + "estimated_eval_tokens": 18288 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are a loose collection of unrelated transformer/model bugs and a few documentation/import issues; none of the soft pairs look like true duplicates or the same fixable change. No pull requests are present in the cluster.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 44964 is the strongest representative: it is a concrete, reproducible model-loading regression with a named model, clear version context, and an actionable code path.", + "summary": "Mostly distinct issues across unrelated model families and code paths. The only plausible duplicate edge is the Qwen3.5 MoE load regression pair, where one report is the umbrella failure and the other points to the strict-config field loss as the likely root cause.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45310 is the broadest and most user-visible report of the Qwen3.5 MoE from_pretrained regression, making it a good umbrella canonical issue for that duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44964 is the best global triage candidate because it is specific, user-facing, and likely to map to a single fix rather than a broad or ambiguous report.", + "best_issue_reason": "issue:45310 best represents the underlying bug because its title captures the end-user failure across versions, while related reports can be folded into it as root-cause details.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Both touch vision/image handling, but one is bad SigLIP2 outputs and the other is an error when a vision backend is missing; different bugs and code paths." + }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Different failure modes: tokenizer config metadata mismatch vs processor save_pretrained missing files." + "reason": "Both involve save_pretrained, but tokenizer metadata mismatch and missing processor files are different artifacts and failure modes." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to the reported 5.3.0 performance slowdown during filtering." + "reason": "Checkpoint key mismatch during resume is unrelated to a data-processing slowdown regression." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "Sam3PixelDecoder dummy layer implementation and MaskGenerationPipeline partial-batch dropping are separate code paths." + "reason": "SAM3 pixel decoder internals and MaskGenerationPipeline batch-finalization are separate subsystems with different symptoms." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "A slowdown regression is not the same bug as optimizer.step being invoked twice with deepspeed." + "reason": "A performance regression is not the same underlying bug as optimizer.step being invoked twice under DeepSpeed." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Missing fields from trust_remote_code AutoConfig return values is unrelated to ESM2 breakage." + "reason": "Missing fields from trust_remote_code config loading and ESM2 being broken are unrelated model-specific issues." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Model loading failure for Phi-4 multimodal is unrelated to a DeepSpeed ZeRO3 deque IndexError." - }, - { - "left": "issue:42994", - "right": "issue:43482", - "accept": false, - "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite directions and different pipelines." + "reason": "Model loading failure and DeepSpeed ZeRO3 deque underflow are different runtime problems with no clear shared code path." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor saving file omissions are unrelated to deepspeed optimizer double-stepping." + "reason": "Processor save_pretrained missing files and duplicate optimizer stepping under deepspeed are unrelated." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "Missing fpn_position_embeddings in SAM 3 output is not the same as missing fields from trust_remote_code config objects." + "reason": "A missing attribute on Sam3 vision outputs is not the same as trust_remote_code returning incomplete config objects." }, { "left": "issue:43475", "right": "issue:46821", "accept": false, - "reason": "SAM 3 video encoder attribute error and TimesFM window_size AttributeError are different models and mechanisms." + "reason": "Both are missing-attribute style reports, but they concern different models and different fields." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and GGUF loading failure are both quantization-adjacent but not the same concrete bug." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Sentence-transformers import NameError and Qwen3.5 kernel registration crash are unrelated." + "reason": "An import-time NameError in sentence-transformers and a missing decorator crash in Qwen3.5 are unrelated." }, { "left": "issue:44373", "right": "issue:46851", "accept": false, - "reason": "A wrong docstring and a variable-length input runtime bug are not the same underlying issue." + "reason": "A wrong docstring is documentation-only; the other is an actual position_ids runtime bug." }, { "left": "issue:39692", "right": "issue:46726", "accept": false, - "reason": "Documentation example errors are distinct from AutoProcessor backend-missing behavior." + "reason": "The first is a broken documentation example; the second is a runtime error when a required vision backend is absent." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma eos_token_id inconsistency is unrelated to AttentionInterface.register changing function behavior." + "reason": "EOS-token config inconsistency and AttentionInterface.register behavior changes are different issues." }, { "left": "issue:46463", "right": "issue:46877", "accept": false, - "reason": "T5 decoder-input validation messaging and auto_docstring import-time stdout noise are separate concerns." + "reason": "Incorrect T5 validation messaging is unrelated to auto_docstring printing diagnostics at import time." }, { "left": "issue:45561", "right": "issue:47217", "accept": false, - "reason": "A pytest-xdist file race is unrelated to VL models failing on image placeholders in user text." + "reason": "A pytest-xdist file race and VL image-placeholder handling are different problems." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "PyTorch-missing ImportError and Sentence Transformers loading hang are different environment/runtime problems." + "reason": "PyTorch missing ImportError and Sentence Transformers hanging on load are not the same failure." }, { "left": "issue:44188", "right": "issue:46851", "accept": false, - "reason": "torch.compile attention kernel divergence is not the same as Qwen3.5 variable-length position_ids handling." + "reason": "torch.compile attention-kernel divergence is a separate problem from Qwen3.5 variable-length position_ids handling." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "Missing deepstack_visual_indexes in config and a from_pretrained error are related by model family but not the same concrete bug." + "reason": "They are very close in title, but only 45375 is in the soft edge list; no direct pair to evaluate here." }, { "left": "issue:46877", "right": "issue:47000", "accept": false, - "reason": "Import-time doc-lint stderr/stdout output is unrelated to RTDetrLoss cost-matrix infeasibility." + "reason": "Import-time doc-lint stdout noise and RTDetrLoss infeasible cost matrix are unrelated." }, { - "left": "issue:42994", - "right": "issue:43525", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Quantized saving failure and Llama4Config pad_token_id attribute error are separate model serialization/config issues." + "reason": "A generic bug report and a Gemma-4 zero3 from_pretrained issue do not indicate the same underlying bug." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper word timestamp crash on trailing replacement characters is unrelated to Kimi-K2.5 codec/regression handling." + "reason": "Whisper timestamp decoding on trailing replacement characters is unrelated to a tokenizer codec-handling regression." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Tokenizer loading in v5 and continue_final_message for mistral_common are different tokenizer subsystems." - }, - { - "left": "issue:45230", - "right": "issue:45397", - "accept": false, - "reason": "A generic bug report and gemma-4 zero3 from_pretrained failure are not the same issue." + "reason": "Tokenizer loading failure in v5 and continue_final_message behavior for mistral_common are different code paths." }, { "left": "issue:45310", "right": "issue:45375", - "accept": false, - "reason": "Qwen3.5 Moe from_pretrained error and missing deepstack_visual_indexes may be adjacent, but the reports do not show the same concrete failure." + "accept": true, + "reason": "Both describe the same Qwen3.5 MoE from_pretrained regression in v5.4+, and 45375 appears to identify the strict-config field loss causing the broader load failure." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Generation kwargs update after sync_gpus and chunked_prefill cache missing are distinct generation-path bugs." + "reason": "Generation kwargs updates after sync_gpus and missing GenerationMixin cache during chunked_prefill are not the same bug." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe behavior under transformers 5.0 is unrelated to processor.save_pretrained missing files." + "reason": "Qwen3-VL-Moe loading bugs and processor save_pretrained missing files are unrelated despite both involving transformers v5-era regressions." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized saving failure and missing pad_token_id on Llama4Config are different issues." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Cannot import AutoImageProcessor and nonexistent image_utils import are similar at a glance but point to different missing symbols and likely different fixes." + "reason": "Cannot import AutoImageProcessor and a non-existent import from image_utils are related to imports, but they are not the same missing symbol or code path." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The accepted Qwen3.5 MoE pair is the only clearly supported duplicate edge among the evaluated soft pairs, and the other verdicts appropriately reject unrelated code paths and failure modes. Minor note: issue:45478 has the same title as issue:45310, but it was not one of the evaluated soft pairs." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 48, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:30333", "issue:30990", @@ -14651,7 +14628,6 @@ "issue:42673", "issue:42831", "issue:42898", - "issue:42994", "issue:43232", "issue:43278", "issue:43704", @@ -14696,7 +14672,6 @@ "issue:44661|issue:47059", "issue:43278|issue:45137", "issue:45081|issue:45103", - "issue:42994|issue:43824", "issue:44857|issue:46877", "issue:45406|issue:46202", "issue:46202|issue:46701", @@ -14722,226 +14697,214 @@ "issue:44843|issue:47085", "issue:44568|issue:47085" ], - "prepared_review_unit_hash": "160ac75d9d16e87c198e4de6e351043aa5b58859afe3ef7dcc37b552cd5f1ac8", + "prepared_review_unit_hash": "1033e74d0f2f08a7f7ded28efbe18b92f764ec1737481d3f9c6a5fb775da1fcf", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36908, - "estimated_input_tokens": 9227, - "estimated_eval_tokens": 18710 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36085, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a collection of unrelated Transformers issues. Only one soft edge is a clear duplicate: the Qwen3ForCausalLM VRAM leak report appears twice with the same title and same underlying thread-leak bug. No pull requests are present.", - "confidence": 0.93, - "canonical_issue_reason": "issue:42673 is the better canonical issue for the Qwen3ForCausalLM VRAM leak because it is the earlier, fuller report with more discussion and references; issue:43704 is the duplicate follow-up.", + "summary": "This cluster is mostly heterogeneous one-off bug reports across Transformers subsystems, with only one clear duplicate pair (the Qwen3ForCausalLM VRAM leak reports).", + "confidence": 0.71, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the earlier, more-discussed report for the exact same Qwen3ForCausalLM multi-dataloader-thread VRAM leak, and issue:43704 is an obvious duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the strongest representative issue in this set because it is detailed, clearly scoped, and the only confirmed duplicate target among the soft pairs.", + "best_issue_reason": "issue:42673 is the strongest representative issue in this set: it has the only exact duplicate match and enough discussion/inbound activity to serve as the anchor report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Different symptoms and code paths: quantization/offloading behavior vs incorrect output under pipeline parallelism." + "reason": "Different problems: quantization/offloading behavior vs incorrect generation output under pipeline parallelism." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "Unrelated problems: TF32 API guidance vs meta-initialization incompatibility for old InternVL2 checkpoints." + "reason": "Unrelated issues: TF32 API guidance versus remote-code/meta-init incompatibility for InternVL2." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different regressions; not the same bug." + "reason": "Both are import errors, but for different symbols and root causes; not the same bug." }, { "left": "issue:44661", "right": "issue:47059", "accept": false, - "reason": "Tokenizer mapping extension failure vs a CLI completion incompatibility with huggingface_hub; unrelated." + "reason": "Tokenizer mapping logic versus a huggingface_hub CLI attribute mismatch; no concrete shared code path." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Embedding dtype drift in eval vs a DeepSpeed ZeRO3 deque IndexError; different failure modes." + "reason": "Training/eval dtype drift and a DeepSpeed ZeRO3 deque error are different failures." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Mistral regex/tokenizer crash vs auto-docstring annotation handling crash; different subsystems." - }, - { - "left": "issue:42994", - "right": "issue:43824", - "accept": false, - "reason": "Quantized model saving failure vs missing Qwen2_5_VLForConditionalGeneration import; unrelated." + "reason": "Mistral regex/tokenizer loading crash vs auto-docstring annotation handling; unrelated." }, { "left": "issue:44857", "right": "issue:46877", "accept": false, - "reason": "AMP/CUDA loss crash vs docstring lint output at import time; no shared underlying bug." + "reason": "AMP/CUDA crash in LwDetrImageLoss is unrelated to docstring lint output at import time." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Gemma4Processor tokenizer attribute crash vs Gemma pipeline roundtrip text issue; not the same defect." + "reason": "Processor missing _tokenizer in serve mode versus Gemma pipeline roundtrip failure; different paths." }, { "left": "issue:46202", "right": "issue:46701", "accept": false, - "reason": "Both involve Gemma pipelines, but one is a roundtrip tokenization issue and the other is a pipeline wiring failure." + "reason": "Both involve Gemma, but one is tokenizer roundtrip and the other is an image-text pipeline failure." }, { "left": "issue:45593", "right": "issue:46877", "accept": false, - "reason": "Auxiliary-loss logic bug in D-FINE vs import-time doc-lint noise; unrelated." + "reason": "D-FINE auxiliary loss behavior is unrelated to auto_docstring stdout logging." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Different missing imports for different classes and versions; not one underlying issue." + "reason": "Separate import/export regressions for different classes; not the same missing symbol bug." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Related model family, but different versions and different from_pretrained failures; too distinct to merge." + "reason": "Both mention Qwen3 MoE loading, but they reference different model variants and separate from_pretrained failures." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline-parallelism output corruption vs Qwen3_5 image-specific infinite loop; different bugs." + "reason": "Pipeline-parallel output corruption is unrelated to Qwen3_5 looping on a specific image." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained problem vs Qwen3.5 MoE loading error; different operations and symptoms." + "reason": "FP8 save_pretrained behavior and Qwen3.5 MoE from_pretrained errors are different code paths." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs update logic vs Janus image generation test failure; not the same code path." + "reason": "Generation kwargs update after sync_gpus is unrelated to a janus image-generation test failure." }, { "left": "issue:45561", "right": "issue:47059", "accept": false, - "reason": "pytest-xdist file race vs CLI completion attribute error; unrelated." + "reason": "xdist race on captured_info.txt is unrelated to the CLI completion attribute error." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Packaging/backend dependency issue vs missing image_utils import; different scopes." + "reason": "Packaging/backend selection issue versus a missing image_utils import; not the same bug." }, { "left": "issue:44743", "right": "issue:47068", "accept": false, - "reason": "Qwen3.5 recurrent-state cache bug vs DeepSpeed loss synchronization concern; not the same bug." + "reason": "Qwen3_5 recurrent-state reset bug is unrelated to deepspeed_sp_compute_loss host synchronization." }, { "left": "issue:45405", "right": "issue:46877", "accept": false, - "reason": "Dependency version pinning issue vs docstring diagnostics printing; unrelated." + "reason": "PEFT version pinning issue is unrelated to auto_docstring import-time diagnostics." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLFlow reporting on training failure vs OOM with Adafactor/DeepSpeed; no overlap in root cause." + "reason": "MLFlow reporting on failed training jobs and DeepSpeed OOM with Adafactor are distinct failures." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "Both mention FP8, but one is accuracy degradation and the other is save_pretrained failure; different issues." + "reason": "FP8 accuracy regression and FP8 save_pretrained behavior are different problems." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "TensorFlow packaging omission vs leftover dummy PT classes; unrelated." + "reason": "Missing TensorFlow in torch extra and leftover dummy PT classes are unrelated packaging issues." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both concern tokenizer behavior changes, but the concrete regressions differ and are not clearly the same bug." + "reason": "Tokenizer cleanup-space behavior and BOS/EOS special-token insertion are separate regressions." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different failure contexts." + "reason": "Two different import errors for different names; same broad symptom but not the same underlying bug." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrecognized model/config issue vs xdist race condition; unrelated." + "reason": "Model config/type loading failure is unrelated to xdist file-race behavior." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact same title and same reported bug: Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads." + "reason": "Exact same VRAM leak report for Qwen3ForCausalLM in multiple dataloader threads; 43704 is a duplicate of 42673." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python-version compatibility problem vs missing import from image_utils; unrelated." - }, - { - "left": "issue:30990", - "right": "issue:35141", - "accept": false, - "reason": "Sentence Transformers load hang vs embedding resizing/post_init reinitialization; different defects." + "reason": "Python version compatibility and a missing image_utils import are unrelated." }, { "left": "issue:44843", "right": "issue:47085", "accept": false, - "reason": "Offline-mode tokenizer patch bug vs tokenizer thread-safety regression; different concrete problems." + "reason": "HF_HUB_OFFLINE breakage in _patch_mistral_regex is unrelated to tokenizer thread safety." }, { "left": "issue:44568", "right": "issue:47085", "accept": false, - "reason": "Tokenizer special-token regression vs Rust tokenizer thread safety; not the same underlying issue." + "reason": "Tokenizer special-token behavior and fast-tokenizer thread safety are separate bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The only accepted soft edge, issue:42673 vs issue:43704, is supported by the exact same title and matching VRAM-leak description, and the canonicalization choice is reasonable given the earlier, richer report. The rest of the pairwise rejections stay cautious and do not overclaim duplicates. No PRs are present in the packet." + "feedback": "The summary is well grounded in the packet: the only exact title duplicate is issue:42673 / issue:43704, and the other soft-edge rejections stay conservative. No unsupported mergeability claims stood out." }, "evaluator_used": true, "retried": false, @@ -14952,15 +14915,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 49, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:22355", "issue:27957", @@ -15021,8 +14984,8 @@ "issue:39692|issue:46909", "issue:45600|issue:47059", "issue:46077|issue:46123", - "issue:43479|issue:44869", "issue:44016|issue:46231", + "issue:43479|issue:44869", "issue:43479|issue:44079", "issue:42673|issue:47085", "issue:30333|issue:34689", @@ -15032,218 +14995,218 @@ "issue:42898|issue:43295", "issue:42898|issue:44448", "issue:30333|issue:36331", - "issue:42222|issue:45200", "issue:22355|issue:28282", + "issue:42222|issue:45200", "issue:44295|issue:45656", "issue:43874|issue:45092", "issue:44734|issue:45103", "issue:43116|issue:44190", - "issue:45405|issue:45712", "issue:44222|issue:44297", + "issue:45405|issue:45712", "issue:44075|issue:46231" ], - "prepared_review_unit_hash": "084ca7cc46c5d49a271842eec90dc94adb679aa8a044f0ef52da3719ab1b8bc2", + "prepared_review_unit_hash": "4348e9ab31cfe2743cc27fdc0d8c6d7b6fa515e2d0aec1c3af0b37182cf14ffa", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36586, - "estimated_input_tokens": 9147, - "estimated_eval_tokens": 18550 + "serialized_chars": 36593, + "estimated_input_tokens": 9149, + "estimated_eval_tokens": 18554 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: it mixes unrelated Transformer issues across tokenization, multimodal configs, training, serving, docs, and dependency/import errors. None of the soft pairs appears to be the same concrete bug or change, so I would not merge any of them as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out because the items are not a single duplicate family; they span many unrelated bugs and regressions.", - "canonical_pr_reason": "No pull requests are present in this cluster.", - "best_issue_reason": "No globally best issue for deduplication: the cluster is too mixed to use one issue as a representative canonical target.", - "best_pr_reason": "No pull requests are present in this cluster.", + "summary": "These are mostly unrelated Hugging Face Transformers issues that only share broad themes like regressions, tokenizers, or multimodal code. I found no true duplicate pairs among the provided soft edges.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42898 is a clear, self-contained regression report with a concrete version boundary and behavior change, making it a reasonable anchor for the cluster even though it is not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the cleanest representative issue here: specific, reproducible, and narrowly scoped enough to serve as the cluster anchor.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43479", "right": "issue:46829", "accept": false, - "reason": "Different code paths and symptoms: Phi4MultimodalConfig default-initialization vs VideoPrism output packaging." + "reason": "Different subsystems and failures: multimodal config initialization vs incorrect output field mapping in video classification." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are v5 tokenizer regressions, but one is cleanup-space behavior and the other is wrong Granite token IDs; not the same bug." + "reason": "Both are v5 regressions, but one is token spacing behavior and the other is wrong token IDs for Granite models; different code paths." }, { "left": "issue:44186", "right": "issue:47085", "accept": false, - "reason": "LayoutLMv2 NER/padding crash is unrelated to tokenizer thread-safety regressions." + "reason": "Tokenizer crash on NER/padding is not the same bug as fast tokenizers losing thread safety." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Missing files from processor.save_pretrained is a save-path bug; Qwen3.5 MoE from_pretrained error is a model-loading bug." + "reason": "Processor save_pretrained missing files and Qwen3.5 MoE from_pretrained errors are unrelated failures." }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "VRAM leak in multi-threaded dataloader use is unrelated to FA2 long-context performance regression." + "reason": "VRAM leak in multi-thread dataloader use is not the same as FA2 long-context generation slowdown/regression." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "AutoTokenizer loading failure and add_special_tokens BOS/EOS omission are different tokenizer behaviors." + "reason": "Both involve tokenizer behavior in v5, but one is loading failure and the other is add_special_tokens handling." }, { "left": "issue:39692", "right": "issue:46909", "accept": false, - "reason": "Two broken docs examples, but for different models and failures." + "reason": "Two broken documentation examples, but for different models and different mistakes." }, { "left": "issue:45600", "right": "issue:47059", "accept": false, - "reason": "CI break from removed auto_mappings references is unrelated to huggingface_hub CLI completion breakage." + "reason": "CI breakage from removed config references is unrelated to the huggingface_hub CLI compatibility failure." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Gemma4 attention-mask construction and MaskGenerationPipeline final-batch handling are different bugs." + "reason": "Different pipeline/model logic: attention mask construction vs final partial-batch handling." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:44016", + "right": "issue:46231", "accept": false, - "reason": "Unrelated multimodal config initialization vs Whisper timestamp decode crash." + "reason": "Notebook syntax error and docs parameter-name mismatch are separate documentation issues." }, { - "left": "issue:44016", - "right": "issue:46231", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "Notebook syntax error is unrelated to a documentation parameter-name mismatch." + "reason": "Config default initialization bug is unrelated to Whisper timestamp decoding crashing on a trailing replacement character." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Different areas: config defaults vs ModelOutput key assignment logic." + "reason": "Multimodal config defaults and ModelOutput key assignment are different code paths." }, { "left": "issue:42673", "right": "issue:47085", "accept": false, - "reason": "Both mention threading, but one is a VRAM leak in Qwen3ForCausalLM and the other is tokenizer thread safety." + "reason": "VRAM leak in dataloader threads is not the same as tokenizer thread-safety regression." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLFlow reporting on training failure is unrelated to Llama 3.2 vision model loading regression." + "reason": "MLflow reporting on failed training jobs is unrelated to a model-loading regression for Llama 3.2 Vision." }, { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "XLMRoberta FlashAttention setup and MLFlow failure reporting are unrelated subsystems." + "reason": "Flash Attention 2 behavior for XLMRoberta and MLflow reporting are unrelated." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different models and different behaviors." + "reason": "Both are v5 tokenizer regressions, but they affect different models and different tokenization behaviors." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Incorrect tied-weights warning is unrelated to missing tensor-parallel plan metadata." + "reason": "Both are Qwen3-family issues, but one is a tied-weights warning and the other is missing tensor-parallel metadata." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Processor.tokenizer regression and clean_up_tokenization_spaces behavior change are distinct v5 issues." + "reason": "Token spacing behavior changes and processor/tokenizer API regressions are different problems." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Different model families and failures: Granite token IDs vs Pegasus output differences." + "reason": "Pegasus output differences and clean_up_tokenization_spaces changes are not the same underlying bug." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "Failed-job MLFlow reporting is unrelated to CustomTrainer.compute_loss signature breakage." + "reason": "Trainer/optimization issues, but one is MLflow reporting and the other is a custom compute_loss signature breakage." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids defaults are unrelated multimodal issues." + "reason": "Missing transformers.onnx module and missing PyTorch dependency are both import errors but from different causes." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Both are import/dependency errors, but one is missing transformers.onnx and the other is missing PyTorch." + "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids defaults are unrelated multimodal issues." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Position_ids buffer access error is unrelated to a double optimizer-step issue under deepspeed." + "reason": "A buffer read error for position_ids is unrelated to DeepSpeed causing optimizer.step to run twice." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Missing image-patch method in GLM46V processor and InternVL2 meta-init incompatibility are different multimodal loading bugs." + "reason": "Missing image-patch helper in a processor and remote-code checkpoint meta-init incompatibility are different bugs." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serving KV-cache indexing crash is unrelated to auto_docstring failures with future annotations." + "reason": "Serving KV-cache continuation crash and auto-docstring annotation handling are unrelated." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Different example scripts and different failure modes: empty multi-label results vs local dataset loading." + "reason": "Two example-script issues, but one is multi-label output filtering and the other is local dataset loading." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:44222", + "right": "issue:44297", "accept": false, - "reason": "PEFT version pinning is unrelated to leftover dummy class cleanup and torchless import leakage." + "reason": "FP8 save_pretrained behavior and tokenizer.save_pretrained metadata mismatch are separate serialization bugs." }, { - "left": "issue:44222", - "right": "issue:44297", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "Both involve save_pretrained, but one is MoE FP8 model saving and the other is tokenizer config metadata." + "reason": "Dependency-version bump complaint and leftover dummy class cleanup are unrelated maintenance issues." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Optimizer argument handling and a training docs parameter-name mismatch are not the same issue." + "reason": "SGD optimizer args not being used is not the same as a docs parameter-name mismatch." } ] }, @@ -15257,15 +15220,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 50, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:30990", "issue:38175", @@ -15320,16 +15283,16 @@ "issue:42796|issue:43723", "issue:44448|issue:46132", "issue:43479|issue:43644", - "issue:44933|issue:45712", "issue:42831|issue:44623", "issue:44297|issue:45656", + "issue:44933|issue:45712", "issue:45245|issue:46132", "issue:44222|issue:44623", "issue:46209|issue:46431", "issue:44373|issue:44485", "issue:44297|issue:45310", - "issue:43723|issue:44977", "issue:43122|issue:46209", + "issue:43723|issue:44977", "issue:41628|issue:42757", "issue:46614|issue:46932", "issue:43504|issue:47059", @@ -15340,29 +15303,29 @@ "issue:43232|issue:45834", "issue:44190|issue:46082", "issue:30990|issue:38175", + "issue:44263|issue:45092", "issue:44327|issue:47059", "issue:43232|issue:46424", - "issue:44263|issue:45092", "issue:44295|issue:44623", - "issue:43475|issue:46305", "issue:44263|issue:44373", + "issue:43475|issue:46305", "issue:42907|issue:46050", "issue:45092|issue:45357" ], - "prepared_review_unit_hash": "4d2d8b5dff13aa6b31cee06dfef4aab37454720b61e05b5190644d14b7ab6545", + "prepared_review_unit_hash": "71f4bbc88603ead585d787aaf5ff4d2af217ad0b6f0d36cfd3e5c851c7c0d370", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36650, + "serialized_chars": 36652, "estimated_input_tokens": 9163, "estimated_eval_tokens": 18582 }, @@ -15371,198 +15334,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated and only share broad keywords like tokenizer, save_pretrained, fp8, or sync_gpus. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "issue:45071 is the most umbrella-like report in the set: a framework-wide v5 regression around config validation, rather than a model- or script-specific failure.", + "summary": "These look like a heterogeneous set of distinct Transformers bugs rather than one duplicate cluster. The soft pairs mostly share broad areas like tokenization, save/load, or config handling, but the concrete symptoms and code paths are different, so none should be merged as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "No single issue clearly subsumes the rest; the set spans unrelated failures across tokenization, serialization, FP8, generation, config validation, and dependency/import regressions.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45071 is the clearest single representative of a broad Transformers regression and the best candidate if one issue must stand in for the cluster.", + "best_issue_reason": "issue:43723 is the clearest, most user-facing regression in the set: a concrete v5 tokenizer loading failure with a direct reproduction path via AutoTokenizer.from_pretrained.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42796", "right": "issue:43723", "accept": false, - "reason": "Specific tokenizer BPE-marker handling vs a generic AutoTokenizer import/load failure; different code paths." + "reason": "Both involve tokenizers, but one is about BPE marker handling and the other is a v5 loading regression; different symptoms and likely different fixes." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Pegasus output regression vs AttentionInterface.register behavior change; not the same defect." + "reason": "One reports output drift between v4 and v5, the other a behavior change in AttentionInterface.register; not the same underlying bug." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Multimodal config default initialization vs junk non-persistent buffers; unrelated bugs." - }, - { - "left": "issue:44933", - "right": "issue:45712", - "accept": false, - "reason": "Missing image_utils import vs leftover dummy classes leaking into dir(); distinct fixes." + "reason": "Config default initialization for multimodal subconfigs is unrelated to non-persistent buffers being filled with junk." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy issue vs processor.save_pretrained missing files; different components and symptoms." + "reason": "FP8 accuracy issues and processor.save_pretrained missing files are different failure modes in different paths." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save metadata mismatch vs double optimizer stepping under deepspeed; unrelated." + "reason": "Tokenizer metadata saved incorrectly is unrelated to an optimizer step being called twice under DeepSpeed." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both touch import/export hygiene, but one is a missing image_utils import and the other is leftover dummy classes leaking into dir(transformers); distinct issues." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-count runtime limit vs attention registration behavior; no shared underlying bug." + "reason": "Category cardinality limits have nothing to do with register-time behavior changes in AttentionInterface." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "FP8 moe save_pretrained bug vs processor save_pretrained file omission; different save paths." + "reason": "Both mention save_pretrained, but one is FP8 MOE checkpointing and the other is processor file emission; not the same bug." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 inference failure on B200 vs missing processor chat template; unrelated failures." + "reason": "FP8 inference failure on B200 and missing chat template errors are unrelated code paths." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Docstring mismatch for position_ids vs GLM-5 RoPE implementation bug; not duplicates." + "reason": "A wrong docstring for position_ids is not the same as a GLM-5 RoPE implementation discussion." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer config save mismatch vs Qwen3.5 MoE from_pretrained error; different failure modes." + "reason": "Tokenizer save metadata mismatch and Qwen3.5 MoE from_pretrained failures are different issues with different triggers." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:43122", + "right": "issue:46209", "accept": false, - "reason": "Tokenizer loading issue vs flash-attention generation regression; different subsystems." + "reason": "Tokenization differences across versions are unrelated to a B200 FP8 inference failure." }, { - "left": "issue:43122", - "right": "issue:46209", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "Version-drift tokenization mismatch vs FP8 inference on B200; unrelated." + "reason": "Tokenizer loading in v5 and flash-attention generation problems are not the same concrete bug." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Different missing imports from different modules; same symptom, different root causes." + "reason": "Both are import errors, but they involve different missing symbols from different dependencies and different remediation paths." }, { "left": "issue:46614", "right": "issue:46932", "accept": false, - "reason": "Stale phonemizer backend state vs quantized embedder dtype casting; different components entirely." + "reason": "Stale phonemizer backend state and quantized vision/audio dtype casting are unrelated multimodal bugs." }, { "left": "issue:43504", "right": "issue:47059", "accept": false, - "reason": "Legacy field blocking model load vs hub CLI completion attribute error; no common bug." + "reason": "A legacy field blocking model preset loading is unrelated to a CLI completion API break in huggingface_hub." }, { "left": "issue:43232", "right": "issue:47276", "accept": false, - "reason": "Generation kwargs update bug vs warning text wording in continuous batching; not the same issue." + "reason": "One is a generation-state update bug, the other is a misleading warning message; not the same underlying problem." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "Config type-checking regression vs LlamaConfig head_dim validation; separate validation paths." + "reason": "PretrainedConfig type checking regression and LlamaConfig head_dim validation are separate config semantics issues." }, { "left": "issue:44360", "right": "issue:46762", "accept": false, - "reason": "DSA indexer/ReLU discussion vs Minimax attention numerical discrepancy; different models and problems." + "reason": "A missing ReLU in DSA indexer and numerical differences in Minimax MSA attention are different code paths and failure modes." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 save_pretrained bug vs max_shard_size default question; not the same bug." + "reason": "FP8 save_pretrained behavior and the 50GB shard-size default are both serialization-related, but not the same bug." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation sync_gpus handling vs long-ocr index error in Kosmos2.5; unrelated." + "reason": "Generation with sync_gpus and a local dataset loading failure in an example script are unrelated." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading script issue vs LlamaConfig validation; different code paths." + "reason": "An example script's local dataset loading problem is not the same as a LlamaConfig validation error." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence-transformers loading hang vs SigLIP2 zero-probabilities regression; different models and symptoms." + "reason": "Sentence Transformers loading hangs and zero probabilities in SigLIP2 are different model-level bugs." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "A torch.split() return-value issue in an indexer is unrelated to meta-initialization incompatibility for old InternVL2 checkpoints." }, { "left": "issue:44327", "right": "issue:47059", "accept": false, - "reason": "QA top_k bounds crash vs hub CLI completion attribute failure; unrelated." + "reason": "QA top_k bounds handling and a CLI completion attribute error do not share the same underlying code path." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation update behavior vs cache length honoring only quantized cache; separate caching/generation bugs." - }, - { - "left": "issue:44263", - "right": "issue:45092", - "accept": false, - "reason": "torch.split/indexer issue vs remote-code meta-init incompatibility; no shared root cause." + "reason": "A generation kwargs bug and cache max length being honored only for quantized cache are different features." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "position_ids buffer read error vs processor.save_pretrained missing files; different affected areas." + "reason": "Reading position_ids after buffer registration and processor.save_pretrained missing files are unrelated serialization/state issues." }, { - "left": "issue:43475", - "right": "issue:46305", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "Missing FPN position embeddings attribute vs sliding-window off-by-one; distinct bugs." + "reason": "Docstring correctness and RoPE implementation are not the same concrete bug." }, { "left": "issue:44263", - "right": "issue:44373", + "right": "issue:46762", "accept": false, - "reason": "DSA indexer split behavior vs wrong position_ids docstring; not duplicates." + "reason": "Indexing split behavior and attention numerical mismatch are distinct problems." }, { - "left": "issue:42907", - "right": "issue:46050", + "left": "issue:44222", + "right": "issue:44484", "accept": false, - "reason": "Dequantized save failure vs sinq save/load breakage; both quantization-related but not the same concrete bug." + "reason": "Both mention save_pretrained, but the shard-size default is not the same as the FP8 MOE checkpoint bug." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Remote-code checkpoint meta-init incompatibility vs incorrect visual encoder keys on save_pretrained; different regression classes." + "reason": "These are both Qwen/InternVL checkpoint issues, but they target different models and different failure modes." } ] }, @@ -15576,15 +15539,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 51, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:22355", "issue:27957", @@ -15643,8 +15606,8 @@ "issue:43986|issue:46726", "issue:42831|issue:45310", "issue:44263|issue:44360", - "issue:41628|issue:43824", "issue:45381|issue:46305", + "issue:41628|issue:43824", "issue:43408|issue:46402", "issue:44964|issue:47059", "issue:42831|issue:44038", @@ -15653,221 +15616,221 @@ "issue:44261|issue:45092", "issue:22355|issue:28218", "issue:43576|issue:43784", - "issue:43784|issue:45600", "issue:44188|issue:44373", + "issue:43784|issue:45600", "issue:42831|issue:45753", + "issue:43756|issue:44060", "issue:39401|issue:44568", "issue:43644|issue:46305", - "issue:43756|issue:44060", "issue:43986|issue:47217", "issue:42796|issue:43122", "issue:42886|issue:42994", - "issue:43408|issue:46369", "issue:39379|issue:46172", - "issue:42886|issue:43066" + "issue:42886|issue:43066", + "issue:43408|issue:46369" ], - "prepared_review_unit_hash": "c117e35a8b7f60ddbf68d30b96bc09091885a52dc1a702a0300a7953d899928f", + "prepared_review_unit_hash": "0da87b50b5debc0d0e901f436299d342a40b6fa5bbda947eb2a8a1d43f0a5d77", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36115, - "estimated_input_tokens": 9029, - "estimated_eval_tokens": 18314 + "serialized_chars": 36111, + "estimated_input_tokens": 9028, + "estimated_eval_tokens": 18312 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous and the soft-similarity pairs mostly overstate relatedness. I\u2019d treat them as separate bugs/regressions; no PRs are present.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43122 is the broadest, most representative report of a tokenizer regression across versions, and it subsumes the general class of narrower tokenizer-behavior complaints better than the more specific issues here.", + "summary": "This set is largely heterogeneous: mostly unrelated tokenizer, model-loading, and multimodal-processing bugs rather than one duplicate cluster. Issue 43122 is the best broad representative of the tokenizer-regression subset; there are no PRs here.", + "confidence": 0.31, + "canonical_issue_reason": "issue:43122 is the broadest representative here: a cross-version tokenizer-regression report, while most other issues are narrower model-specific bugs or unrelated failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the best global issue candidate because it describes a user-visible regression in core tokenization behavior with clear version scope, making it a likely duplicate magnet and a good umbrella reference.", + "best_issue_reason": "issue:43122 is the best umbrella issue in this set because it captures a general tokenization behavior change across versions, which is more representative than the one-off model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46369", "right": "issue:46909", "accept": false, - "reason": "Different problems: model memory overflow vs broken documentation example." + "reason": "Different problems: model memory overflow vs a broken docs example." }, { "left": "issue:46305", "right": "issue:46655", "accept": false, - "reason": "Both involve video/vision, but they hit different code paths and models: sliding-window masking vs video padding." + "reason": "Both are video-processing bugs, but one is a sliding-window off-by-one and the other is padding calculation." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "Unrelated: a dependency issue versus a SequenceFeatureExtractor.pad performance bug." + "reason": "Generic dependency complaint vs a padding performance issue; not the same bug." }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "Importing transformers.onnx is unrelated to XLMRoberta Flash Attention 2 behavior." + "reason": "Unrelated: ONNX import failure vs Flash Attention 2 behavior for XLM-Roberta." }, { "left": "issue:43986", "right": "issue:46726", "accept": false, - "reason": "Both are processor/backend related, but one is a torchvision-missing crash and the other is an unrecognized image-processor path; not the same bug." + "reason": "Both involve missing vision dependencies, but they are different failure modes and code paths." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy regression is not the same as a Qwen3.5-MoE from_pretrained load error." + "reason": "Different issues: FineGrainedFP8 accuracy vs Qwen3.5 MoE from_pretrained error." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Same subsystem, but different defects in GlmMoeDsaIndexer: split return handling vs missing ReLU." + "reason": "Same subsystem, but different concrete bugs: torch.split outputs vs missing ReLU in the DSA indexer." }, { - "left": "issue:41628", - "right": "issue:43824", + "left": "issue:45381", + "right": "issue:46305", "accept": false, - "reason": "Separate import failures for different classes/models: AutoImageProcessor versus Qwen2.5-VL generation class." + "reason": "Different models and different tensor logic: vision_position_ids vs sliding_window masking." }, { - "left": "issue:45381", - "right": "issue:46305", + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "Different bugs: Qwen2.5-VL vision_position_ids versus MoonshineStreaming mask off-by-one." + "reason": "Both are import errors, but for different missing exports and model classes." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "A model-type warning on sam3_video is not the same as Sam3Model text encoder weights not loading." + "reason": "Same family, but warning about wrong model type vs missing text-encoder weights." }, { "left": "issue:44964", "right": "issue:47059", "accept": false, - "reason": "Model loading failure for Phi-4 multimodal is unrelated to a CLI test break from huggingface_hub." + "reason": "Completely different: a model load failure vs a CLI break from huggingface_hub." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "Same broad model family era, but distinct issues: FP8 accuracy versus Qwen3-VL-Moe bug." + "reason": "Unrelated: FP8 accuracy issue vs Qwen3-VL-Moe bug." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat-completions request handling is unrelated to Gemma4Processor missing _tokenizer." + "reason": "Different code paths: chat-completions request rejection vs Gemma4Processor attribute crash." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Both affect training stability, but one is flash_attention_3 degenerate training and the other is NaNs after checkout/init." + "reason": "Different training symptoms and likely different root causes." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Precision error from missing rms_norm_eps is not the same as meta-initialization incompatibility for old InternVL2 checkpoints." + "reason": "Different bugs: RMS norm epsilon precision issue vs meta-init incompatibility for remote-code checkpoints." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Import error for transformers.onnx is unrelated to an added-token spacing bug in tokenization." + "reason": "Import error vs tokenizer adding an extra space after an added token." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Broken env CLI and a sentence-transformers import NameError are different failures." + "reason": "CLI command regression vs import-time NameError; not the same bug." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "These both mention imports/compatibility, but one is a NameError on import and the other is a CI failure from removed auto_mappings references." + "reason": "Attention-kernel branching bug vs a wrong docstring; unrelated." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring typo." + "reason": "Import NameError vs auto_mappings referencing removed configs." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "FP8 accuracy regression is not the same as a Qwen3_5 infinite-loop bug on a specific image." + "reason": "Different issues: FP8 accuracy vs multimodal infinite loop on a specific image." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-specific bugs: RoPE layer dropping vs incorrect tied-weights warning." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Wrong offset_mapping and missing BOS/EOS insertion are both tokenizer bugs, but they are distinct behaviors and code paths." + "reason": "Both tokenizer regressions, but they affect different tokenizers and different behaviors." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Non-persistent buffer initialization junk is unrelated to a sliding-window mask off-by-one." - }, - { - "left": "issue:43756", - "right": "issue:44060", - "accept": false, - "reason": "Smollm3 RoPE-layer dropout and a Qwen3-Next tied-weights warning are different model/config issues." + "reason": "Non-persistent buffer junk vs a video mask off-by-one; different code paths." }, { "left": "issue:43986", "right": "issue:47217", "accept": false, - "reason": "Both are vision-related, but the former is a missing-backend processor crash and the latter is image-placeholder handling in user text." + "reason": "Both multimodal, but one is missing-backend crash handling and the other is image-placeholder handling." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Both are tokenizer regressions, but they describe different concrete failures: BPE-marker handling versus version-to-version tokenization changes." + "reason": "Both tokenizer-related, but one is BPE-marker handling and the other is a version-regression tokenization difference." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline tokenizer cache loading and quantized model saving are unrelated workflows." - }, - { - "left": "issue:43408", - "right": "issue:46369", - "accept": false, - "reason": "A model-type warning is not the same failure as a memory overflow." + "reason": "Offline tokenizer cache loading vs quantized-model saving failure; unrelated." }, { "left": "issue:39379", "right": "issue:46172", "accept": false, - "reason": "Different model-specific bugs: masked-out mask handling in mllama versus a deepseek-v4 transpose issue." + "reason": "Different model-specific tensor bugs, not the same underlying issue." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Cache/offline loading bug is unrelated to the wrong tokenizer decoder type in v5." + "reason": "Cache/offline loading bug vs wrong tokenizer decoder type in v5." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Unrelated: Sam3 model-type warning vs memory overflow in sam3-litetext." } ] }, @@ -15881,15 +15844,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 52, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:22355", "issue:27957", @@ -15942,8 +15905,8 @@ ], "soft_pairs": [ "issue:42757|issue:45278", - "issue:27957|issue:30990", "issue:45381|issue:46909", + "issue:27957|issue:30990", "issue:43646|issue:46002", "issue:43540|issue:46909", "issue:30990|issue:33357", @@ -15963,230 +15926,224 @@ "issue:43122|issue:44521", "issue:44704|issue:45290", "issue:22355|issue:29159", - "issue:43408|issue:43475", "issue:42907|issue:43452", + "issue:43408|issue:43475", "issue:44360|issue:44485", "issue:44038|issue:44297", - "issue:43824|issue:44351", "issue:46172|issue:46762", - "issue:45216|issue:45478", + "issue:43824|issue:44351", "issue:44038|issue:44295", + "issue:45216|issue:45478", "issue:43116|issue:45200" ], - "prepared_review_unit_hash": "baf99e268282b1f972c893a71de1273c289e3cbaf9cb1877b8f5a7a6f6071068", + "prepared_review_unit_hash": "286401d3fa32e1126829cb027169a8f3b4ee2c10c105a3db76ae0d7ddb29d9da", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36574, - "estimated_input_tokens": 9144, - "estimated_eval_tokens": 18544 + "serialized_chars": 36578, + "estimated_input_tokens": 9145, + "estimated_eval_tokens": 18546 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated issue reports; the soft-similarity links are largely false positives across import errors, tokenizer bugs, multimodal/model regressions, and docs/examples. No pull requests are present.", + "summary": "This cluster is mostly a loose semantic grouping of unrelated Transformers issues. The soft pairs share broad themes like imports, tokenization, multimodal/video, or loading, but they do not describe the same concrete bug or code path, so none should be merged as duplicates.", "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue fits the whole cluster: the reports span distinct bugs and subsystems, so the similarity links are not strong enough to collapse them into one duplicate set.", + "canonical_issue_reason": "issue:44521 is the most active and detailed concrete bug report in the set, with multiple inbound references and a clear, reproducible multimodal chat-template failure; it is the best single representative issue here, even though the cluster is heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the broadest representative of the import-regression subtheme, but it still does not cover the other unrelated topics in the cluster.", + "best_issue_reason": "issue:44521 is the strongest issue candidate overall because it has the richest discussion and clearest bug reproduction; among these unrelated reports, it is the most suitable anchor for triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Specific huggingface_hub import failure vs a broad Transformers upgrade regression; different concrete bug reports." + "reason": "Both are import-related, but one is a specific missing hub symbol while the other is a broad upgrade regression with many import failures; not the same bug." }, { - "left": "issue:27957", - "right": "issue:30990", + "left": "issue:45381", + "right": "issue:46909", "accept": false, - "reason": "Flash Attention 2 on XLMRoberta and Sentence Transformers loading hang are unrelated code paths." + "reason": "One is a Qwen2.5-VL video position-id bug; the other is a broken DIA documentation example. Different problem class and code path." }, { - "left": "issue:45381", - "right": "issue:46909", + "left": "issue:27957", + "right": "issue:30990", "accept": false, - "reason": "Qwen2.5-VL video position IDs bug vs broken DIA documentation example." + "reason": "Both mention loading/attention-related runtime trouble, but one is XLMRoberta with Flash Attention 2 and the other is Sentence Transformers hanging while loading; not duplicates." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization regression and NaNs in classification heads are different failure modes." + "reason": "Custom model initialization breakage and NaNs in classification heads are distinct failures with different symptoms and likely different causes." }, { "left": "issue:43540", "right": "issue:46909", "accept": false, - "reason": "Video input processing ValueError vs documentation example issue; not the same bug." + "reason": "Video-input ValueError in Qwen3OmniMoe versus a documentation example issue for DIA; unrelated." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Loading hang in Sentence Transformers and Mac bus error on CLIP are distinct runtime problems." + "reason": "Both are loading failures, but the affected models and failure modes differ materially: a hang vs a Mac bus error on CLIP." }, { "left": "issue:43329", "right": "issue:47059", "accept": false, - "reason": "Multimodal token counting bug in video path vs CLI test failure with huggingface_hub." + "reason": "Multimodal token counting bug versus a CLI incompatibility with huggingface_hub 1.22.0; unrelated subsystems." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Dequantized save failure and Phi-4 multimodal load failure are different model/path issues." + "reason": "Saving dequantized models is not the same as failing to load a multimodal Phi-4 model; different lifecycle step and bug." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Saving dequantized models vs incorrect pipeline-parallel output are unrelated bugs." + "reason": "Dequantized save failure and incorrect pipeline-parallel LLM output are separate issues with different code paths." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Reading a registered buffer and tokenizer_config save mismatch are separate serialization issues." + "reason": "One concerns reading a buffered position_ids tensor; the other concerns tokenizer class metadata on save_pretrained. Different bug surface." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Different tokenization across versions vs continue_final_message behavior for mistral_common tokenizers." + "reason": "Both are tokenizer-related, but one is inconsistent tokenization across versions and the other is continue_final_message behavior for mistral_common tokenizers." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility regression and pipeline-parallel output corruption are unrelated." + "reason": "Python-version compatibility regression is unrelated to incorrect outputs under pipeline parallelism." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training degeneration are different defects." + "reason": "A num_labels propagation bug in Qwen3.5 is unrelated to flash_attention_3 causing degenerate training." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Qwen3 tokenizer offset mapping bug vs sleng-bert loading failure; different components." + "reason": "Wrong offset_mapping in Qwen3 tokenizer and failure to load cjvt/sleng-bert are different tokenizer/model-loading issues." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Offset mapping bug and zero assistant masks in apply_chat_template are not the same issue." + "reason": "Tokenizer offset_mapping bug versus multimodal assistant_mask generation bug; not the same underlying defect." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Single AutoImageProcessor import error vs broad import errors after update; same symptom class, not same concrete bug." + "reason": "Missing AutoImageProcessor export is a specific import issue, while 45278 describes many different import errors after upgrade; too broad to treat as the same bug." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None handling and AutoProcessor kwargs forwarding are unrelated API bugs." + "reason": "Tokenizer mapping returning None and AutoProcessor not forwarding kwargs to cached_file are separate from_pretrained internals bugs." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 settings warning and GlmMoeDsaIndexer torch.split behavior are unrelated." + "reason": "TF32 API guidance and a torch.split return-value issue in GlmMoeDsaIndexer are unrelated." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Model save/dequantization failure vs invalid GenerationConfig for GLM-5 are different code paths." + "reason": "Model save/load failure for Ministrals/Devstrals is unrelated to invalid GenerationConfig handling for GLM-5." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Tokenization differences and all-zero assistant masks are distinct tokenizer/template bugs." + "reason": "Both touch tokenization/chat-template behavior, but one is version-dependent tokenization differences and the other is all-zero assistant masks for multimodal inputs." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "cached_file kwargs forwarding and apply_chat_template tool-call crash are separate APIs." + "reason": "Both involve chat-template or processor plumbing, but one is missing kwargs to cached_file and the other is a crash with assistant tool-call messages." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "Missing transformers.onnx module and slow/fast tokenizer inconsistency are unrelated issues." + "reason": "An import failure for transformers.onnx is unrelated to tokenizer slow/fast inconsistency." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "Wrong model class warning and missing fpn_position_embeddings are different SAM 3 video bugs." + "reason": "Dequantized save problems are not the same as gguf_file breaking AutoTokenizer/AutoModel loading." }, { - "left": "issue:42907", - "right": "issue:43452", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Dequantized save failure and gguf_file from_pretrained breakage are different loader/saver problems." + "reason": "A model-class mismatch warning and a missing fpn_position_embeddings attribute in SAM 3 Video are related by domain but not the same concrete bug." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA indexer ReLU discussion and GLM-5 RoPE implementation are unrelated." + "reason": "A missing ReLU in the DSA indexer and GLM-5 RoPE implementation issues are different model internals." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe bug and tokenizer save_pretrained mismatch are different topics." - }, - { - "left": "issue:43824", - "right": "issue:44351", - "accept": false, - "reason": "Two import errors for different symbols; broad version-related symptom but not the same underlying bug." + "reason": "Qwen3-VL-Moe import/load problems are unrelated to tokenizer_class mismatch when saving tokenizers." }, { "left": "issue:46172", "right": "issue:46762", "accept": false, - "reason": "DeepSeek-V4 dtype/transpose issue and Minimax attention numerical differences are unrelated model implementations." + "reason": "DeepSeek-v4 tensor transpose issue and Minimax attention numerical differences are distinct model-specific correctness bugs." }, { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "Qwen3.5 save_pretrained regression and Qwen3.5 from_pretrained error are different code paths." + "reason": "Both are import errors, but they concern different missing symbols and different affected features." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "Qwen3-VL-Moe bug and position_ids buffer read issue are unrelated." + "reason": "One is a save_pretrained checkpoint regression, the other is a from_pretrained error for Qwen3.5 MoE; similar family but not the same bug." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Example script returning empty multi-label results and mm_token_type_ids defaulting are different problems." + "reason": "Multi-label classification example behavior and mm_token_type_ids defaults in Gemma 4 are unrelated." } ] }, @@ -16200,15 +16157,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 53, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:22355", "issue:28348", @@ -16218,6 +16175,7 @@ "issue:39379", "issue:39401", "issue:42175", + "issue:42222", "issue:42673", "issue:42757", "issue:42898", @@ -16231,7 +16189,6 @@ "issue:43937", "issue:43976", "issue:44038", - "issue:44075", "issue:44188", "issue:44222", "issue:44351", @@ -16239,7 +16196,6 @@ "issue:44485", "issue:44625", "issue:44779", - "issue:44936", "issue:44938", "issue:44945", "issue:44995", @@ -16257,7 +16213,8 @@ "issue:46640", "issue:46697", "issue:46877", - "issue:47217" + "issue:47217", + "issue:47312" ], "soft_pairs": [ "issue:44038|issue:44222", @@ -16266,6 +16223,7 @@ "issue:39401|issue:46614", "issue:43278|issue:44945", "issue:42175|issue:44938", + "issue:42222|issue:47312", "issue:36296|issue:43116", "issue:39379|issue:43232", "issue:42757|issue:44351", @@ -16277,214 +16235,213 @@ "issue:42898|issue:46614", "issue:43611|issue:46002", "issue:42673|issue:45072", - "issue:45357|issue:45478", "issue:43976|issue:45446", "issue:43937|issue:44485", + "issue:45357|issue:45478", "issue:38617|issue:45278", "issue:44995|issue:46697", "issue:44625|issue:46002", "issue:43066|issue:44779", - "issue:43116|issue:43493", "issue:45083|issue:45446", - "issue:44038|issue:45478", - "issue:44075|issue:44936" + "issue:43116|issue:43493", + "issue:44038|issue:45478" ], - "prepared_review_unit_hash": "bd654d7dddf1a50d0701068b0a05658d2365e9958b8f33c72da8390eb398d4d0", + "prepared_review_unit_hash": "c2c4074d918ae55f5213605026cca2084f3ec4c09ece605a14333d72363ab389", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35481, - "estimated_input_tokens": 8871, - "estimated_eval_tokens": 17998 + "serialized_chars": 35489, + "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 items span unrelated tokenizer regressions, model-specific bugs, import/version issues, training/runtime problems, and documentation noise. None of the soft pairs look like the same concrete bug or change, so they should stay separate.", - "confidence": 0.9, - "canonical_issue_reason": "No single issue is a credible canonical representative here; the set is too diverse and lacks a shared concrete code-path or symptom.", + "summary": "This set is mostly a grab-bag of unrelated issues; none of the soft pairs look like true duplicates, so I reject all of them and pick the broadest tokenizer regression report as the best issue representative.", + "confidence": 0.57, + "canonical_issue_reason": "issue:43122 is the broadest, clearest regression report in the set: it describes a version-to-version tokenizer behavior change with a concrete symptom, making it the best stand-in if one issue must represent the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is especially suitable as a global canonical because the cluster does not form one duplicate family.", + "best_issue_reason": "issue:44779 is the strongest standalone issue because it gives a concrete Deepseek reproduction, a specific v4-vs-v5 regression, and a focused user-visible failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Both mention Qwen/MoE, but one is a general transformers/Qwen3-VL-Moe bug and the other is FP8 save_pretrained behavior; different code paths and symptoms." + "reason": "Same broad area (Qwen/MoE) but different failures: one is a transformers/Qwen3-VL-Moe bug, the other is FP8 save_pretrained behavior." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different models and likely different tokenizer code paths." + "reason": "Both concern tokenizer regressions, but they affect different models and symptoms; not the same concrete bug." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "An ONNX import error and a LayoutLMv3 error-message clarity issue are unrelated." + "reason": "Import error for transformers.onnx is unrelated to LayoutLMv3 box-validation messaging." }, { "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Different tokenizers and different failure modes: offset mapping vs stale phonemizer backend." + "reason": "Both are tokenizer-related, but one is offset_mapping correctness and the other is stale phonemizer backend state." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "BF16/FP32 dtype drift in eval is not the same bug as incorrect output under pipeline parallelism." + "reason": "Embedding dtype drift during eval is not the same code-path as wrong output under pipeline parallelism." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Backend dependency packaging issue versus Python 3.14 import/load failure; not the same problem." + "reason": "Packaging/back-end dependency inclusion is unrelated to Python 3.14 import/load failure." + }, + { + "left": "issue:42222", + "right": "issue:47312", + "accept": false, + "reason": "VitPose breakage and kernel compatibility issues are separate problems with no shared failure mode." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training bug and an example script's multi-label classification output issue are unrelated." + "reason": "Tensor parallel training bug is unrelated to the example script returning empty multi-label results." }, { "left": "issue:39379", "right": "issue:43232", "accept": false, - "reason": "mllama mask handling and generation kwargs after sync_gpus are different subsystems and bugs." + "reason": "Mllama mask handling and generation kwargs after sync_gpus are different generation bugs." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols/modules and likely separate dependency/version breakages." + "reason": "Both are import errors, but for different missing symbols and different libraries." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "SigLIP2 HF/JAX discrepancy and Qwen3_5 infinite-loop behavior are unrelated model-specific bugs." + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 image infinite loop are distinct model-specific bugs." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to a padding performance inefficiency." + "reason": "Attention-kernel divergence under torch.compile is unrelated to a padding performance issue." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "Docs parameter mismatch and docstring import-time stdout noise are different documentation/tooling issues." + "reason": "Documentation parameter mismatch is not the same as importing doc-lint diagnostics at module load." }, { "left": "issue:28348", "right": "issue:46640", "accept": false, - "reason": "Flash Attention 2 support request for GPT2LMHeadModel is not the same as an unspecified Flash Attention 2 issue." + "reason": "Flash Attention 2 support request for GPT2 is not the same as a generic Flash Attention 2 bug report." }, { "left": "issue:44483", "right": "issue:47217", "accept": false, - "reason": "Chat-completions request rejection and VL image-placeholder handling are different API/model behaviors." + "reason": "OpenAI chat-completions request rejection and VL image-placeholder failures are different API paths." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Tokenizer cleanup behavior change and phonemizer backend leakage are unrelated." + "reason": "Tokenization-space cleanup changes and phonemizer language caching are unrelated behaviors." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "base_model_prefix loading regression and NaNs in classification heads do not share a concrete failure path." + "reason": "base_model_prefix loading regression and NaNs in classification heads are different failure classes." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM and dtype mismatch in inference are unrelated bugs." - }, - { - "left": "issue:45357", - "right": "issue:45478", - "accept": false, - "reason": "Both involve Qwen3.5 MoE save/load, but one is incorrect saved keys and the other is a from_pretrained error; too little evidence they are the same bug." + "reason": "VRAM leak in Qwen3ForCausalLM threads is unrelated to dtype mismatches in bfloat16 inference." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "These are separate version-compatibility checks in different areas, not the same import bug." + "reason": "Python-version compatibility failure and incorrect PyTorch version gating are separate environment checks." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Invalid GenerationConfig and GLM-5 RoPE implementation are distinct model issues." + "reason": "Invalid GenerationConfig and GLM-5 RoPE implementation are not the same bug." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained key serialization and from_pretrained loading errors are related only by model family, not the same concrete issue." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "General import failures after upgrade versus one specific missing import are related only at a broad level, not the same concrete defect." + "reason": "A specific missing import name is not enough to merge with a broad 'many import errors' report." }, { "left": "issue:44995", "right": "issue:46697", "accept": false, - "reason": "A stale cache crash in GlmMoeDsa and over-padding in Swin2SR image processing are unrelated." + "reason": "Stale indexer cache crash and Swin2SR over-padding are unrelated implementation bugs." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "num_labels propagation and NaNs at init are different classification-head issues." + "reason": "Qwen3.5 num_labels propagation and classification-head NaNs do not describe the same defect." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions in v5, but the models and likely affected code paths differ." - }, - { - "left": "issue:43116", - "right": "issue:43493", - "accept": false, - "reason": "An example script output bug and a SigLIP2 implementation discrepancy are unrelated." + "reason": "Both mention tokenizer changes in v5, but one is decoder type selection and the other is Deepseek tokenization output correctness." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "A feature-extractor length helper bug and a PyTorch version-check import issue are not the same underlying change." + "reason": "Feature-extract length calculation and flex_attention import gating are unrelated." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:43116", + "right": "issue:43493", "accept": false, - "reason": "Same model family, but different symptoms and likely different save/load paths; not enough to merge as one duplicate." + "reason": "Example-script multi-label output and SigLIP2 HF/JAX discrepancy are different subsystems and symptoms." }, { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "Unused SGD arguments and trainer.evaluate() failing after train() are unrelated training issues." + "reason": "Both involve Qwen3.x/MoE loading, but the versions and failure modes differ too much to be one concrete bug." } ] }, @@ -16498,15 +16455,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 54, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:33453", "issue:39379", @@ -16528,6 +16485,7 @@ "issue:43874", "issue:43937", "issue:43992", + "issue:44075", "issue:44117", "issue:44263", "issue:44291", @@ -16536,6 +16494,7 @@ "issue:44466", "issue:44610", "issue:44704", + "issue:44936", "issue:45071", "issue:45092", "issue:45405", @@ -16548,16 +16507,15 @@ "issue:46328", "issue:46710", "issue:46726", - "issue:46752", "issue:46762", "issue:46829", - "issue:46897", "issue:46909", "issue:46981", "issue:47000", "issue:47116" ], "soft_pairs": [ + "issue:44075|issue:44936", "issue:44610|issue:46909", "issue:44355|issue:46231", "issue:43618|issue:46829", @@ -16573,216 +16531,208 @@ "issue:33453|issue:39401", "issue:43824|issue:46981", "issue:43673|issue:46328", - "issue:44291|issue:45071", "issue:43064|issue:43673", - "issue:45405|issue:45446", "issue:45092|issue:46762", + "issue:45405|issue:45446", + "issue:44291|issue:45071", "issue:44117|issue:45588", "issue:43937|issue:45563", - "issue:42222|issue:47000", "issue:42222|issue:43441", "issue:44466|issue:46002", "issue:44380|issue:46077", - "issue:44263|issue:46762", - "issue:39379|issue:46897", - "issue:42222|issue:46752" + "issue:42222|issue:47000", + "issue:44263|issue:46762" ], - "prepared_review_unit_hash": "94281b02906c2018374a3426f4caa747655b2174c4a157926a76ef7765defcc6", + "prepared_review_unit_hash": "22bc35d307d2a71f4165ad3f20983e88b9d4e9193df51a0606707870700e47e1", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36046, - "estimated_input_tokens": 9012, - "estimated_eval_tokens": 18280 + "soft_pair_count": 27, + "serialized_chars": 35688, + "estimated_input_tokens": 8922, + "estimated_eval_tokens": 18100 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous and does not form a duplicate cluster; the soft pairs mostly share only broad subsystem wording, not the same concrete bug or change.", - "confidence": 0.93, - "canonical_issue_reason": "issue:33453 is the broadest, most generic bug report in the set and the least model-specific anchor, but the cluster is too mixed to imply a true duplicate hub.", + "summary": "This cluster is thematically broad but not duplicate-tight: most items are separate Transformers v5 regressions, tokenizer/model-specific bugs, or docs/API issues that only share generic wording. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45071 is the broadest, most general v5 regression report in the set: it describes a core API/type-checking break in Transformers v5.4.0 and is less model-specific than the other candidates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:33453 is the best single representative only in a loose triage sense: it is a straightforward regression report with a broad tokenizer-loading scope and higher reuse potential than the more narrowly scoped items.", + "best_issue_reason": "If one issue must anchor this cluster, issue:45071 is the least specialized and most representative of the overall v5-regression theme; the rest are mostly narrower model- or subsystem-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "One is about SGD optimizer arguments being ignored; the other is a trainer evaluate-after-train failure. Same training area, but different code paths and symptoms." + }, { "left": "issue:44610", "right": "issue:46909", "accept": false, - "reason": "Different problems: processor/model input-size mismatch vs a broken documentation example." + "reason": "OmDet-Turbo input-size mismatch vs a broken DIA documentation example. Different problem type: runtime model/processor bug vs docs issue." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled-Python execution errors are unrelated to a docs parameter-name mismatch." + "reason": "Compiled Python file errors are unrelated to a doc typo in set_training(). No shared underlying code bug." }, { "left": "issue:43618", "right": "issue:46829", "accept": false, - "reason": "Both are output-field bugs, but for different model families and different fields." + "reason": "Both involve output objects, but CLIP attentions missing and VideoPrism hidden_states being wrong are different model/output bugs." }, { "left": "issue:43066", "right": "issue:46710", "accept": false, - "reason": "Tokenizer decoder-type regression is unrelated to a post-upgrade accuracy regression." + "reason": "Tokenizer decoder type regression is distinct from a downstream accuracy regression in a specific model after upgrade." }, { "left": "issue:46726", "right": "issue:46981", "accept": false, - "reason": "Missing vision backend handling is unrelated to repeated HTTP 429 retries during config fetching." + "reason": "Missing vision backend handling in AutoProcessor is unrelated to repeated HTTP 429 retries during config fetching." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 settings guidance has nothing to do with a missing multimodal token helper method." + "reason": "TF32 API guidance and a missing image-processor method are unrelated subsystems and failures." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Empty multi-label results in an example script is not the same as a pipeline-removal error message issue." + "reason": "Multi-label example output being empty is not the same bug as pipeline() suggesting translation is supported in v5." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "VRAM leakage in dataloader threads is unrelated to tokenizer BPE marker handling." + "reason": "VRAM leak in dataloader threads and tokenizer BPE marker handling are different components with different failure modes." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Missing encoder weights on load is a different bug from AutoProcessor forwarding kwargs incorrectly." + "reason": "Missing encoder weights on load vs AutoProcessor not forwarding kwargs to cached_file. Both loading-related, but not the same defect." }, { "left": "issue:46328", "right": "issue:47116", "accept": false, - "reason": "Padding performance waste is not the same as a streaming pipeline regression." + "reason": "Feature extractor padding inefficiency is unrelated to a streaming pipeline regression." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Documentation references to removed pipeline APIs are unrelated to a PyTorch version-check bug." + "reason": "Docs still referencing pipeline() and a PyTorch version check bug are unrelated issues." }, { "left": "issue:39379", "right": "issue:43688", "accept": false, - "reason": "An incorrect multimodal mask path is not the same as auxiliary-loss normalization." + "reason": "mllama mask handling and auxiliary-loss normalization are different model internals with no concrete overlap." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Both involve tokenizers, but one is a loading regression and the other is an offset-mapping bug." + "reason": "Both are tokenizer-related, but one is loading regression and the other is wrong offset_mapping; not the same underlying bug." }, { "left": "issue:43824", "right": "issue:46981", "accept": false, - "reason": "Import failure for a missing class is unrelated to HTTP 429 retry behavior." + "reason": "ImportError for a missing Qwen2_5_VL class is unrelated to HTTP 429 retry behavior in AutoProcessor." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Cache missing during chunked prefill is not the same as a padding performance issue." + "reason": "Generation cache handling and SequenceFeatureExtractor padding performance are unrelated code paths." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:43064", + "right": "issue:43673", "accept": false, - "reason": "Unexpected init argument during meta init is different from a PretrainedConfig type-checking regression." + "reason": "Distributed optimizer-state corruption during training is not the same bug as missing generation cache in chunked prefill." }, { - "left": "issue:43064", - "right": "issue:43673", + "left": "issue:45092", + "right": "issue:46762", "accept": false, - "reason": "Distributed optimizer-state corruption is unrelated to missing generation cache state." + "reason": "Meta-initialization incompatibility for remote-code checkpoints vs numerical differences in Minimax attention are different problems." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "A dependency version bump issue is unrelated to a backend import version check." + "reason": "A bumped PEFT minimum version and a PyTorch version guard are both version checks, but they concern different dependencies and failure points." }, { - "left": "issue:45092", - "right": "issue:46762", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "Remote-code/meta-init incompatibility is a different problem from numerical attention drift." + "reason": "Unexpected _is_hf_initialized during init_empty_weights is a model-loading bug, while 45071 is a PretrainedConfig type-checking regression." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping lookup returning None is not the same as an s_aux=None flash-attention crash." + "reason": "Tokenizer mapping returning None and flash_attention crashing on s_aux=None are both None-related, but they are distinct subsystems and symptoms." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "Invalid generation config is unrelated to a stale warning for num_return_sequences." - }, - { - "left": "issue:42222", - "right": "issue:47000", - "accept": false, - "reason": "VitPose model breakage is unrelated to RTDetr loss infeasibility." + "reason": "Invalid GenerationConfig and a stale num_return_sequences warning are both generation-related but not the same bug." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "VitPose breakage and Ministral FlashAttention failure are distinct model-specific issues." + "reason": "VitPose model breakage and Ministral flash-attention failure are unrelated model-specific issues." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "State serialization inconsistency is not the same as NaNs in classification heads." + "reason": "Serialization of tied lm_head weights is unrelated to NaNs in classification heads after checkout/init." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "These are both attention-related, but they affect different models and different masking/scaling logic." - }, - { - "left": "issue:44263", - "right": "issue:46762", - "accept": false, - "reason": "A torch.split return-value issue is unrelated to Minimax attention numerical differences." + "reason": "GPT2 attention scaling ignored under SDPA/FlashAttention and Gemma4 causal mask behavior are different attention bugs." }, { - "left": "issue:39379", - "right": "issue:46897", + "left": "issue:42222", + "right": "issue:47000", "accept": false, - "reason": "Incorrect MLLAMA mask handling is not the same as a Florence2 training-loss double-shift bug." + "reason": "VitPose model breakage and RTDetrLoss infeasible cost matrix are completely different failures." }, { - "left": "issue:42222", - "right": "issue:46752", + "left": "issue:44263", + "right": "issue:46762", "accept": false, - "reason": "VitPose breakage is unrelated to apply_chat_template crashing on an empty list." + "reason": "A torch.split return-value issue in GlmMoeDsaIndexer is unrelated to Minimax attention numerical differences." } ] }, @@ -16796,17 +16746,18 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 55, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:38617", + "issue:39379", "issue:39401", "issue:41628", "issue:42222", @@ -16820,7 +16771,6 @@ "issue:43742", "issue:43937", "issue:43986", - "issue:44075", "issue:44117", "issue:44220", "issue:44261", @@ -16841,20 +16791,22 @@ "issue:45341", "issue:45561", "issue:45632", - "issue:45656", - "issue:46178", "issue:46209", "issue:46231", "issue:46298", "issue:46328", "issue:46512", + "issue:46752", "issue:46762", "issue:46894", + "issue:46897", "issue:46981", "issue:47059", "issue:47110" ], "soft_pairs": [ + "issue:39379|issue:46897", + "issue:42222|issue:46752", "issue:44117|issue:45081", "issue:43937|issue:44977", "issue:42617|issue:45341", @@ -16874,212 +16826,210 @@ "issue:38617|issue:41628", "issue:39401|issue:46209", "issue:43122|issue:46298", - "issue:42222|issue:46178", "issue:43937|issue:44496", "issue:42371|issue:44261", "issue:38617|issue:44220", - "issue:44933|issue:45278", "issue:44261|issue:46762", + "issue:44933|issue:45278", "issue:44484|issue:45310", - "issue:42371|issue:42831", - "issue:44075|issue:45656" + "issue:42371|issue:42831" ], - "prepared_review_unit_hash": "e526ef1663996c26b0139d9b6b1c973a83c35eac0b9c986b8c150d42d4b7a3a5", + "prepared_review_unit_hash": "1f00a5b5e6eb8fdeb6f73e65cff7e19dc5a06c201e39a06230168381e3590bbf", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35242, - "estimated_input_tokens": 8811, - "estimated_eval_tokens": 17878 + "serialized_chars": 35261, + "estimated_input_tokens": 8816, + "estimated_eval_tokens": 17888 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated bugs across tokenizers, model loading, config handling, training, and utilities. The soft pairs are mostly topical similarities, not true duplicates, so I reject them all.", - "confidence": 0.58, - "canonical_issue_reason": "No strong canonical issue exists because the cluster spans multiple unrelated code paths; if one must be chosen, issue #45071 is the broadest regression-style report, but it does not subsume the others.", + "summary": "These items look like a loose collection of distinct Transformers bug reports rather than a single duplicate cluster. The soft pairs share broad subsystem themes in a few cases, but none are the same concrete bug/change.", + "confidence": 0.52, + "canonical_issue_reason": "Issue 45071 is the broadest core-regression report here and is the most representative of the set\u2019s recurring version-breakage/config behavior, even though the rest are mostly separate model- or subsystem-specific bugs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45071 is the best single representative only in the sense that it is a general, broadly framed regression report; it is not a good duplicate hub for the rest of the cluster.", + "best_issue_reason": "45071 is the best single issue to stand in for this mixed cluster because it is a concise, high-level regression affecting core config behavior and is more general than the model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "Both are training-loss or masking bugs, but they affect different models and different code paths; not the same underlying defect." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "Vitpose model breakage and empty chat-template input handling are unrelated bugs." + }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Both are import-related, but one is a missing mapping assumption in from_pretrained and the other is a Mistral regex patch crash; different bugs and code paths." + "reason": "Both involve tokenizer loading, but one is a mapping-lookup assumption and the other is a Mistral regex patch crash; different failures." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "Both concern generation/model behavior, but one is an invalid GenerationConfig and the other is flash-attention generation failure for Qwen3.5; not the same issue." + "reason": "Different models and different causes: invalid GenerationConfig vs flash-attention generation behavior." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "A runtime failure in 3d_parallel.py is unrelated to a small testing_utils.py bug; no shared underlying defect." + "reason": "A runtime launch failure and a small testing-utils bug are not the same issue." }, { "left": "issue:45071", "right": "issue:46512", "accept": false, - "reason": "Both mention config semantics, but one is type checking regression in PretrainedConfig and the other is stale dtype after from_config; different fix targets." + "reason": "Both touch config dtype behavior, but one is type-checking breakage and the other is stale config state after from_config; not mergeable as one fix." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "One is a batched video-processor shape bug, the other a crash when torchvision is missing; different failure modes and code paths." + "reason": "Both are video-related, but one is a batched-shape bug and the other is a torchvision-missing crash in AutoProcessor." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer correctness bugs, but they affect different models and symptoms (offset mapping vs tokenization output) with no evidence of the same root cause." + "reason": "Both are tokenizer regressions, but they concern different tokenizers and likely different offset/alignment logic." }, { "left": "issue:43208", "right": "issue:46894", "accept": false, - "reason": "Different models and different training bugs; the titles do not indicate the same underlying defect." + "reason": "xLSTM training blockers and a CohereASR double-shift loss bug are unrelated." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "A model-type mismatch warning for sam3_* is unrelated to a KeyError loading MobileLLM-125M." + "reason": "Model-type warning for sam3_tracker vs a key error loading MobileLLM are different loading problems." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Both involve Qwen3-family models, but one is missing projections in a layer definition and the other is a from_pretrained loading error; not the same bug." + "reason": "Qwen3next missing projections and Qwen3.5 MoE from_pretrained failure are different code-path bugs." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Flash-attention training degeneration and save_pretrained checkpoint corruption are distinct regressions." + "reason": "Both mention Qwen3.5 and 5.4.0, but one is flash-attention training degeneration while the other is save_pretrained checkpoint regression." }, { "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." + "reason": "Cache-path collisions and repeated 429 retries are unrelated failure modes." }, { "left": "issue:45071", "right": "issue:47059", "accept": false, - "reason": "PretrainedConfig type checking regression is unrelated to the CLI completion attribute breakage from huggingface_hub." + "reason": "Core config type-checking breakage is unrelated to the CLI completion attribute error from huggingface_hub." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Both touch testing utilities, but one is a generic bug report while the other is a specific xdist race on captured_info.txt; not the same defect." + "reason": "Both mention testing utilities, but one is a small bug and the other is an xdist race on captured_info.txt; different defects." }, { "left": "issue:44704", "right": "issue:47110", "accept": false, - "reason": "Missing kwargs propagation in AutoProcessor.from_pretrained is unrelated to a special_tokens list/dict handling error." + "reason": "AutoProcessor kwargs propagation and special_tokens list handling are different bugs." }, { "left": "issue:45341", "right": "issue:46328", "accept": false, - "reason": "A generic testing_utils bug and a SequenceFeatureExtractor.pad performance issue are different changes." + "reason": "A testing-utils bug and a padding performance issue are not the same underlying problem." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Strict config loading for granite_speech and a documentation mismatch in set_training are not the same underlying bug." + "reason": "Strict config loading and a documentation parameter-name mismatch are unrelated." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they concern different missing exports and different APIs." + "reason": "Both are import errors, but they involve different missing symbols and different modules." }, { "left": "issue:39401", "right": "issue:46209", "accept": false, - "reason": "Tokenizer offset_mapping corruption and FP8 inference failure on B200 are unrelated." + "reason": "Tokenizer offset mapping and FP8 inference on B200 are unrelated." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "A tokenizer behavior regression and a noisy logging message are not the same problem." - }, - { - "left": "issue:42222", - "right": "issue:46178", - "accept": false, - "reason": "Vitpose model breakage and a BACKENDS_MAPPING error for tensorflow_text are different loading/compatibility issues." + "reason": "A tokenizer behavior regression and a noisy logging message are not the same bug." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Invalid GenerationConfig for GLM-5 and an unrecognized model_type in config.json are distinct model-loading failures." + "reason": "GenerationConfig validation for GLM-5 is not the same as unrecognized-model config loading for OLMo." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API guidance and an rms_norm_eps precision mismatch are different precision-related concerns with no shared code path." + "reason": "TF32 API guidance and an rms_norm_eps precision issue are different numerical/config topics." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "A missing import symbol and an _torch_extract_fbank_features problem are unrelated." + "reason": "An import symbol regression and a feature-extraction function bug are unrelated." }, { - "left": "issue:44933", - "right": "issue:45278", + "left": "issue:44261", + "right": "issue:46762", "accept": false, - "reason": "A specific missing import from image_utils and broad import errors after version upgrade are not the same bug." + "reason": "Both are numerical-behavior reports, but they concern different models and different attention/layernorm implementations." }, { - "left": "issue:44261", - "right": "issue:46762", + "left": "issue:44933", + "right": "issue:45278", "accept": false, - "reason": "Both mention numerical differences, but they involve different models/components and different reference comparisons." + "reason": "A missing image_utils import and broad import failures after upgrade are not the same concrete issue." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "save_pretrained shard-size behavior is unrelated to a Qwen3.5 from_pretrained loading error." + "reason": "save_pretrained shard-size behavior and Qwen3.5 from_pretrained loading are different code paths." }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 behavior settings and FineGrainedFP8 accuracy regression are different precision topics, not one duplicate issue." - }, - { - "left": "issue:44075", - "right": "issue:45656", - "accept": false, - "reason": "SGD args being ignored and optimizer step being called twice under deepspeed are separate optimizer bugs." + "reason": "TF32 settings guidance and FP8 inference accuracy on B200 are unrelated performance/numerics issues." } ] }, @@ -17093,15 +17043,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 56, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:27957", "issue:41628", @@ -17120,6 +17070,7 @@ "issue:43931", "issue:43986", "issue:44038", + "issue:44075", "issue:44077", "issue:44117", "issue:44246", @@ -17136,39 +17087,39 @@ "issue:45003", "issue:45071", "issue:45341", - "issue:45372", - "issue:45375", "issue:45440", "issue:45464", "issue:45478", "issue:45588", + "issue:45656", "issue:45753", "issue:46050", - "issue:46123", "issue:46172", "issue:46369", "issue:46752", "issue:46897", "issue:46981", - "issue:47116" + "issue:47116", + "issue:47312" ], "soft_pairs": [ + "issue:44075|issue:45656", "issue:44483|issue:45464", "issue:43097|issue:44493", "issue:44410|issue:45478", "issue:43066|issue:43122", - "issue:44077|issue:46981", "issue:44263|issue:44485", + "issue:44077|issue:46981", "issue:43931|issue:44410", "issue:43673|issue:45341", "issue:46752|issue:47116", "issue:41628|issue:45071", "issue:43931|issue:44038", "issue:43012|issue:43577", - "issue:43441|issue:44829", "issue:43874|issue:44261", - "issue:27957|issue:43352", + "issue:43441|issue:44829", "issue:43208|issue:46897", + "issue:27957|issue:43352", "issue:43097|issue:43452", "issue:44484|issue:45478", "issue:44263|issue:46172", @@ -17183,243 +17134,228 @@ "issue:45753|issue:46369", "issue:45440|issue:46172", "issue:43097|issue:46050", - "issue:43986|issue:45372", - "issue:44410|issue:45375", - "issue:43673|issue:46123", - "issue:43874|issue:44263" + "issue:43986|issue:47312" ], - "prepared_review_unit_hash": "33f5a56d1d82728553072c241e72635a072f4953b71f4f4f8d930d33bdd61e35", + "prepared_review_unit_hash": "f31a17deb47ccb57b41fd70b539ec2bf80e419bc35d30846d6fec4e987c19bb7", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37562, - "estimated_input_tokens": 9391, - "estimated_eval_tokens": 19038 + "soft_pair_count": 32, + "serialized_chars": 36767, + "estimated_input_tokens": 9192, + "estimated_eval_tokens": 18640 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly distinct closed issues in Transformers. A few pairs share broad themes like v5 regressions or model-family failures, but they do not look like the same underlying bug/change, so all soft edges should be rejected.", - "confidence": 0.92, - "canonical_issue_reason": null, + "summary": "This cluster is a loose semantic group of mostly unrelated Transformers issues, not a duplicate set. The soft pairs generally share only broad themes (loading, FlashAttention, tokenizers, model families) but not the same concrete failure path.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue fits well: the items span many different subsystems and model families, so there is no clear umbrella duplicate to anchor the cluster.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No best issue overall; none is a strong representative for the whole cluster because the reported bugs are too heterogeneous.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both mention optimizers, but one is SGD args being ignored and the other is double optimizer steps under DeepSpeed; different bugs." + }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both concern chat/completions behavior, but one is an API request acceptance failure and the other is a streaming inference failure on Qwen3.5; different code paths and symptoms." + "reason": "Both are chat/completions failures, but one is a request acceptance regression and the other is a streaming inference issue on a specific Qwen3.5 model." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "One is about a removed config attribute in v5, the other about unexpected position-id keys; both are v5 regressions but not the same bug." + "reason": "One is about a removed config flag, the other about unexpected position-id keys; unrelated symptoms and code paths." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3.5/Qwen3next-style loading issues, but one is missing attention projections while the other is a from_pretrained error for Qwen3.5 MoE." + "reason": "Both involve Qwen models, but one is missing projections in layer 0 and the other is a from_pretrained load error for Qwen3.5 MoE." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both are tokenizer-related, but one is a wrong decoder type and the other is a tokenization difference regression; not the same defect." + "reason": "Both concern tokenizer behavior in v5, but one is a wrong decoder type and the other is a broader tokenization difference across versions." }, { - "left": "issue:44077", - "right": "issue:46981", + "left": "issue:44263", + "right": "issue:44485", "accept": false, - "reason": "Unrelated topics: patchtsmixer post_init validation vs AutoProcessor retry behavior on HTTP 429." + "reason": "Both are GLM-related, but one is a torch.split indexer bug and the other is a RoPE implementation issue." }, { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:44077", + "right": "issue:46981", "accept": false, - "reason": "Different math/model bugs in different components; the titles do not indicate a shared code path or fix." + "reason": "These are unrelated: one is a PatchTSMixer post_init policy issue, the other is repeated 429 retries in AutoProcessor.from_pretrained." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Different models and failure modes: Qwen3-VL-30B weight-shape mismatch vs Qwen3next missing projections." + "reason": "Same general Qwen-VL area, but one is a weight-shape mismatch and the other is missing attention projections; not the same bug." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Generation cache/chunked prefill bug is unrelated to a testing_utils issue." + "reason": "Generation chunked-prefill cache regression and a testing_utils bug are unrelated." }, { "left": "issue:46752", "right": "issue:47116", "accept": false, - "reason": "Both involve chat/template/streaming behavior, but one is an empty-list IndexError and the other is a streaming pipeline regression; too different to merge." + "reason": "Both touch chat/pipeline APIs, but one crashes on empty chat templates and the other is a streaming pipeline regression." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "ImportError for AutoImageProcessor is unrelated to PreTrainedConfig type-checking breakage." + "reason": "Import error for AutoImageProcessor and PretrainedConfig type-checking regression are unrelated." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Different Qwen3-VL loading problems: weight mismatch versus a broader transformers 5.0 bug report." + "reason": "Both are Qwen3-VL issues, but one is a model weight mismatch and the other is a from_pretrained bug for a different Qwen3-VL-Moe path." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "Bfloat16 compile warning and BLIP2 dtype handling are separate precision/dtype issues." - }, - { - "left": "issue:43441", - "right": "issue:44829", - "accept": false, - "reason": "Both mention FlashAttention, but one is a model-specific compatibility error and the other is degenerate training with flash_attention_3; different symptoms and fixes." + "reason": "Both are dtype-related, but one is a PyTorch warning during compile and the other is a BLIP2 load bug leaving submodules in float32." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Both are model-specific precision/attribute issues, but one is a missing image-patch helper and the other is an MLA rms_norm_eps precision discrepancy." + "reason": "Different multimodal/model-internal bugs: missing image-patch helper vs missing rms_norm_eps in MLA q_a_layernorm." }, { - "left": "issue:27957", - "right": "issue:43352", + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "Both mention Flash Attention 2, but XLM-RoBERTa support and NemotronHForCausalLM support are separate model-specific compatibility issues." + "reason": "Both mention FlashAttention, but one is a model support error and the other is degenerate training with flash_attention_3." }, { "left": "issue:43208", "right": "issue:46897", "accept": false, - "reason": "xLSTM training bugs and Florence2 training-loss double-shift are unrelated model-specific issues." + "reason": "Different model families and failures: xLSTM training blockers versus a Florence2 training-loss double-shift bug." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both are Flash Attention 2 compatibility complaints, but for different models and likely different missing-support paths." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "A removed config attribute is unrelated to gguf_file breaking AutoTokenizer/AutoModel loading." + "reason": "One is a config deprecation/removal complaint, the other is gguf_file breaking tokenizer/model loading; not the same defect." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "max_shard_size default behavior is unrelated to Qwen3.5 MoE from_pretrained failures." + "reason": "A save_pretrained shard-size question is unrelated to a Qwen3.5 MoE from_pretrained error." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "Both involve indexing/dtype-style implementation details, but the titles point to different model components and different bugs." + "reason": "Distinct GLM/DeepSeek code paths: torch.split return handling versus a dtype/transpose bug in deepseek-v4." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "DSA indexer ReLU omission and deepseek-v4 comb transpose are unrelated implementation bugs." + "reason": "A missing ReLU in the DSA indexer is not the same issue as the deepseek-v4 comb transpose problem." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to a testing_utils bug." + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are unrelated." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping None-handling and loading physical-intelligence/fast are different failure modes." + "reason": "Both are from_pretrained-loading failures, but one is a generic tokenizer mapping None case and the other is a specific model load failure." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "AutoProcessor without torchvision and testing_utils are unrelated." + "reason": "AutoProcessor torchvision dependency crash and a testing_utils bug are unrelated." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Different model internals and error conditions; no evidence they share the same fix." + "reason": "A missing config epsilon in MLA and a GLM-5 RoPE implementation discussion are different bugs." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "sys.modules access in modeling_utils is unrelated to the testing_utils bug." + "reason": "Unsafe sys.modules access and a testing_utils bug do not share the same underlying failure." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Config attribute removal and flash_attention.py sink-less model crash are separate issues." + "reason": "A removed config flag and a flash_attention.py crash on s_aux=None are different issues." }, { "left": "issue:44246", "right": "issue:46981", "accept": false, - "reason": "Import slowness and HF_ENDPOINT 429 retry behavior are not the same bug." + "reason": "Import-time slowness and repeated 429 retries in AutoProcessor are different performance/loading problems." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "Qwen3_5 infinite-loop generation and sam3-litetext memory overflow are unrelated model/runtime problems." + "reason": "An image-specific infinite loop in Qwen3_5 is unrelated to a memory overflow in sam3-litetext." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "DeepseekV3 divergence from remote implementation and deepseek-v4 transpose behavior are different model/version issues." + "reason": "Both are DeepSeek-family reports, but they describe different model implementations and different concrete code-path bugs." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "Removed config field and sinq quantization save/load breakage are unrelated." + "reason": "A removed config field and a broken sinq quantization save/load path are unrelated." }, { "left": "issue:43986", - "right": "issue:45372", - "accept": false, - "reason": "Missing torchvision during AutoProcessor loading is unrelated to the mistral_common ReasoningEffort import error." - }, - { - "left": "issue:44410", - "right": "issue:45375", - "accept": false, - "reason": "Missing attention projections in qwen3next and a missing strict config field in Qwen3_5MoeVisionConfig are different bugs." - }, - { - "left": "issue:43673", - "right": "issue:46123", + "right": "issue:47312", "accept": false, - "reason": "Chunked prefill cache handling and MaskGenerationPipeline partial-batch handling are unrelated pipeline bugs." - }, - { - "left": "issue:43874", - "right": "issue:44263", - "accept": false, - "reason": "Both are GLM-family implementation issues, but they concern different methods and failure modes; not the same underlying bug." + "reason": "An AutoProcessor torchvision crash and a kernel-version incompatibility are unrelated." } ] }, @@ -17433,15 +17369,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 57, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:38617", "issue:42757", @@ -17452,22 +17388,20 @@ "issue:43066", "issue:43097", "issue:43208", - "issue:43352", "issue:43502", "issue:43550", - "issue:43825", - "issue:43827", + "issue:43673", "issue:43873", + "issue:43874", "issue:43906", - "issue:43976", "issue:43986", "issue:43992", "issue:44038", "issue:44062", "issue:44117", + "issue:44263", "issue:44315", "issue:44351", - "issue:44368", "issue:44380", "issue:44410", "issue:44451", @@ -17477,8 +17411,10 @@ "issue:44936", "issue:44938", "issue:45103", + "issue:45375", "issue:45712", "issue:45753", + "issue:46123", "issue:46172", "issue:46178", "issue:46298", @@ -17493,6 +17429,9 @@ "issue:47116" ], "soft_pairs": [ + "issue:44410|issue:45375", + "issue:43673|issue:46123", + "issue:43874|issue:44263", "issue:43097|issue:43873", "issue:44062|issue:44117", "issue:44038|issue:44410", @@ -17504,8 +17443,8 @@ "issue:46298|issue:46752", "issue:43986|issue:44484", "issue:46172|issue:46710", - "issue:38617|issue:44351", "issue:42890|issue:46298", + "issue:38617|issue:44351", "issue:44704|issue:45103", "issue:44936|issue:46365", "issue:43502|issue:43992", @@ -17518,209 +17457,216 @@ "issue:42907|issue:44655", "issue:43012|issue:43550", "issue:45712|issue:46298", - "issue:43066|issue:43906", - "issue:43012|issue:44368", - "issue:43825|issue:44655", - "issue:43827|issue:47116", - "issue:43992|issue:44484", - "issue:43352|issue:43976" + "issue:43066|issue:43906" ], - "prepared_review_unit_hash": "e435794760aa9007ba3930594ee5ebafeee6d33fd802c113915825fc4da6e23c", + "prepared_review_unit_hash": "b17e4122cd0d85f6afcdb96ce2ebfce399c8166c04acadfd9541433e59e89d7e", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36722, - "estimated_input_tokens": 9181, - "estimated_eval_tokens": 18618 + "soft_pair_count": 29, + "serialized_chars": 36086, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is a grab bag of unrelated Transformers issues rather than a tight duplicate cluster. The soft pairs mostly share only broad themes like imports, saving, training, or model-family naming, but not the same concrete bug path.", - "confidence": 0.41, - "canonical_issue_reason": "issue:43873 is the most substantial, currently open, and discussion-heavy report in the set, so it is the best single issue to represent the cluster despite the overall lack of strong duplicate cohesion.", + "summary": "No soft edge looks like the same underlying bug/change; the pairs mostly share a subsystem or model family but describe different failure modes. The best canonical issue is the clearest, most self-contained bug report in the set.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 43502 is the most concrete and actionable report: a clear, self-contained bug with a direct symptom (`local_files_only=True` still triggering network access).", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest global issue target: active, well-described, and broad enough to anchor nearby duplicate reports if any existed.", + "best_issue_reason": "Issue 43502 has the cleanest reproduction scope and a precise expected-vs-actual behavior, making it the strongest representative issue.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3-related, but one is a missing projection bug and the other is a missing config field; different code paths and symptoms." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "One is a GenerationMixin cache issue during chunked prefill, the other is a MaskGenerationPipeline batching bug; unrelated behaviors." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both mention GLM components, but one is a missing image-patch helper and the other is a torch.split/indexing bug in a different class." + }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Different problems: removed config attribute vs quantization/offloading behavior." + "reason": "A removed embedding-tie API and a quantization offloading bug are unrelated." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Different code paths: token construction error vs tokenizer-mapping fallback bug." + "reason": "Both involve tokenizer internals, but one is an AddedToken constructor error and the other is a mapping lookup returning None." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Same general model family, but one is a Qwen3-VL-Moe issue and the other is missing qkv/gate projections in qwen3next." + "reason": "Different Qwen model variants and different failures; no shared concrete code-path." }, { "left": "issue:43012", "right": "issue:46821", "accept": false, - "reason": "Unrelated: PyTorch bfloat16 warning vs TimesFM window_size AttributeError." + "reason": "A bfloat16 warning and a TimesFM AttributeError are unrelated." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different symbols from different packages/modules." + "reason": "Both are import errors, but they concern different symbols from different modules and likely different breakages." }, { "left": "issue:44117", "right": "issue:46701", "accept": false, - "reason": "Tokenizer mapping fallback bug vs pipeline incompatibility for DiffusionGemmaGenerationOutput; not the same defect." + "reason": "Tokenizer mapping fallback behavior is unrelated to the image-text-to-text pipeline failure." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Training optimizer-state corruption under FSDP2/PEFT vs Liger Kernel not applied with model_init." + "reason": "A distributed optimizer-state bug and a Liger Kernel application issue are separate training problems." }, { "left": "issue:46655", "right": "issue:46664", "accept": false, - "reason": "Both hit SmolVLM video processing, but one is padding math and the other is num_frames semantics." + "reason": "Both are SmolVLM video-processor issues, but one is padding math and the other is a semantic mismatch in `num_frames`." }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "Noisy logging is unrelated to apply_chat_template crashing on an empty list." + "reason": "Noisy logging and an empty-list chat-template crash are unrelated." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "Video model loading without torchvision is unrelated to save_pretrained max_shard_size behavior." + "reason": "AutoProcessor/torchvision availability and `max_shard_size` defaults are unrelated." }, { "left": "issue:46172", "right": "issue:46710", "accept": false, - "reason": "One is a specific tensor op bug in deepseek-v4; the other is an accuracy regression after upgrade." + "reason": "Both mention DeepSeek, but one is a tensor-operation bug and the other is an accuracy regression after upgrade; different issues." }, { - "left": "issue:38617", - "right": "issue:44351", + "left": "issue:42890", + "right": "issue:46298", "accept": false, - "reason": "Different missing imports: configuration_utils symbol vs HybridCache export." + "reason": "Test seeding flakiness and logging noise do not share an underlying bug." }, { - "left": "issue:42890", - "right": "issue:46298", + "left": "issue:38617", + "right": "issue:44351", "accept": false, - "reason": "Test seeding instability is unrelated to a logging message issue." + "reason": "Different missing imports from different packages; same symptom type, different breakage." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "AutoProcessor kwargs passthrough and auto_docstring annotation parsing are separate subsystems." + "reason": "AutoProcessor kwarg forwarding and auto-docstring annotation handling are separate subsystems." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Trainer.evaluate-after-train failure and import failure caused by datasets are not the same bug." + "reason": "Trainer evaluate/train state handling and an import conflict with datasets are unrelated." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Network calls despite local_files_only and missing embed_tokens.weight are unrelated loading bugs." + "reason": "Network requests despite local-only mode and a missing encoder weight are different loading bugs." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training blockers and Bamba torch.compile/SDPA failure affect different models and code paths." + "reason": "xLSTM training blockers and a Bamba torch.compile/SDPA failure are unrelated." }, { "left": "issue:44451", "right": "issue:47116", "accept": false, - "reason": "Model loading failure for ScandiBERT is not the same as a streaming pipeline regression." + "reason": "Loading a specific model and a streaming pipeline regression are different failure reports." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "GPT2 attention scaling with backend choice is unrelated to cache lazy initialization and recompilation." + "reason": "GPT2 attention scaling under backends and lazy cache initialization causing recompilation are distinct performance/behavior issues." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import/load breakage is unrelated to BACKENDS_MAPPING validation for tensorflow_text." + "reason": "Python 3.14 import failure and an unsupported backend mapping error are unrelated." }, { "left": "issue:43064", "right": "issue:47116", "accept": false, - "reason": "Trainer/FSDP2 optimizer-state corruption is unrelated to streaming pipeline regression." + "reason": "Distributed optimizer-state corruption and streaming pipeline regression are separate code paths." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Save-pretrained dequantization failure and Qwen3_5 infinite-loop generation are different bugs." + "reason": "Saving dequantized models and a Qwen3_5 infinite-loop bug are unrelated." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Both mention saving, but one is dequantized model saving and the other is Pipeline save_pretrained support." + "reason": "Both concern saving, but one is about dequantized model serialization and the other about pipeline object serialization." }, { "left": "issue:43012", - "right": "issue:44368", - "accept": false, - "reason": "PyTorch bfloat16 warning and tie_word_embeddings warning are different warning conditions." - }, - { - "left": "issue:43825", - "right": "issue:44655", + "right": "issue:43550", "accept": false, - "reason": "Pipeline task-support error message and pipeline object serialization are not the same issue." + "reason": "A compiler warning and a torch.compile SDPA failure are different issues." }, { - "left": "issue:43827", - "right": "issue:47116", + "left": "issue:45712", + "right": "issue:46298", "accept": false, - "reason": "Docs still referencing pipeline() and a streaming regression do not share the same underlying bug." + "reason": "Dead dummy classes/check_repo failures are unrelated to logging verbosity." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "Missing embed_tokens.weight in UMT5Encoder is unrelated to the 50GB shard-size default question." + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue do not clearly point to the same concrete bug." }, { - "left": "issue:43352", - "right": "issue:43976", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "Flash Attention 2.0 unsupported for NemotronH and Python version compatibility failure are different issues." + "reason": "Same as above: no evidence these are the same underlying tokenizer bug." } ] }, @@ -17734,15 +17680,15 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 58, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:36010", "issue:36683", @@ -17751,40 +17697,39 @@ "issue:42757", "issue:42831", "issue:42890", - "issue:42994", "issue:43012", "issue:43064", "issue:43097", "issue:43208", - "issue:43299", "issue:43352", "issue:43502", "issue:43526", "issue:43582", - "issue:43611", "issue:43618", "issue:43756", "issue:43761", "issue:43824", - "issue:43867", + "issue:43825", + "issue:43827", + "issue:43976", + "issue:43992", "issue:44038", "issue:44077", "issue:44162", "issue:44222", "issue:44230", "issue:44261", + "issue:44368", "issue:44380", "issue:44483", + "issue:44484", "issue:44485", "issue:44514", - "issue:44625", "issue:44655", "issue:44734", - "issue:45276", "issue:45478", "issue:45479", "issue:45584", - "issue:46077", "issue:46132", "issue:46172", "issue:46298", @@ -17794,9 +17739,14 @@ "issue:47276" ], "soft_pairs": [ + "issue:43012|issue:44368", + "issue:43825|issue:44655", + "issue:43992|issue:44484", + "issue:43827|issue:47116", "issue:45584|issue:46365", - "issue:44734|issue:47116", + "issue:43352|issue:43976", "issue:44038|issue:44230", + "issue:44734|issue:47116", "issue:44162|issue:46172", "issue:44380|issue:46132", "issue:43208|issue:43526", @@ -17813,287 +17763,269 @@ "issue:43064|issue:44380", "issue:43756|issue:44485", "issue:42831|issue:44261", - "issue:36010|issue:42757", "issue:44483|issue:44514", + "issue:36010|issue:42757", "issue:43618|issue:43761", - "issue:38617|issue:43502", - "issue:45276|issue:46077", - "issue:44380|issue:47276", - "issue:43299|issue:43867", - "issue:42994|issue:44655", - "issue:44625|issue:46365", - "issue:43611|issue:44655", - "issue:44625|issue:46077" + "issue:38617|issue:43502" ], - "prepared_review_unit_hash": "1e6723f7978a37641eb58b6e2da5fa61251fc45028c87c4e64a51543d38e12a3", + "prepared_review_unit_hash": "36b2aeb92ee6795747d2833f40f385e6997cf2042f0ec9f05449ba523e8e4381", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36436, - "estimated_input_tokens": 9109, - "estimated_eval_tokens": 18474 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35394, + "estimated_input_tokens": 8849, + "estimated_eval_tokens": 17954 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: the soft-similarity pairs mostly link unrelated Hugging Face/Transformers bugs that happen to share model names, backend terms, or generic error words. I would reject all soft edges and not choose a single canonical issue for the group.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "The cluster is mostly a loose collection of unrelated issues across different subsystems (imports, model configs, docs, serving, FP8, training, and warnings). Only one pair looks plausibly duplicate-like at the code-path level; the rest are distinct bugs or feature requests.", + "confidence": 0.74, + "canonical_issue_reason": "No single canonical issue is a safe anchor for the whole cluster; the items are heterogeneous, so any one issue would misrepresent most of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No globally best issue stands out. If anything, issue:43761 is the most concrete regression-style report, but it is still not representative of the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both mention warnings, but they are different warnings in different code paths: bfloat16 compilation vs. tied-embedding config noise." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "One is about a misleading pipeline() error message; the other is about saving Pipeline objects. Same API area, different bug." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder.from_pretrained is a loading bug; max_shard_size being 50GB is a save_pretrained policy question." + }, + { + "left": "issue:43827", + "right": "issue:47116", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to the streaming pipeline runtime regression." + }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Different subsystems and failure modes: Whisper generation on empty transcription vs Trainer import blocked by datasets. No shared code path." + "reason": "Whisper empty-transcription failure and Trainer import pollution by datasets are unrelated symptoms." }, { - "left": "issue:44734", - "right": "issue:47116", + "left": "issue:43352", + "right": "issue:43976", "accept": false, - "reason": "Both involve serving/pipeline behavior, but one is KV-cache indexing in /v1/responses and the other is a streaming pipeline regression. Not the same bug." + "reason": "FlashAttention 2 support for NemotronH and Python version compatibility for Transformers 5.1.0 are unrelated." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Both mention Qwen3-VL/MoE and v5/fp8, but one is a generic model loading bug and the other is FP8 inference support. Different issues." + "reason": "Both involve Qwen3/VL/MoE, but one is a v5 incompatibility bug and the other is fp8 inference support; not the same fix." + }, + { + "left": "issue:44734", + "right": "issue:47116", + "accept": false, + "reason": "KV-cache continuation crash in transformers serve is a different code path than streaming pipeline regression." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage for scientific workflows is unrelated to a deepseek-v4 tensor transpose bug." + "reason": "ESM2 breakage and a DeepSeek tensor transpose issue are unrelated model-specific bugs." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "GPT2 attention scaling ignored under specific backends is unrelated to AttentionInterface.register changing registered function behavior." + "reason": "GPT2 attention scaling being ignored and AttentionInterface.register changing behavior are different attention-stack problems." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training bugs vs BeitImageProcessorFast reduce_labels returning the wrong shape/value. Different components and symptoms." + "reason": "xLSTM training blockers and BeitImageProcessorFast reduce_labels behavior are unrelated model/processor bugs." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Nemotron Flash Attention 2 support gating is not the same as GPT2 attention scaling being ignored in SDPA/FlashAttention." + "reason": "FlashAttention support for NemotronH does not match GPT2 attention scaling being ignored." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "One is a removed config attribute in v5, the other is just a noisy logging message. No shared defect." + "reason": "Embeddings-tie removal regression and a noisy logging message are not the same underlying issue." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "PatchTSMixer post_init validation issue is unrelated to the datasets/Trainer import conflict." + "reason": "patchtsmixer post_init policy and an import conflict with datasets are unrelated." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "One is backend-specific attention scaling; the other is degenerate zero loss for single-label classification with num_labels=1." + "reason": "Ignored attention scaling and degenerate zero loss in sequence classification are different bugs." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3Config missing vocab_size and Apple Silicon caching_allocator_warmup TypeError are unrelated." + "reason": "Gemma3Config missing vocab_size and Apple Silicon TypeError in caching_allocator_warmup are unrelated." }, { "left": "issue:43012", "right": "issue:47276", "accept": false, - "reason": "bf16 compile precision warning is unrelated to a misleading synced_gpus warning in continuous batching." + "reason": "A precision warning during compilation is unrelated to a misleading synced_gpus warning in continuous batching." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but different symbols from different APIs/hub/model classes. Not the same broken import." + "reason": "Both are ImportError reports, but for different missing symbols in different packages/modules." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "TensorFlow backend packaging issue is unrelated to importing Trainer only when datasets is installed." + "reason": "Backend selection when installing .[torch] is unrelated to Trainer import failure from datasets interference." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Both concern FP8/MoE, but one is save_pretrained failure and the other is from_pretrained loading failure. Different code paths." + "reason": "FP8 save_pretrained and Qwen3.5 MoE from_pretrained errors are adjacent but distinct serialization/loading failures." }, { "left": "issue:42890", "right": "issue:47059", "accept": false, - "reason": "A missing set_seed in tests is unrelated to a huggingface_hub CLI compatibility break." + "reason": "Missing set_seed in a model integration test and a huggingface_hub CLI incompatibility are unrelated." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "FSDP2+PEFT optimizer state corruption is unrelated to GPT2 attention scaling under SDPA/FlashAttention." + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling being ignored." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Smollm3 RoPE layer drop is unrelated to GLM-5 RoPE implementation discussion." + "reason": "Both mention RoPE, but they concern different models and different implementation bugs." }, { "left": "issue:42831", "right": "issue:44261", "accept": false, - "reason": "FineGrainedFP8 accuracy issues are not the same as MLA q_a_layernorm missing rms_norm_eps precision mismatch." + "reason": "FineGrainedFP8 accuracy complaints and missing rms_norm_eps in MLA q_a_layernorm are not the same concrete bug." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:44483", + "right": "issue:44514", "accept": false, - "reason": "Different missing imports from different packages and symbols; no evidence of the same regression." + "reason": "Chat/completions API rejection and batched apply_chat_template crashing are different request-handling failures." }, { - "left": "issue:44483", - "right": "issue:44514", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "OpenAI-compatible chat/completions request rejection is unrelated to Qwen2_5_VLProcessor batched chat template crashing." + "reason": "Different missing imports from different modules; same failure type, not same bug." }, { "left": "issue:43618", "right": "issue:43761", - "accept": false, - "reason": "Both mention CLIP vision outputs, but one is missing attentions assignment and the other is hidden_states not returned. Distinct regressions." + "accept": true, + "reason": "Both are CLIP v5 regression reports about missing optional forward outputs in the same CLIPVisionModel/CLIPOutput code path." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Importing layer_type_validation and local_files_only still making API requests are unrelated bugs." - }, - { - "left": "issue:45276", - "right": "issue:46077", - "accept": false, - "reason": "Both are Gemma4-related, but one is embedding resize propagation and the other is bidirectional attention masking. Separate code paths." - }, - { - "left": "issue:44380", - "right": "issue:47276", - "accept": false, - "reason": "GPT2 attention scaling backend bug is unrelated to a misleading synced_gpus warning in continuous batching." - }, - { - "left": "issue:43299", - "right": "issue:43867", - "accept": false, - "reason": "Qwen3VL MoE loading regression and sorted state_dict load error are different loading problems." - }, - { - "left": "issue:42994", - "right": "issue:44655", - "accept": false, - "reason": "Quantized model saving failure is unrelated to Pipeline.save_pretrained serialization." - }, - { - "left": "issue:44625", - "right": "issue:46365", - "accept": false, - "reason": "Qwen3.5 num_labels propagation and Trainer import vs datasets are unrelated." - }, - { - "left": "issue:43611", - "right": "issue:44655", - "accept": false, - "reason": "base_model_prefix loading breakage is unrelated to saving Pipeline objects." - }, - { - "left": "issue:44625", - "right": "issue:46077", - "accept": false, - "reason": "num_labels propagation bug is unrelated to Gemma4 bidirectional attention mask construction." + "reason": "layer_type_validation import removal and local_files_only still making API requests are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the cluster does look heterogeneous, and the conservative rejections align with the issue titles. The single accepted pair (issue:43618 / issue:43761) is plausible as a shared CLIP regression around missing optional outputs, and the explanation stays within the evidence available from the titles." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 59, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ - "issue:28282", "issue:29870", "issue:33453", "issue:36296", "issue:36683", "issue:41669", - "issue:42890", + "issue:42994", "issue:43010", "issue:43064", + "issue:43299", "issue:43352", "issue:43475", "issue:43525", "issue:43575", + "issue:43611", "issue:43618", "issue:43867", "issue:43976", "issue:43992", "issue:44075", "issue:44077", - "issue:44222", "issue:44246", "issue:44355", + "issue:44380", "issue:44393", "issue:44492", + "issue:44625", "issue:44655", "issue:44855", "issue:44908", "issue:44938", - "issue:45125", "issue:45216", + "issue:45276", "issue:45278", "issue:45310", - "issue:45357", "issue:45375", - "issue:45561", "issue:45593", - "issue:45850", - "issue:46002", "issue:46050", "issue:46077", "issue:46202", @@ -18103,9 +18035,17 @@ "issue:46877", "issue:47000", "issue:47059", - "issue:47110" + "issue:47110", + "issue:47276" ], "soft_pairs": [ + "issue:45276|issue:46077", + "issue:44380|issue:47276", + "issue:43299|issue:43867", + "issue:42994|issue:44655", + "issue:44625|issue:46365", + "issue:43611|issue:44655", + "issue:44625|issue:46077", "issue:44655|issue:46050", "issue:43352|issue:45593", "issue:36683|issue:43475", @@ -18123,277 +18063,253 @@ "issue:44355|issue:44855", "issue:43010|issue:45278", "issue:43064|issue:44492", - "issue:44075|issue:46365", "issue:43992|issue:45310", + "issue:44075|issue:46365", "issue:43867|issue:46202", "issue:44393|issue:47000", "issue:29870|issue:33453", "issue:36296|issue:43575", "issue:43867|issue:45375", "issue:43618|issue:44077", - "issue:41669|issue:44246", - "issue:42890|issue:45561", - "issue:43867|issue:45357", - "issue:43010|issue:43976", - "issue:43010|issue:45850", - "issue:28282|issue:33453", - "issue:44222|issue:45125", - "issue:43992|issue:46002" + "issue:41669|issue:44246" ], - "prepared_review_unit_hash": "fc2daf62582c3e139f7912be1467cbbfa3acd8aa45f96176059dfea21235dc0b", + "prepared_review_unit_hash": "7c0918170d97a30487e5aa5e93a0d687749128dab5950ae1f66041c265e8cb61", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 37211, - "estimated_input_tokens": 9303, - "estimated_eval_tokens": 18862 + "serialized_chars": 36603, + "estimated_input_tokens": 9151, + "estimated_eval_tokens": 18558 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated issue reports. The only clear duplicate-like pair is the import-time performance regression tied to wildcard imports in model modules.", - "confidence": 0.74, - "canonical_issue_reason": "issue:41669 is the most concrete root-cause report in the only accepted duplicate pair: it identifies wildcard imports in models as the source of the import slowdown, while the paired issue only states the symptom.", + "summary": "The cluster is mostly a grab-bag of distinct Transformers regressions around loading/saving, configs, attention masks, and environment-specific import issues. Despite some superficial similarity, none of the soft pairs look like the same underlying bug/change.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set, covering version-wide import failures after an upgrade; it is the most representative anchor if a single issue must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41669 is the best representative issue for this cluster because it gives the actionable cause behind the import-performance problem; the other items are mostly separate model/version-specific bugs.", + "best_issue_reason": "issue:45278 is the best cluster representative because it is broad and regression-oriented, but it still does not truly subsume the many model-specific failures here.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Different Gemma4 bugs: embedding resize propagation vs attention-mask construction." + }, + { + "left": "issue:44380", + "right": "issue:47276", + "accept": false, + "reason": "Unrelated issues: GPT2 backend attention-scaling bug vs a warning-message wording problem." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are loading failures, but for different models and different failure modes; not the same bug." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model save failure is unrelated to saving Pipeline objects." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 config propagation bug is unrelated to the Trainer import conflict with datasets." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Base-model-prefix loading regression and Pipeline save-pretrained failure are different code paths." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Gemma4 attention-mask logic are unrelated." + }, { "left": "issue:44655", "right": "issue:46050", "accept": false, - "reason": "Both mention save_pretrained/from_pretrained, but one is about Pipeline objects and the other about a quantized model roundtrip; different bugs." + "reason": "Pipeline serialization and sinq quantized save/load are different save_pretrained problems." }, { "left": "issue:43352", "right": "issue:45593", "accept": false, - "reason": "These are unrelated model-specific bugs in different code paths." + "reason": "Flash-Attn support gating for Nemotron is unrelated to D-FINE auxiliary-loss behavior." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Both are AttributeErrors, but for different model configs/fields and different subsystems." + "reason": "Missing vocab_size in Gemma3Config is unrelated to missing fpn_position_embeddings in SAM 3 Video." }, { "left": "issue:44355", "right": "issue:46877", "accept": false, - "reason": "Both involve import-time behavior, but one is about compiled Python files and the other about noisy docstring diagnostics." + "reason": "Compiled-Python import errors and auto_docstring stdout noise are unrelated." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Different models and different missing/validation behavior; not the same underlying bug." + "reason": "Gemma3 config attribute missing vs patchtsmixer post_init policy are different issues." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are Python-version compatibility reports, but for different versions and failure modes." + "reason": "These are both Python-version compatibility reports, but they target different versions and likely different breakages." }, { "left": "issue:46077", "right": "issue:46512", "accept": false, - "reason": "One is an attention-mask logic bug; the other is a stale config dtype issue." + "reason": "Attention-mask construction and stale config.dtype after from_config are separate bugs." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Both concern loading/saving checkpoints, but the concrete failure modes and models differ." + "reason": "State-dict sorting load failure vs Qwen3.5 checkpoint save regression are not the same underlying issue." }, { "left": "issue:44938", "right": "issue:47059", "accept": false, - "reason": "These are unrelated: Python 3.14 import failure versus a CLI completion incompatibility with huggingface_hub." + "reason": "Python 3.14 import failure and a CLI incompatibility with huggingface_hub are unrelated." }, { "left": "issue:36683", "right": "issue:47110", "accept": false, - "reason": "Different AttributeErrors on different objects; not the same bug." + "reason": "Gemma3Config missing vocab_size is unrelated to special_tokens being a list instead of a mapping." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "One is a missing attentions field, the other is a checkpoint serialization regression." + "reason": "CLIPOutput attentions regression and Qwen3.5 save_pretrained regression are different models/code paths." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Both are missing config attributes, but for different models and different fields." + "reason": "Both are missing config attributes, but for different models and different fields; not a duplicate." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "UnboundLocalError in generate() is unrelated to a tensor-parallel training bug." + "reason": "Bart generate decoder_attention_mask bug is unrelated to tensor-parallel training state issues." }, { "left": "issue:44908", "right": "issue:46851", "accept": false, - "reason": "Scheduler kwargs handling and variable-length position_ids are unrelated bugs." + "reason": "Scheduler kwargs bug and variable-length position_ids bug are unrelated." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Both are import-related, but the causes are different: compiled files versus a torch.jit parsing issue." + "reason": "Running compiled Python files failing is unrelated to a torch.jit.script parsing/indentation issue." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "A specific no_grad cache-update change is not the same as a broad import regression report." + "reason": "Cache update no_grad behavior and broad import errors after upgrade are different concerns." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Training optimizer-state corruption and a cache-strategy typo are unrelated." + "reason": "FSDP2/PEFT optimizer-state bug is unrelated to a typo in cache strategies." }, { - "left": "issue:44075", - "right": "issue:46365", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "SGD argument handling and an import failure tied to datasets are different problems." + "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 moe from_pretrained error are different model-loading problems." }, { - "left": "issue:43992", - "right": "issue:45310", + "left": "issue:44075", + "right": "issue:46365", "accept": false, - "reason": "Both are from_pretrained issues, but they involve different models and different missing-key symptoms." + "reason": "SGD args ignored is unrelated to the Trainer import failure involving datasets." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "A state_dict loading problem and a Gemma pipeline roundtrip tokenization issue are not the same bug." + "reason": "Both involve save/load roundtrips, but the failure modes and models differ." }, { "left": "issue:44393", "right": "issue:47000", "accept": false, - "reason": "Vision bbox output errors and RTDetrLoss infeasible-cost-matrix crashes are separate issues." + "reason": "Qwen3-VL bbox output issue and RTDetrLoss infeasible cost matrix are unrelated vision bugs." }, { "left": "issue:29870", "right": "issue:33453", "accept": false, - "reason": "Bart generate-time UnboundLocalError is not the same as a tokenizer-loading regression." + "reason": "Bart generate UnboundLocalError and tokenizer-loading regression are distinct failures." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM on model load." - }, - { - "left": "issue:43867", - "right": "issue:45375", - "accept": false, - "reason": "Both involve Qwen3.5-related checkpoint/config issues, but the missing field and sorted-state_dict failure are distinct." - }, - { - "left": "issue:43618", - "right": "issue:44077", - "accept": false, - "reason": "Missing attentions assignment and patchtsmixer post_init validation are unrelated." - }, - { - "left": "issue:41669", - "right": "issue:44246", - "accept": true, - "reason": "The broad symptom in 44246 matches the concrete root cause in 41669: import transformers is slow because of wildcard imports in models." - }, - { - "left": "issue:42890", - "right": "issue:45561", - "accept": false, - "reason": "A specific integration-test seed flakiness report is not the same as an xdist file race in testing utils." - }, - { - "left": "issue:43867", - "right": "issue:45357", - "accept": false, - "reason": "Both are checkpoint-related, but one is a load error and the other is incorrect saved visual-encoder keys." - }, - { - "left": "issue:43010", - "right": "issue:45850", - "accept": false, - "reason": "A concrete cache-update no_grad proposal is not the same as a vague claim that many models broke after 5.0." - }, - { - "left": "issue:28282", - "right": "issue:33453", - "accept": false, - "reason": "An AutoModel PyTorch ImportError and a tokenizer-loading regression are unrelated." - }, - { - "left": "issue:44222", - "right": "issue:45125", - "accept": false, - "reason": "FP8 save_pretrained behavior and a missing tensor-parallel plan are different issues." - }, - { - "left": "issue:43992", - "right": "issue:46002", - "accept": false, - "reason": "Missing a weight during from_pretrained is not the same as NaNs after init/checkout." + "reason": "Tensor-parallel training bug and OOM during TP model loading are not the same bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is conservative and grounded in the packet. The only accepted soft pair, issue:41669 vs issue:44246, is a reasonable match on import slowdown from wildcard imports. The remaining soft-edge rejections are cautious and do not overclaim duplicate status." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 60, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ - "issue:29870", + "issue:28282", "issue:30333", "issue:30990", "issue:31795", "issue:33453", - "issue:34689", "issue:36296", - "issue:41628", "issue:42548", "issue:42890", "issue:42898", @@ -18406,12 +18322,13 @@ "issue:43618", "issue:43723", "issue:43824", - "issue:43827", + "issue:43867", "issue:43874", + "issue:43976", + "issue:43992", "issue:44062", "issue:44112", "issue:44222", - "issue:44230", "issue:44351", "issue:44355", "issue:44360", @@ -18420,13 +18337,15 @@ "issue:44556", "issue:44734", "issue:44749", - "issue:44961", "issue:44964", "issue:45125", + "issue:45357", "issue:45375", "issue:45440", "issue:45478", + "issue:45561", "issue:45850", + "issue:46002", "issue:46132", "issue:46285", "issue:46617", @@ -18435,6 +18354,13 @@ "issue:47110" ], "soft_pairs": [ + "issue:42890|issue:45561", + "issue:43867|issue:45357", + "issue:43010|issue:43976", + "issue:43010|issue:45850", + "issue:28282|issue:33453", + "issue:44222|issue:45125", + "issue:43992|issue:46002", "issue:43618|issue:46285", "issue:44360|issue:45440", "issue:42548|issue:44351", @@ -18460,227 +18386,234 @@ "issue:46664|issue:46726", "issue:43502|issue:44222", "issue:43299|issue:44556", - "issue:30333|issue:36296", - "issue:29870|issue:31795", - "issue:43827|issue:44961", - "issue:33453|issue:34689", - "issue:41628|issue:42548", - "issue:44222|issue:44230" + "issue:30333|issue:36296" ], - "prepared_review_unit_hash": "9c4e3ccfbcca43fcd97ff4cf76d086fd8b9698982fdd10fd47c3b5d493812c56", + "prepared_review_unit_hash": "4cef7fd5a78f661280e82c10404203b08f8d5e8e4c9bbc17a5477cf44847545e", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36079, - "estimated_input_tokens": 9020, - "estimated_eval_tokens": 18296 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37240, + "estimated_input_tokens": 9310, + "estimated_eval_tokens": 18876 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated Transformers regressions and docs/test issues that only loosely share version-5/loading themes. None of the soft pairs looks like a true duplicate underlying bug/change, so all soft edges should be rejected.", - "confidence": 0.88, - "canonical_issue_reason": "issue:44556 is the clearest concrete, broad regression report in this set: a v4.57 checkpoint that no longer reloads after upgrading to v5.2/v5.3. It is more representative than the many narrow symbol/model-specific reports, though it is not a duplicate of them.", + "summary": "This cluster is dominated by unrelated Transformers issues that only share broad surface themes like loading regressions, version upgrades, or flaky tests. The strongest common thread is v5-era model/tokenizer loading breakage, so I picked one concrete reload regression as the representative issue.", + "confidence": 0.51, + "canonical_issue_reason": "issue:44556 is the clearest concrete representative of the cluster\u2019s main theme: checkpoint reload breaks after upgrading from v4.57 to v5.x. It is specific enough to anchor the broader loading-regression complaints without being overly generic.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44556 is the best global issue candidate because it is concrete, user-facing, and spans a common failure mode (cross-version model reload breakage) without being overly narrow.", + "best_issue_reason": "issue:44556 is the best issue to represent this cluster because it is a concrete, user-facing regression with a clear failure mode and version boundary, unlike the more generic umbrella complaints.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test-related, but one is about missing set_seed in a SAM HQ integration test and the other is a xdist race in captured_info.txt. Different bugs and code paths." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "One is a state_dict loading error when keys are sorted; the other is an incorrect save_pretrained key layout for a visual encoder. Related area, but not the same bug." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Different problem classes: a cache/layer no_grad decoration issue versus a Python version compatibility failure." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A specific cache update bug is not the same as a broad complaint that v5 breaks many models." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "ImportError for missing PyTorch is unrelated to a tokenizer-loading regression." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Both mention MoE, but one is FP8 save_pretrained behavior and the other is tensor-parallel planning on model loading. Different code paths." + }, + { + "left": "issue:43992", + "right": "issue:46002", + "accept": false, + "reason": "Missing embed_tokens.weight during from_pretrained is unrelated to NaNs in classification heads after checkout/init." + }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "Both involve CLIP behavior changes, but one is a missing attentions field and the other is a structural `.text_model` inconsistency; different concrete bugs." + "reason": "Both touch CLIP, but one is a missing attentions assignment in outputs and the other is a structural refactor inconsistency. Not the same concrete bug." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "Completely different areas: DSA indexer/ReLU versus DeepSeekV3 implementation divergence." + "reason": "Completely different subsystems: DSA indexer/ReLU versus DeepSeekV3MoE implementation divergence." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different breakages." + "reason": "Both are import errors, but for different symbols and likely different export paths; not the same issue." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Both concern Qwen3.5 MoE loading, but one is a missing `_tp_plan` and the other is a broad from_pretrained failure; not enough to treat as the same bug." + "reason": "Both involve Qwen3.5 MoE loading, but one is specifically missing _tp_plan and the other is a broader from_pretrained error. Too loose to merge." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Different model/config problems: tensor-parallel plan versus missing vision config field." + "reason": "One is tensor parallelism support; the other is a missing vision config field. Same model family, different defects." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Unrelated failures: offline file access versus AddedToken construction." + "reason": "Local-files-only network leakage is unrelated to the AddedToken special-argument TypeError." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Both are flaky-test reports, but they affect different model tests and different failure causes." + "reason": "Both are flaky tests, but they fail for different reasons in different suites." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Unrelated: test seeding flakiness versus model loading regression." + "reason": "A flaky SAM HQ test is not the same as a Phi-4 multimodal model loading regression." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Different topics: tokenization cleanup behavior versus video processor frame semantics." + "reason": "Tokenization cleanup behavior changes and SmolVLM num_frames semantics are unrelated." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "Different code paths: serving KV-cache continuation crash versus trust_remote_code cache FileNotFoundError." + "reason": "KV-cache continuation indexing in serve is unrelated to a cache FileNotFoundError for trust_remote_code." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Both are loading regressions, but tokenizer loading and checkpoint reload are distinct code paths and symptoms." + "reason": "Both are loading regressions, but one is tokenizer loading and the other is checkpoint reload compatibility. Same theme, not the same bug." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "OOM under int4 quantization is unrelated to checkpoint reload failure." + "reason": "int4 quantization memory/OOM regression is distinct from model reload failure after version upgrade." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Different subsystems: generation cache updates versus Sam3PixelDecoder implementation." + "reason": "Cache update no_grad and a dummy Conv2d in Sam3PixelDecoder are unrelated." }, { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "Different failures: missing exported model class versus loading a trust_remote_code model from cache." + "reason": "Missing Qwen2.5-VL export is not the same as loading a trust_remote_code model from cache." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "One is a broken CLI command; the other is a behavior change in AttentionInterface.register." + "reason": "A broken CLI env command and altered AttentionInterface.register behavior are different issues." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Offline download behavior is unrelated to GLM-5 RoPE implementation." + "reason": "Local-files-only API leakage is unrelated to GLM-5 RoPE implementation concerns." }, { "left": "issue:43874", "right": "issue:46617", "accept": false, - "reason": "Different problems: image patch counting versus cache file resolution." + "reason": "Missing image-patch counting method in GLM46V is unrelated to a cache FileNotFoundError." }, { "left": "issue:45850", "right": "issue:47110", "accept": false, - "reason": "A vague broad complaint about v5 breakage is not the same as a specific special_tokens list/dict error." + "reason": "A generic complaint that v5 breaks too many models is not the same as a specific special_tokens attribute error." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLflow reporting and tokenizer loading are unrelated." + "reason": "MLflow reporting on failed training jobs is unrelated to tokenizer loading regression." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file errors are unrelated to performance regression after upgrading." + "reason": "Compiled Python file errors and a post-upgrade filtering slowdown are not the same bug." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "A loading hang and a documentation clarification are not the same issue." + "reason": "Sentence Transformers hanging on load is unrelated to documentation confusion in model.forward." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Both mention generation internals, but one is about no_grad decoration on cache/layer updates and the other about sync_gpus ordering in model kwargs update." + "reason": "Different generation-related bugs: no_grad decoration versus sync_gpus model-kwargs update ordering." }, { "left": "issue:46664", "right": "issue:46726", "accept": false, - "reason": "Different multimodal processor issues: frame count semantics versus missing vision backend handling." + "reason": "Inconsistent num_frames semantics and missing-vision-backend image processor handling are distinct processor issues." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Offline requests and FP8 save_pretrained behavior are unrelated." + "reason": "Network calls despite local_files_only and FP8 MoE save_pretrained are unrelated." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both are v5 loading regressions, but they concern different models and likely different root causes." + "reason": "Both are version-related loading regressions, but they affect different models and failure modes; not the same concrete bug." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow job-state reporting and tensor-parallel training are unrelated." - }, - { - "left": "issue:29870", - "right": "issue:31795", - "accept": false, - "reason": "Generation UnboundLocalError versus a forward-API documentation issue." - }, - { - "left": "issue:43827", - "right": "issue:44961", - "accept": false, - "reason": "Documentation still referencing pipeline is unrelated to the racoon issue." - }, - { - "left": "issue:33453", - "right": "issue:34689", - "accept": false, - "reason": "Both are loading regressions, but one is tokenizer loading and the other is model loading for a specific Llama vision model." - }, - { - "left": "issue:41628", - "right": "issue:42548", - "accept": false, - "reason": "Import errors for different exported classes; same broad symptom, different bug." - }, - { - "left": "issue:44222", - "right": "issue:44230", - "accept": false, - "reason": "FP8 save_pretrained bug versus FP8 inference support request; not the same code-path problem." + "reason": "Failed MLflow reporting and tensor-parallel training behavior are unrelated." } ] }, @@ -18694,43 +18627,45 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 61, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ + "issue:29870", "issue:31795", + "issue:33453", + "issue:34689", "issue:36296", "issue:38617", - "issue:41669", + "issue:41628", + "issue:42548", "issue:42757", "issue:43352", "issue:43475", "issue:43502", "issue:43525", - "issue:43572", "issue:43576", "issue:43673", "issue:43824", + "issue:43827", "issue:43867", "issue:43901", "issue:44038", + "issue:44222", "issue:44230", "issue:44273", "issue:44315", "issue:44351", "issue:44355", "issue:44360", - "issue:44393", - "issue:44466", "issue:44485", "issue:44492", - "issue:44556", "issue:44623", "issue:44961", "issue:45003", @@ -18739,10 +18674,8 @@ "issue:45230", "issue:45362", "issue:45375", - "issue:45381", "issue:45468", "issue:45542", - "issue:45753", "issue:45850", "issue:46095", "issue:46143", @@ -18754,6 +18687,11 @@ "issue:47110" ], "soft_pairs": [ + "issue:29870|issue:31795", + "issue:43827|issue:44961", + "issue:33453|issue:34689", + "issue:41628|issue:42548", + "issue:44222|issue:44230", "issue:46143|issue:46144", "issue:43502|issue:44961", "issue:44355|issue:45071", @@ -18780,247 +18718,228 @@ "issue:44273|issue:45542", "issue:44485|issue:46664", "issue:44623|issue:45230", - "issue:44273|issue:45003", - "issue:45381|issue:46664", - "issue:41669|issue:43673", - "issue:43525|issue:45850", - "issue:44393|issue:45071", - "issue:44393|issue:45753", - "issue:43572|issue:45850", - "issue:44466|issue:44556" + "issue:44273|issue:45003" ], - "prepared_review_unit_hash": "5d28b33d5712bffb96fd0b7051dc61829a88d92a79cfef205a19bdeb11282db1", + "prepared_review_unit_hash": "54123682ae2c33994e97c21616a7eb3065df4ff58ca97ff088b60a75ac266ec8", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37136, - "estimated_input_tokens": 9284, - "estimated_eval_tokens": 18824 + "soft_pair_count": 32, + "serialized_chars": 36470, + "estimated_input_tokens": 9118, + "estimated_eval_tokens": 18492 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a heterogeneous mix of unrelated issues. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": null, + "summary": "This set is mostly heterogeneous issue reports; the only loose commonality is a handful of v5/import/loading regressions. None of the soft pairs look like true duplicates or the same concrete code-path fix, so I would not merge any of them.", + "confidence": 0.58, + "canonical_issue_reason": "If forced to pick one umbrella issue, #45850 is the broadest summary of the shared theme (multiple regressions after v5). It is vague, but it best represents the overall cluster better than the narrower, one-off bug reports.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "#45850 is the best representative because it captures the broad regression pattern that loosely connects several of the other issues. It is still not a great canonical duplicate target due to being very generic.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "One is a generation-time UnboundLocalError in Bart; the other is documentation confusion about forward inputs. Different problem and fix." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs referencing pipeline removals are unrelated to the generic 'racoon' report." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both concern loading regressions, but they hit different paths and models; not the same underlying bug." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Two separate import errors for different symbols; no evidence they stem from one exact export failure." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/MoE, but one is about save_pretrained and the other about inference support; different code paths." + }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Both are RoFormer-related, but one is about kwargs propagation and the other about attention interface usage; different code-path problems." + "reason": "Closely related RoFormer complaints, but one is kwargs propagation and the other is attention-interface usage; not the same concrete bug." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "API requests with local_files_only is a concrete loading bug; 'racoon' has no evidence of the same issue." + "reason": "Local-files-only network leakage is unrelated to the 'racoon' issue." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled Python file errors and PretrainedConfig type checking are unrelated failures." + "reason": "Compiled Python file errors and PretrainedConfig type-checking regressions are unrelated." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Broken `transformers env` CLI and `PretrainedConfig` type-checking regression are different subsystems and symptoms." + "reason": "Broken `transformers env` command and config type-checking regression are different failures." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "CLI/env command breakage is unrelated to importing `Qwen2_5_VLForConditionalGeneration`." + "reason": "CLI env command breakage is unrelated to the missing Qwen2_5_VL export." }, { "left": "issue:43576", "right": "issue:47059", "accept": false, - "reason": "One is the `transformers env` command; the other is a huggingface_hub CLI compatibility break." + "reason": "Different subsystems: env CLI vs huggingface_hub CLI compatibility failure." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Importing `is_offline_mode` from huggingface_hub is a dependency/API issue, not the broken `env` command." + "reason": "Importing `is_offline_mode` from huggingface_hub is unrelated to the v5 env command issue." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Both mention Qwen3 MoE, but one is a broad v5/Qwen3-VL-Moe bug and the other is missing `_tp_plan` for tensor parallelism." + "reason": "Both touch Qwen/MoE/tensor parallel themes, but they describe different specific failures and likely different fixes." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion in `model.forward` is unrelated to the `layer_type_validation` import error." + "reason": "Documentation confusion is unrelated to an ImportError for `layer_type_validation`." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor parallel training and pipeline docs mentioning `return_all_scores` are not the same bug." + "reason": "Tensor-parallel training bug and pipeline docs mismatch are unrelated." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel not applied in `model_init` and a DSA/ReLU discussion are unrelated." + "reason": "Liger Kernel application and DSA indexer ReLU discussion are unrelated." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "Missing `fpn_position_embeddings` in SAM3 video output is unrelated to a cache FileNotFoundError for trust_remote_code." + "reason": "SAM3 attribute error and trust_remote_code cache FileNotFoundError are unrelated." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "`HybridCache` import failure and cache FileNotFoundError are different loading/import problems." + "reason": "ImportError for HybridCache and cache FileNotFoundError are different loading problems." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support for Qwen models is unrelated to a DeepSeek weight-conversion question." + "reason": "FP8 inference support for Qwen models is unrelated to DeepSeek weight conversion tooling." }, { "left": "issue:45375", "right": "issue:47110", "accept": false, - "reason": "Missing config field in Qwen3_5MoeVisionConfig is not the same as a `special_tokens` list-vs-dict attribute error." + "reason": "A missing config field on Qwen3_5MoeVisionConfig is unrelated to special_tokens handling." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Qwen3.5 chat crash is model-specific; \"since 5.0 breaks too many models\" is a broad version complaint, not the same defect." + "reason": "A specific Qwen3.5 crash and a broad 'v5 breaks too many models' complaint are not the same underlying bug." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "`model_init`/Liger Kernel application and FP8 inference on B200 are different issues." + "reason": "Different model/runtime issues: Liger Kernel application vs FP8 inference on B200." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation discussion has no clear overlap with the unrelated 'racoon' report." + "reason": "GLM-5 RoPE implementation discussion is unrelated to the 'racoon' issue." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "The placeholder 'racoon' issue does not match the Gemma-4 audio positional encoding bug." + "reason": "The generic 'racoon' issue and Gemma-4 audio positional encoding are unrelated." }, { "left": "issue:43525", "right": "issue:47110", "accept": false, - "reason": "Missing `pad_token_id` in Llama4Config is unrelated to a `special_tokens` structure error." + "reason": "Missing `pad_token_id` on Llama4Config is a config-shape bug, not the same as a special_tokens list/key error." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Missing GenerationMixin cache in chunked prefill is unrelated to a typo in cache strategies." + "reason": "Chunked-prefill cache missing in v5 and a typo in cache strategies are unrelated." }, { "left": "issue:43352", "right": "issue:44961", "accept": false, - "reason": "Nemotron Flash Attention 2.0 support and 'racoon' are not the same underlying bug." + "reason": "Flash Attention 2 support for Nemotron is unrelated to the 'racoon' report." }, { "left": "issue:43867", "right": "issue:47110", "accept": false, - "reason": "State-dict sorting load error and `special_tokens` key access error are different failure modes." + "reason": "State_dict ordering load error and special_tokens key access error are unrelated." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading bug and TensorFlow backend error from tensorboard-only install are unrelated." + "reason": "Lazy loading behavior and TensorBoard/TensorFlow backend initialization are unrelated." }, { "left": "issue:44485", "right": "issue:46664", "accept": false, - "reason": "GLM-5 RoPE discussion and SmolVLM `num_frames` semantics are different model-specific problems." + "reason": "Different model families and different bug surfaces: RoPE implementation vs num_frames semantics." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Missing processor save files is not the same as an uninformative generic bug report." + "reason": "Specific missing files on save_pretrained and a placeholder 'Bug report' do not indicate the same issue." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading behavior and unsafe `sys.modules` access in modeling_utils are unrelated." - }, - { - "left": "issue:45381", - "right": "issue:46664", - "accept": false, - "reason": "Wrong `vision_position_ids` for Qwen2.5-VL video input is different from `num_frames` meaning in SmolVLM." - }, - { - "left": "issue:41669", - "right": "issue:43673", - "accept": false, - "reason": "Removing `import *` from models and missing GenerationMixin cache are separate refactors/bugs." - }, - { - "left": "issue:43525", - "right": "issue:45850", - "accept": false, - "reason": "Missing `pad_token_id` in one config is not the same as a broad v5 breakage complaint." - }, - { - "left": "issue:44393", - "right": "issue:45071", - "accept": false, - "reason": "Qwen3-VL 2D box output issues are unrelated to `PretrainedConfig` type-checking in v5.4.0." - }, - { - "left": "issue:44393", - "right": "issue:45753", - "accept": false, - "reason": "2D bounding-box output problems and infinite looping on a specific image are different Qwen3_5-VL symptoms." - }, - { - "left": "issue:43572", - "right": "issue:45850", - "accept": false, - "reason": "Missing `pad_token_idx` in StableLmConfig is unrelated to a generic \"v5 breaks too many models\" report." - }, - { - "left": "issue:44466", - "right": "issue:44556", - "accept": false, - "reason": "Inconsistent `lm_head.weight` serialization and inability to reload older checkpoints may be related broadly, but they are not clearly the same concrete bug." + "reason": "Lazy loading and unsafe sys.modules access are different problems." } ] }, @@ -19034,29 +18953,28 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 62, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:31795", "issue:33453", - "issue:34689", "issue:41669", "issue:42371", "issue:42890", - "issue:43298", "issue:43352", "issue:43408", - "issue:43502", "issue:43519", + "issue:43525", + "issue:43572", "issue:43576", - "issue:43704", + "issue:43673", "issue:43976", "issue:44077", "issue:44246", @@ -19067,6 +18985,7 @@ "issue:44351", "issue:44360", "issue:44393", + "issue:44466", "issue:44485", "issue:44492", "issue:44556", @@ -19076,37 +18995,44 @@ "issue:44861", "issue:44908", "issue:45071", + "issue:45092", "issue:45230", - "issue:45310", "issue:45341", + "issue:45381", "issue:45468", + "issue:45753", "issue:45850", "issue:46018", - "issue:46095", "issue:46172", "issue:46218", "issue:46328", "issue:46655", + "issue:46664", "issue:46894", "issue:47059", - "issue:47110", - "issue:47176", - "issue:47177" + "issue:47176" ], "soft_pairs": [ + "issue:45381|issue:46664", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:44393|issue:45753", + "issue:44393|issue:45071", + "issue:43572|issue:45850", + "issue:44466|issue:44556", "issue:44077|issue:44861", - "issue:43576|issue:44556", + "issue:44556|issue:45092", "issue:42371|issue:44492", "issue:45850|issue:47059", "issue:44246|issue:44273", "issue:44492|issue:45850", "issue:43408|issue:44315", "issue:41669|issue:46218", - "issue:43976|issue:44393", "issue:44492|issue:46328", + "issue:43976|issue:44393", "issue:42890|issue:44908", - "issue:43352|issue:44393", "issue:44295|issue:45230", + "issue:43352|issue:44393", "issue:44297|issue:45230", "issue:44704|issue:44908", "issue:43576|issue:44908", @@ -19124,66 +19050,90 @@ "issue:44485|issue:47176", "issue:44360|issue:45468", "issue:45468|issue:46894", - "issue:43576|issue:44273", - "issue:45230|issue:45310", - "issue:43976|issue:47177", - "issue:43298|issue:46095", - "issue:43519|issue:44485", - "issue:44485|issue:47177", - "issue:44273|issue:44908", - "issue:43519|issue:44908", - "issue:31795|issue:34689", - "issue:43576|issue:46218", - "issue:41669|issue:43704", - "issue:44861|issue:47110", - "issue:44485|issue:45468", - "issue:45850|issue:47177", - "issue:45850|issue:47176", - "issue:43704|issue:44485", - "issue:42371|issue:43704", - "issue:43352|issue:47177", - "issue:43502|issue:43519" + "issue:43576|issue:44273" ], - "prepared_review_unit_hash": "e8ca1f230f643ce89ef3756c89b6b9f20e22fac8d33591636fbf23d29897154c", + "prepared_review_unit_hash": "78c55de664620c512e8d98d9efac42a0ef47aac71606d892a1f63db9e54de78e", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 49, - "serialized_chars": 41744, - "estimated_input_tokens": 10436, - "estimated_eval_tokens": 21128 + "soft_pair_count": 38, + "serialized_chars": 38545, + "estimated_input_tokens": 9637, + "estimated_eval_tokens": 19530 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: a few import/lazy-loading complaints are related at a broad theme level, but most pairings are different bugs or regressions. I found no soft edge that clearly looks like the same underlying change/bug, so all candidates are rejected.", - "confidence": 0.63, - "canonical_issue_reason": "issue:44246 is the broadest representative of the recurring import-latency / loading-performance theme, and it is more central than the narrower model-specific or test-only reports.", + "summary": "This cluster is mostly heterogeneous issue reports with a loose common theme of Transformers v5 regressions and adjacent import/load-time problems. Only a couple of checkpoint-loading pairs look plausibly duplicate; most soft edges are not the same underlying bug.", + "confidence": 0.64, + "canonical_issue_reason": "No issue is a strong canonical for the whole cluster; 45850 is only a weak umbrella because it explicitly summarizes broad v5 breakage, but the rest of the items are mostly distinct bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44246 is the best umbrella issue for the only clearly recurring thread in this set (import/lazy-loading performance), while the rest are mostly unrelated concrete failures.", + "best_issue_reason": "45850 is the best single anchor for the cluster\u2019s shared \"v5 broke things\" pattern, even though it is too generic to represent all items cleanly.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44077", - "right": "issue:44861", + "left": "issue:45381", + "right": "issue:46664", "accept": false, - "reason": "Different bugs: optional post_init policy vs a tied-weights list AttributeError." + "reason": "Both are video/vision processor bugs, but they affect different models and different fields (vision_position_ids vs num_frames padding); not the same defect." }, { - "left": "issue:43576", + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Shared import/performance theme only; one is star-import bloat, the other is a GenerationMixin cache issue during chunked prefill." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A specific missing pad_token_id config bug is not the same as the broad \"v5 breaks too many models\" umbrella report." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen vision issues, but one is 2D box output hallucination/error and the other is an infinite loop on a specific image; different symptoms and likely different code paths." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "A model-specific vision bug and a core PretrainedConfig type-checking regression are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Both mention v5 breakage, but StableLmConfig pad_token_idx removal is a specific config issue, not the same as the generic regression umbrella." + }, + { + "left": "issue:44466", "right": "issue:44556", + "accept": true, + "reason": "Both point to the same tied-weights serialization/loading regression in v5: one observes device-dependent lm_head.weight serialization, the other fails to reload a v4.57 checkpoint after upgrade." + }, + { + "left": "issue:44077", + "right": "issue:44861", "accept": false, - "reason": "Both mention v5 breakage, but one is the env command and the other is checkpoint reload compatibility; different failures." + "reason": "Different areas: model post_init validation vs a crash in _get_tied_weight_keys when _tied_weights_keys is a list." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": true, + "reason": "Both are checkpoint compatibility failures after v5 meta-init changes; 45092 is a concrete remote-code example of the same loading-path regression." }, { "left": "issue:42371", @@ -19195,330 +19145,217 @@ "left": "issue:45850", "right": "issue:47059", "accept": false, - "reason": "Broad model breakage vs a specific CLI/huggingface_hub API mismatch." + "reason": "A broad v5 regression complaint and a cli test failure caused by huggingface_hub 1.22.0 are different problems." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Same general import/lazy-loading area, but the reports are too broad and distinct to be the same concrete bug." + "reason": "Both relate to import/lazy loading, but the titles do not establish the same concrete bug; one is import slowness, the other a generic lazy-loading failure." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A typo in cache strategy docs/code is not the same as a broad version-breakage report." + "reason": "A typo in cache-strategy docs/settings is not the same as the broad v5 regression report." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Model-type warning mismatch vs Liger Kernel not applied in model_init; different code paths." + "reason": "Different model/configuration issues: sam3_video being treated as sam3_tracker vs Liger Kernel not applying under model_init." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import-* performance cleanup and a missing module import are different problems." + "reason": "Import surface/performance issues only; star-import cleanup is not the same as a missing HybridCache export." }, { - "left": "issue:43976", - "right": "issue:44393", + "left": "issue:44492", + "right": "issue:46328", "accept": false, - "reason": "Python version incompatibility vs a Qwen3-VL bounding-box output issue." + "reason": "A cache-strategy typo and a numpy/list conversion inefficiency in SequenceFeatureExtractor.pad are unrelated." }, { - "left": "issue:44492", - "right": "issue:46328", + "left": "issue:43976", + "right": "issue:44393", "accept": false, - "reason": "Cache-strategy typo and SequenceFeatureExtractor padding performance are unrelated." + "reason": "A Python-version compatibility issue and a Qwen3-VL vision-output bug are unrelated." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Seed-related test flakiness vs scheduler keyword handling." + "reason": "Test flakiness from missing set_seed calls is not the same as inverse_sqrt scheduler kwargs being ignored." }, { - "left": "issue:43352", - "right": "issue:44393", + "left": "issue:44295", + "right": "issue:45230", "accept": false, - "reason": "Unsupported Flash Attention 2 for Nemotron vs a Qwen3-VL hallucination/output bug." + "reason": "One is a specific buffer/position_ids read error; the other is too generic to show the same underlying bug." }, { - "left": "issue:44295", - "right": "issue:45230", + "left": "issue:43352", + "right": "issue:44393", "accept": false, - "reason": "Specific position_ids buffer behavior vs a generic bug report." + "reason": "Nemotron Flash Attention 2.0 support is unrelated to Qwen3-VL bounding-box output issues." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer_class mismatch on save vs a generic bug report." + "reason": "Tokenizer save_pretrained mismatch and an uninformative generic bug report are not demonstrably the same issue." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs forwarding vs scheduler kwargs handling." + "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs handling are unrelated." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Transformers env command breakage is unrelated to scheduler kwargs." + "reason": "Broken transformers env CLI and scheduler kwargs handling are different code paths." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs are unrelated to PretrainedConfig type-checking regressions." + "reason": "A scheduler-configuration bug and a PretrainedConfig type-checking regression are unrelated." }, { "left": "issue:43576", "right": "issue:47176", "accept": false, - "reason": "Environment command breakage and shell-operator allowlist bypass are different concerns." + "reason": "Both involve CLI/configuration commands, but one is a broken env command and the other is a shell-operator allowlist bypass; different bugs and fixes." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Pipeline save_pretrained issues do not match the tied-weights list AttributeError." + "reason": "Saving Pipeline objects and a tied-weight-key crash are different problems." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import-time performance cleanup is unrelated to a testing_utils bug." + "reason": "Import performance cleanup and a testing_utils bug are unrelated." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Reducing import * usage and fixing a missing HybridCache import are different import bugs." + "reason": "Star-import performance cleanup does not match a missing HybridCache import/export failure." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python version support and a missing Qwen3_5ForCausalLM import are distinct." - }, - { - "left": "issue:31795", - "right": "issue:33453", - "accept": false, - "reason": "Documentation confusion around forward arguments is unrelated to tokenizer loading regression." - }, - { - "left": "issue:43976", - "right": "issue:47176", - "accept": false, - "reason": "Python compatibility issue vs shell command-substitution allowlist bypass." + "reason": "Python-version support and a missing model import are different issues." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "Shared-expert gating and a tensor transpose/dtype bug are not the same underlying issue." + "reason": "Both mention DeepSeek-V4, but the titles indicate different likely defects (gating vs tensor transpose/cast), with no clear shared code-path." }, { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Timestamp calculation in Qwen3VL and video padding in SmolVLM are different processor bugs." + "reason": "Both are video processor math bugs, but one is timestamp calculation and the other is padding calculation; not enough to treat as the same bug." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel application issue vs flash_attention_3 training degeneration." + "reason": "Liger Kernel application under model_init and flash_attention_3 training degeneration are unrelated." }, { "left": "issue:44485", "right": "issue:47176", "accept": false, - "reason": "RoPE implementation discussion is unrelated to shell operator allowlist bypass." + "reason": "GLM-5 RoPE implementation and a shell-allowlist bypass are unrelated." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer discussion and Gemma-4 audio positional encoding are unrelated." + "reason": "DSA indexer/ReLU discussion and Gemma4AudioRelPositionalEncoding are unrelated." }, { "left": "issue:45468", "right": "issue:46894", "accept": false, - "reason": "Gemma-4 audio positional encoding and CohereASR training-loss double-shift are different model bugs." + "reason": "Gemma4 audio positional encoding and a CohereASR training-loss shift bug are unrelated." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Both are in the import/loading area, but they describe different problems and are too broad to treat as duplicates." - }, - { - "left": "issue:45230", - "right": "issue:45310", - "accept": false, - "reason": "Generic bug report vs Qwen3.5 MoE from_pretrained failure; not the same bug." - }, - { - "left": "issue:43976", - "right": "issue:47177", - "accept": false, - "reason": "Python version support and tar/zip-slip RCE are unrelated." - }, - { - "left": "issue:43298", - "right": "issue:46095", - "accept": false, - "reason": "Audio continuous batching support and deepseek-v4 weight conversion are different requests/issues." - }, - { - "left": "issue:43519", - "right": "issue:44485", - "accept": false, - "reason": "Processor timestamp calculation and GLM-5 RoPE implementation are unrelated." - }, - { - "left": "issue:44485", - "right": "issue:47177", - "accept": false, - "reason": "RoPE implementation discussion does not match a tar/zip-slip security bug." - }, - { - "left": "issue:44273", - "right": "issue:44908", - "accept": false, - "reason": "Lazy loading concerns and scheduler kwargs handling are not the same failure." - }, - { - "left": "issue:43519", - "right": "issue:44908", - "accept": false, - "reason": "Processor timestamp logic and scheduler keyword propagation are different code paths." - }, - { - "left": "issue:31795", - "right": "issue:34689", - "accept": false, - "reason": "Forward-argument documentation confusion is unrelated to a Llama 3.2 model-loading breakage." - }, - { - "left": "issue:43576", - "right": "issue:46218", - "accept": false, - "reason": "The env command regression is not the same as a missing Qwen3_5ForCausalLM import." - }, - { - "left": "issue:41669", - "right": "issue:43704", - "accept": false, - "reason": "Import-star cleanup and a VRAM leak in multi-threaded dataloading are different bugs." - }, - { - "left": "issue:44861", - "right": "issue:47110", - "accept": false, - "reason": "Tied-weights key handling and special_tokens list/dict handling are unrelated." - }, - { - "left": "issue:44485", - "right": "issue:45468", - "accept": false, - "reason": "GLM-5 RoPE implementation and Gemma-4 audio encoding are different model-specific issues." - }, - { - "left": "issue:45850", - "right": "issue:47177", - "accept": false, - "reason": "Broad version regressions and a tar/zip-slip security issue are not duplicates." - }, - { - "left": "issue:45850", - "right": "issue:47176", - "accept": false, - "reason": "Broad model breakage and shell-operator allowlist bypass are unrelated." - }, - { - "left": "issue:43704", - "right": "issue:44485", - "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to GLM-5 RoPE implementation." - }, - { - "left": "issue:42371", - "right": "issue:43704", - "accept": false, - "reason": "TF32 behavior settings and a multi-threading VRAM leak are different issues." - }, - { - "left": "issue:43352", - "right": "issue:47177", - "accept": false, - "reason": "Unsupported Flash Attention 2 and tar/zip-slip arbitrary file write are unrelated." - }, - { - "left": "issue:43502", - "right": "issue:43519", - "accept": false, - "reason": "Local-files-only network requests and Qwen3VL timestamp calculation are different bugs." + "reason": "Broken env CLI and lazy-loading failure are adjacent import-time concerns but not shown to be the same underlying bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative: it treats 45850 as only a weak umbrella, and the accepted duplicate-like pairs are limited to clearly related checkpoint/loading regressions. The false soft-edge calls are appropriately cautious and do not overclaim same-bug identity from loose thematic similarity." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 63, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", + "cluster_id": "cluster-10000-522", "nodes": [ "issue:28348", "issue:29870", "issue:30333", "issue:31515", "issue:31795", + "issue:34689", "issue:36296", - "issue:37934", "issue:38617", + "issue:41669", + "issue:42371", "issue:42913", "issue:42936", "issue:43066", - "issue:43240", "issue:43298", "issue:43352", + "issue:43502", "issue:43519", + "issue:43576", "issue:43606", "issue:43618", - "issue:43668", "issue:43704", "issue:43717", - "issue:43813", - "issue:44031", + "issue:43976", "issue:44230", "issue:44263", + "issue:44273", "issue:44351", + "issue:44485", "issue:44492", "issue:44623", "issue:44861", "issue:44908", "issue:44998", + "issue:45230", "issue:45250", "issue:45290", "issue:45310", @@ -19526,13 +19363,33 @@ "issue:45468", "issue:45850", "issue:46018", + "issue:46095", "issue:46144", "issue:46218", "issue:47059", + "issue:47110", "issue:47176", "issue:47177" ], "soft_pairs": [ + "issue:45230|issue:45310", + "issue:43976|issue:47177", + "issue:43298|issue:46095", + "issue:43519|issue:44485", + "issue:44485|issue:47177", + "issue:44273|issue:44908", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:43576|issue:46218", + "issue:41669|issue:43704", + "issue:44485|issue:45468", + "issue:45850|issue:47177", + "issue:45850|issue:47176", + "issue:44861|issue:47110", + "issue:43704|issue:44485", + "issue:42371|issue:43704", + "issue:43352|issue:47177", + "issue:43502|issue:43519", "issue:43606|issue:45468", "issue:42913|issue:43066", "issue:45850|issue:46218", @@ -19559,268 +19416,440 @@ "issue:31515|issue:31795", "issue:43298|issue:44230", "issue:43717|issue:46144", - "issue:42936|issue:46018", - "issue:43668|issue:44031", - "issue:42936|issue:43240", - "issue:43240|issue:46144", - "issue:42936|issue:44031", - "issue:42936|issue:46144", - "issue:42936|issue:43813", - "issue:43668|issue:43813", - "issue:43240|issue:43668", - "issue:37934|issue:43668", - "issue:42936|issue:43668" + "issue:42936|issue:46018" ], - "prepared_review_unit_hash": "ee42b15e819865b73a2410567f878b87fd9bbbf9983d8d902783ea9eca53e39d", + "prepared_review_unit_hash": "c34ad4bcb300fbd5dd257159f20448c51ba592d49ea1863e232eba8448233bb0", "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1922, - "serialized_chars": 996213, - "estimated_input_tokens": 249054, - "estimated_eval_tokens": 498364 + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 }, "budget": { - "node_count": 42, - "item_count": 42, - "soft_pair_count": 37, - "serialized_chars": 34501, - "estimated_input_tokens": 8626, - "estimated_eval_tokens": 17508 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 45, + "serialized_chars": 40298, + "estimated_input_tokens": 10075, + "estimated_eval_tokens": 20406 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous; most pairs share only broad subsystem wording (tokenizers, cache, Flash Attention, imports) but not the same concrete bug or change. No soft edge looks like a safe duplicate merge.", - "confidence": 0.28, - "canonical_issue_reason": "issue:45250 is the broadest umbrella-style issue in the set (Flash Attention 2.0) and best matches the recurring support-request theme, though the overall cluster is still mixed.", + "summary": "This cluster is mostly heterogeneous and does not form a clean duplicate set. The only plausible duplicate pair is the tokenizer v5 regression reports: a broad symptom report and a more specific decoder-type bug. Everything else looks like a false positive based on broad thematic similarity only.", + "confidence": 0.63, + "canonical_issue_reason": "If a canonical issue must be chosen, issue:43066 is the best anchor because it states the concrete tokenizer-v5 bug ('wrong decoder type'), while issue:42913 is the broader symptom report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45250 is the most general and reusable issue here; it can subsume model-specific Flash Attention 2.0 support requests better than the narrower bugs.", + "best_issue_reason": "Issue:43066 is the most specific and actionable issue in the cluster, and it best captures the underlying tokenizer-v5 regression described by the only credible duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "One title is a generic 'Bug report'; the other is a specific Qwen3.5 MoE from_pretrained failure. Too little evidence they are the same bug." + }, + { + "left": "issue:43976", + "right": "issue:47177", + "accept": false, + "reason": "Python-version compatibility and a shell/file-write security issue are unrelated." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching for audio models and DeepSeek-V4 weight conversion are different problems and code paths." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model-specific issues." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "RoPE implementation discussion is unrelated to shell command / zip-slip security bugs." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading behavior and inverse_sqrt scheduler kwargs are unrelated subsystems." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math and LR scheduler kwargs do not share the same code path." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion around forward inputs does not match a model-loading regression in Llama 3.2 Vision." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken 'transformers env' CLI and Qwen3_5 import failure are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup in models is not the same as a VRAM leak in Qwen3ForCausalLM." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are different model implementations." + }, + { + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "A broad 'since 5.0 breaks models' complaint is not the same as a command-substitution RCE vulnerability." + }, + { + "left": "issue:45850", + "right": "issue:47176", + "accept": false, + "reason": "General version-breakage report and shell allowlist bypass are unrelated issues." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "Different attribute/type errors in different code paths; no concrete duplicate evidence." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is not the same bug as GLM-5 RoPE implementation." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 behavior settings and Qwen3 VRAM leakage are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:47177", + "accept": false, + "reason": "Flash Attention support for NemotronHForCausalLM is unrelated to shell command injection/file-write vulnerabilities." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network requests and Qwen3VL timestamp calculation are unrelated." + }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device-mismatch CI bug and Gemma4AudioRelPositionalEncoding are unrelated failures." + "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding are different bugs." }, { "left": "issue:42913", "right": "issue:43066", - "accept": false, - "reason": "Both concern tokenizer v5 behavior, but one is a general behavior difference and the other is a specific decoder-type mismatch." + "accept": true, + "reason": "Both are about tokenizer behavior changes in Transformers v5; 43066 looks like the concrete root-cause report behind the broader behavior regression in 42913." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "A broad 'v5 breaks models' complaint and a specific Qwen3_5 import error are not the same underlying bug." + "reason": "General v5 breakage report and Qwen3_5 import failure are too broad to be the same bug." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Timestamp calculation in Qwen3VL Processor is unrelated to missing files from processor.save_pretrained." + "reason": "Timestamp calculation in a processor and missing files on save_pretrained are different issues." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return handling in a MoE indexer is unrelated to Gemma4AudioRelPositionalEncoding." + "reason": "torch.split return values in a GLM-MoE indexer and Gemma-4 audio positional encoding are unrelated." }, { "left": "issue:44861", "right": "issue:47059", "accept": false, - "reason": "Tied-weight key handling and a CLI completion attribute error touch different code paths." + "reason": "Tied-weight key handling and CLI test failures with huggingface_hub are unrelated." }, { "left": "issue:43704", "right": "issue:45341", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to a testing_utils bug." + "reason": "A Qwen3 VRAM leak and a small testing_utils typo are not the same underlying problem." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash-Attention support for Nemotron and an import failure for Qwen3_5ForCausalLM are different issues." + "reason": "Flash Attention support for NemotronHForCausalLM is unrelated to a Qwen3_5 import error." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Both are import errors, but for different symbols and different breakage points." + "reason": "HybridCache import failure and Qwen3_5 module import failure are different missing-symbol issues." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "Model-specific GPT2 Flash Attention support is not the same as a broad Flash Attention topic issue." + "reason": "Both mention Flash Attention 2.0, but one is a GPT2LMHeadModel-specific support request while the other is a broad generic title with no concrete shared bug." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight key crashes and chat-template tool-call crashes are unrelated." + "reason": "Tied-weight key crash and apply_chat_template crash are different failures in different paths." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs handling and an unrelated titled issue have no common bug." + "reason": "Scheduler kwargs handling and an unrelated titled issue ('Unemployment') are not duplicates." }, { "left": "issue:44998", "right": "issue:47177", "accept": false, - "reason": "Unemployment is clearly unrelated to a shell command-substitution allowlist bypass." + "reason": "No meaningful relation between the titles; this is a false positive." }, { "left": "issue:44998", "right": "issue:47176", "accept": false, - "reason": "Unemployment is unrelated to a command allowlist bypass vulnerability." + "reason": "No evidence these are the same bug; one is unrelated placeholder content and the other is a security issue." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo and unemployment are unrelated." + "reason": "A typo in cache strategies and an unrelated issue are not duplicates." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 MoE is unrelated to missing save_pretrained files." + "reason": "FP8 Qwen3-VL / Qwen3.5 support and missing processor.save_pretrained 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 support gaps." + "reason": "Both mention Flash Attention 2.0, but one is GPT2 support and the other is NemotronH support; different models and fixes." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions assignment bug is unrelated to unemployment." + "reason": "CLIPOutput attentions assignment and an unrelated issue are not the same bug." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained checkpoint loading is unrelated to an import error for layer_type_validation." + "reason": "Slow from_pretrained checkpoint loading and an ImportError for layer_type_validation are unrelated." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE and a from_pretrained error in transformers>=5.4.0 are different failures." + "reason": "Both involve Qwen3.5 wording, but one is FP8 inference support and the other is a from_pretrained failure; not the same concrete bug." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "BART generate() decoder_attention_mask bug is unrelated to slow checkpoint loading." + "reason": "BART generate() UnboundLocalError and slow checkpoint loading are unrelated." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLFlow reporting on failed jobs is unrelated to from_pretrained performance." + "reason": "MLflow reporting on failed training and checkpoint loading speed are unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading slowness and tensor-parallel training bugs are different code paths." + "reason": "from_pretrained slowness and tensor-parallel training bug are different concerns." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Slow loading and documentation confusion about input_ids/past_key_values are unrelated." + "reason": "Checkpoint loading performance and forward-API documentation confusion are unrelated." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching for audio models and FP8 support for Qwen3-VL/Qwen3.5 MoE are different feature gaps." + "reason": "Continuous batching for audio models and FP8 Qwen3-VL/Qwen3.5 support are different feature gaps." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights usage and RoFormer attention interface usage are unrelated model implementations." + "reason": "Mamba init_weights usage and RoFormer attention interface usage are unrelated implementation issues." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2former ignore_value handling and DeepSeek-V4 shared-expert gating are unrelated model bugs." - }, + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are different model bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: the cluster is indeed heterogeneous, and the tokenizer-v5 pair (42913/43066) is the only clearly related duplicate-like match. The soft-edge rejections are appropriately conservative and do not overclaim evidence. Canonical issue selection is also reasonable given the concrete wording in 43066 versus the broader symptom report in 42913." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 64, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "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": "ee899d91462d0ba11464334f7f9a2a081b9f9b936a35f23b09e98686ea6ed39a", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 10, + "serialized_chars": 6941, + "estimated_input_tokens": 1736, + "estimated_eval_tokens": 3728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster here: the issues touch unrelated areas (model normalization, Mask2Former loss handling, config typing, tokenizer warnings, quantization typo, RoFormer attention integration).", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue; the items are heterogeneous and do not describe the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: none of these issues is a clear representative for the others because they concern different components and code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "Incorrect type hint for norm_eps is unrelated to tokenizer regex warning behavior." + "reason": "Config type-hint typo vs tokenizer regex warning; different subsystems and different defects." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2former ignore_value and loss-function kwargs plumbing are different issues." + "reason": "Both involve loss-related behavior, but one is Mask2Former ignore_value handling and the other is kwargs propagation; not the same bug." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss kwargs forwarding is unrelated to RoFormer attention interface implementation." + "reason": "Loss kwargs forwarding and RoFormer attention interface usage are unrelated code paths." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "These concern different subsystems: Mask2former loss config vs tokenizer regex warnings." + "reason": "Mask2Former loss argument usage vs tokenizer warning regression; unrelated issues." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Mask2former ignore_value and RoFormer attention interface are unrelated." + "reason": "Different model areas and different failures; not the same underlying change or bug." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "A Mask2former bug and a typo in orig_conversion.quantization_operation do not match." + "reason": "Mask2Former loss handling vs a quantization-operation typo; unrelated." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Incorrect type hint and a typo fix are unrelated." + "reason": "ModernBERT config typing issue vs quantization typo; different files and defects." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs forwarding and a ModernBERT type-hint issue are unrelated." + "reason": "Loss kwargs plumbing and a config type hint mismatch are unrelated." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "A possible RMSNorm question for Llama4Text and a norm_eps type hint bug are not the same issue." + "reason": "Llama norm implementation question vs ModernBERT config typing; no shared bug." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2former ignore_value handling and ModernBERT norm_eps typing are unrelated." + "reason": "Mask2Former ignore_value behavior and ModernBERT norm_eps typing are unrelated." } ] }, @@ -19834,7 +19863,7 @@ { "label": "issue", "component_index": 2, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19853,12 +19882,12 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "a48db8c6d76d22d5ca6f2ab35679b082c9ec12ee0a8f3cb6ac691e437aaaa152", + "prepared_review_unit_hash": "078488c6efa849c9a360024648a5fe77d489c3caef4591f152c66039de2398f0", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2878, + "serialized_chars": 2877, "estimated_input_tokens": 720, "estimated_eval_tokens": 1696 }, @@ -19866,7 +19895,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2878, + "serialized_chars": 2877, "estimated_input_tokens": 720, "estimated_eval_tokens": 1696 }, @@ -19875,30 +19904,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three closed issues are about unrelated topics: truncation behavior in tokenization, a ReduceLROnPlateau-like scheduler feature, and Wav2Vec2 word time offsets. This does not look like a duplicate cluster.", - "confidence": 0.99, - "canonical_issue_reason": "No canonical issue: the issues describe different feature requests/problems and are not duplicates of one another.", + "summary": "All three issues are unrelated feature requests: tokenizer truncation direction, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word boundary timestamps. No duplicate cluster is present.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative because the cluster is heterogeneous; none of the issues subsumes the others.", + "best_issue_reason": "Issue 10519 is the most concrete and self-contained request, but it does not share the same underlying problem as the other issues, so there is no true canonical duplicate here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different domains and requests: tokenizer truncation-from-beginning vs. Wav2Vec2 word offset timings." + "reason": "Different domains and outcomes: truncation behavior vs Wav2Vec2 word timing offsets." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated feature requests: truncation strategy vs. ReduceLROnPlateau-like scheduler behavior." + "reason": "Tokenizer truncation option request is unrelated to a ReduceLROnPlateau-like scheduler feature." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "No shared underlying bug/change; one is a learning-rate scheduler request, the other is Wav2Vec2 word boundary timing." + "reason": "Learning-rate scheduler functionality and audio word-boundary timestamps are unrelated requests." } ] }, @@ -19912,7 +19941,7 @@ { "label": "issue", "component_index": 3, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19930,12 +19959,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "e0092989f8b27f9450f713bf14e3a66e4d3c5cf3772a0e5af99ec995e3e2aa5b", + "prepared_review_unit_hash": "a0afafe40a49357cad3b01d133ee1d58b89e2e8ac435dc0fe7c730e9fe5980a3", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2477, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19943,7 +19972,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2477, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19952,24 +19981,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is weakly related by model-loading/tokenization topics, but 13244 is clearly separate. The only plausible duplicate candidate is 15980 vs 16618, yet the former is specifically about private-model auth/error messaging while the latter is a generic failure to load bert-base-uncased, so I would not merge them.", - "confidence": 0.59, - "canonical_issue_reason": "issue 16618 is the broadest and most central-sounding report in the cluster, with the highest discussion activity and a generic model-loading failure title.", + "summary": "These three issues do not look like duplicates. #16618 is a model-loading failure for bert-base-uncased, #15980 is about the error message when accessing a private model without login, and #13244 is about Tapas tokenization differing from TensorFlow code. The only loose overlap is that #15980 and #16618 both involve model loading, but they describe different failure modes and likely different fixes.", + "confidence": 0.89, + "canonical_issue_reason": "#16618 is the most concrete user-facing bug report in this set and the broadest model-loading failure, so it is the best representative if a single issue must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "issue 16618 best represents the cluster because it is the most general user-facing failure report; 13244 is unrelated and 15980 is a narrower auth-specific error case.", + "best_issue_reason": "#16618 has the clearest failure description and is the most substantial standalone bug among the three.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "These appear unrelated: tokenization differences in TAPAS vs TensorFlow code do not match a generic 'can't load bert-base-uncased' model-loading failure." + "reason": "Different subsystems and symptoms: tokenization mismatch versus model loading failure; no clear shared code-path bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both involve loading models, but the underlying problems differ: one is a private-model login/auth error message, the other is a general inability to load a public model. They do not look like the same bug." + "reason": "Both mention loading models, but one is an authentication/error-message problem for private models and the other is a generic inability to load bert-base-uncased; likely different root causes and fixes." } ] }, @@ -19983,7 +20012,7 @@ { "label": "issue", "component_index": 4, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19999,12 +20028,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "a6280e4e2d178b9be6c0e9a735fe7aa7331b64ffb1dcfe470c4131c2a5228164", + "prepared_review_unit_hash": "6f983aa708d4fea6a10c57fbe3ccc00b0ddc8c0a3dbaee061ac0796b0ba1113b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -20012,7 +20041,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -20021,18 +20050,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two different community-contribution feature requests in the same broad format, but they target unrelated capabilities: Flash Attention 2 support vs GGUF support. The soft similarity is title-pattern only, not a duplicate bug/change.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "These are two different feature requests: one for Flash Attention 2 support and one for GGUF support. They share a generic \u201cmore architectures\u201d framing but not the same underlying change, so they should not be clustered together.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #26350 has substantially higher discussion activity and is the more established tracking thread, but it is not a duplicate of #33260.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #26350 is the better representative only by triage weight (older and more discussion), but it should not be treated as a duplicate of #33260.", + "best_issue_reason": "Issue #26350 is the strongest representative of its own feature area because it has much more activity and community traction.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different requested features and code paths; shared wording about 'more architectures' is too generic to indicate the same underlying issue." + "reason": "Different requested capabilities: Flash Attention 2 support vs GGUF support. The overlap is only in broad wording about architectures, not the underlying bug/change." } ] }, @@ -20046,7 +20075,7 @@ { "label": "issue", "component_index": 5, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20073,8 +20102,8 @@ "issue:27088|issue:43834", "issue:27088|issue:47299", "issue:27088|issue:38435", - "issue:27088|issue:28936", "issue:28936|issue:43834", + "issue:27088|issue:28936", "issue:28936|issue:44365", "issue:28936|issue:38435", "issue:28936|issue:44370", @@ -20104,258 +20133,261 @@ "issue:46226|issue:47299", "issue:46931|issue:47299" ], - "prepared_review_unit_hash": "6bf8b733e13dd32c0dcb40832d6fad18512032d3fbcfb930045cadcf2d494b61", + "prepared_review_unit_hash": "17b7f8aa6d31ebb1d936c8e9ef243427226ae42ab2df88e800116e73f3f854a4", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 35, - "serialized_chars": 18660, - "estimated_input_tokens": 4665, - "estimated_eval_tokens": 9586 + "serialized_chars": 18656, + "estimated_input_tokens": 4664, + "estimated_eval_tokens": 9584 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 35, - "serialized_chars": 18660, - "estimated_input_tokens": 4665, - "estimated_eval_tokens": 9586 + "serialized_chars": 18656, + "estimated_input_tokens": 4664, + "estimated_eval_tokens": 9584 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These items are mostly i18n doc-translation issue templates in different languages, plus several noisy/spam-like titles. They are not duplicates of one another just because they share the same template wording.", - "confidence": 0.97, - "canonical_issue_reason": "issue:43834 is the cleanest canonical representative: it is the generic placeholder form of the i18n translation issue, matching the repeated template seen across the cluster.", + "summary": "Only the placeholder i18n template issues look like true duplicates; the explicit language-specific translation requests and the Thai/gibberish titles are not the same underlying issue.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43834 is the earliest and cleanest representative of the only near-exact duplicate subcluster (43834/44365/44370), while the other items are different language requests or unrelated spammy titles.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 best represents the cluster because it is the standardized template version and avoids language-specific or spammy outliers.", + "best_issue_reason": "issue:43834 is the best cluster representative for triage because it matches the exact repeated template and predates the other near-identical copies.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different language targets; same template only, not the same underlying issue." + "reason": "Different concrete request: Turkish vs a generic placeholder template, so not the same issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different language targets; these are separate translation requests." + "reason": "Different concrete request: Turkish vs a generic placeholder template, so not the same issue." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "One is a concrete Turkish translation request, the other is a generic template placeholder." + "reason": "Turkish translation request is distinct from the generic template issue." }, { "left": "issue:27088", "right": "issue:47299", "accept": false, - "reason": "Different content and no evidence they refer to the same translation task." + "reason": "Different titles and content; this looks like unrelated spam/translation text, not a duplicate." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different language targets; distinct translation issues." + "reason": "Different languages (Turkish vs Romanian), so these are separate translation tasks." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request is distinct from the generic placeholder template." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish vs Spanish translation requests are separate issues." + "reason": "Different languages (Turkish vs Spanish), so not the same issue." }, { "left": "issue:28936", - "right": "issue:43834", + "right": "issue:44365", "accept": false, - "reason": "A concrete Spanish request is not the same as the generic template issue." - }, - { - "left": "issue:28936", - "right": "issue:44365", - "accept": false, - "reason": "Different translation request/language; template similarity is insufficient." + "reason": "Spanish translation request is distinct from the generic placeholder template." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish and Romanian translation requests are distinct." + "reason": "Different languages (Spanish vs Romanian), so not duplicates." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Different translation request/language; not a duplicate bug/change." + "reason": "Spanish translation request is distinct from the generic placeholder template." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Different issue instances of the translation template, not one underlying problem." + "reason": "Romanian translation request vs generic placeholder template; not the same underlying issue." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian request vs generic placeholder; not the same artifact." + "reason": "Romanian translation request vs generic placeholder template; not the same underlying issue." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Concrete Romanian translation request is not the same as the template placeholder." + "reason": "Romanian translation request is distinct from the generic template issue." }, { "left": "issue:38435", "right": "issue:47299", "accept": false, - "reason": "No clear shared underlying task beyond broad i18n wording." + "reason": "Different titles/content; this looks like unrelated spam/translation text, not a duplicate." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "These look like unrelated noisy titles, not the same issue." + "reason": "Different concrete text and no clear same underlying task; too weak to treat as duplicates." }, { "left": "issue:43834", "right": "issue:44370", - "accept": false, - "reason": "Both are template-style issues, but they are separate instances rather than one duplicate." + "accept": true, + "reason": "Same placeholder i18n translation template; no meaningful distinction between them." }, { "left": "issue:43834", "right": "issue:44365", - "accept": false, - "reason": "Same template family, but not the same concrete request." + "accept": true, + "reason": "Same placeholder i18n translation template; no meaningful distinction between them." }, { "left": "issue:43834", "right": "issue:47299", "accept": false, - "reason": "The latter is noisy/spam-like and does not match the placeholder template as the same issue." + "reason": "Different titles/content; this is not the same template issue." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Noisy title versus template placeholder; no evidence of the same underlying task." + "reason": "The Thai title is different text and does not look like the same issue as the placeholder template." }, { "left": "issue:43834", "right": "issue:46931", "accept": false, - "reason": "Different noisy content; not a duplicate of the template issue." + "reason": "Different title/content; not the same underlying issue." }, { "left": "issue:44365", "right": "issue:44370", - "accept": false, - "reason": "Two separate placeholder-template issues; same pattern, not same underlying issue." + "accept": true, + "reason": "Same placeholder i18n translation template; these are effectively duplicates." }, { "left": "issue:44365", "right": "issue:47299", "accept": false, - "reason": "Template placeholder and noisy title are not the same issue." + "reason": "Different titles/content; not a duplicate." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "No shared concrete bug/change, only superficial similarity." + "reason": "The Thai title is different text and does not look like the same issue as the placeholder template." }, { "left": "issue:44365", "right": "issue:46931", "accept": false, - "reason": "Different titles and no evidence of a shared task." + "reason": "Different title/content; not the same underlying issue." }, { "left": "issue:44370", "right": "issue:47299", "accept": false, - "reason": "Template placeholder versus noisy title; not a duplicate." + "reason": "Different titles/content; this is not the same template issue." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Same broad i18n theme is too weak to merge these." + "reason": "Different concrete text and no clear same underlying task; too weak to merge." }, { "left": "issue:44370", "right": "issue:46931", "accept": false, - "reason": "No evidence they describe the same underlying change." + "reason": "Different title/content; not the same underlying issue." }, { "left": "issue:46222", "right": "issue:47299", "accept": false, - "reason": "Both are noisy/nonstandard titles, but not clearly the same issue." + "reason": "Both look like spammy/nonstandard titles, but the text is different and not clearly the same issue." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Template translation issue and noisy Thai title do not describe the same task." + "reason": "Generic translation template vs different Thai text; no concrete duplicate signal." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "No shared concrete issue beyond superficial i18n similarity." + "reason": "Generic translation template vs different Thai text; no concrete duplicate signal." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Generic translation template and unrelated Thai text are not duplicates." + "reason": "Generic translation template vs different Thai text; no concrete duplicate signal." }, { "left": "issue:46222", "right": "issue:46226", "accept": false, - "reason": "Different noisy titles with no clear shared underlying issue." + "reason": "Similar style, but the titles are different enough that they do not clearly describe the same issue." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "Distinct noisy titles; not the same bug or change." + "reason": "Different Thai text and different apparent request; not clearly the same issue." }, { "left": "issue:46226", "right": "issue:47299", "accept": false, - "reason": "No clear evidence of a single underlying issue." + "reason": "Different title/content; not a duplicate." }, { "left": "issue:46931", "right": "issue:47299", "accept": false, - "reason": "Different noisy titles; no basis to merge as duplicates." + "reason": "Different titles and no shared concrete problem; reject as duplicate." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: the three closed placeholder-template issues (43834/44365/44370) are the clearest duplicate set, and 43834 is the earliest of that subcluster. The rejections for the language-specific requests and the Thai/gibberish-titled items are conservative given only title-level evidence and soft_similarity signals. No soft-edge verdict overstates the evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 6, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20437,322 +20469,322 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "51bc33a2b180b2fe555cd145d74f1164216f3a11b8fb917f2f80c38a4813c006", + "prepared_review_unit_hash": "13cfd02cff4e60d6864d88f377096d02a25ac2b3151b2c5d23bd72f5acf116bf", "component_budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28617, - "estimated_input_tokens": 7155, - "estimated_eval_tokens": 14566 + "serialized_chars": 28611, + "estimated_input_tokens": 7153, + "estimated_eval_tokens": 14562 }, "budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28617, - "estimated_input_tokens": 7155, - "estimated_eval_tokens": 14566 + "serialized_chars": 28611, + "estimated_input_tokens": 7153, + "estimated_eval_tokens": 14562 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a broad false-positive grouping of unrelated model-request issues: keypoint matchers, BERT variants, audio/TTS/ASR models, vision-language models, and other architecture additions. I did not find any pair that looks like the same underlying bug or change.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue fits: the items span different models and modalities, so there is no shared underlying request to anchor the cluster.", + "summary": "These are mostly thematic similarities around model additions/support requests, but they are not duplicates of the same underlying change. I would not merge any soft pair.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical duplicate exists here: each issue targets a different model or feature request, so they should stay separate.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a safe global representative; the cluster is too heterogeneous for a meaningful duplicate anchor.", + "best_issue_reason": "If a representative issue is needed, #36879 is the most central closed model-add request, but it is still not interchangeable with the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:47004", "accept": false, - "reason": "Different model requests: RoMa keypoint matcher vs LoMa detector+matcher." + "reason": "RoMa keypoint matcher vs LoMa detector+matcher are different requests." }, { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "Unrelated domains: keypoint matching vs MiniCPM3 model support." + "reason": "Keypoint matcher vs MiniCPM3 architecture; unrelated model targets." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different models and tasks: EuroBert config vs DEIMv2." + "reason": "EuroBert config request vs DEIMv2 model request; different additions." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config and Qwen3-TTS support are unrelated requests." + "reason": "EuroBert config vs Qwen3-TTS support; different model families." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "Distinct model additions: EuroBert config vs RF-DETR." + "reason": "EuroBert vs RF-DETR; both are model adds, but not the same model." }, { "left": "issue:36817", "right": "issue:42954", "accept": false, - "reason": "Model config request vs an unrelated personal-name-titled issue." + "reason": "EuroBert config vs XiaoMi MiMo; distinct requests." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are different model additions." + "reason": "RF-DETR model vs DEIMv2 model; different concrete additions." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR vision model vs LFM2.5 Audio request." + "reason": "RF-DETR vision model vs LFM2.5 Audio; different modalities." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR detector request vs weight-sparse transformer request." + "reason": "RF-DETR detector vs weight-sparse transformer; unrelated code paths." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR model addition and Qwen3-ASR support are different changes." + "reason": "RF-DETR model vs Qwen3-ASR support; different tasks." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are unrelated model support requests." + "reason": "RF-DETR vision model vs Qwen3-TTS support; unrelated requests." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT model request vs Qwen3-ASR support." + "reason": "NeoBERT vs Qwen3-ASR; different model families and features." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "Different model families: NeoBERT vs weight-sparse transformer." + "reason": "NeoBERT vs circuitgpt transformer; distinct architectures." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio target different code paths." + "reason": "NeoBERT vs LFM2.5 Audio; different modalities and support work." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are separate model requests." + "reason": "RF-DETR vs NeoBERT; separate model-add requests." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are distinct architectures." + "reason": "NeoBERT vs ModernVBERT models; different model requests." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 support is unrelated to Qwen3-ASR support." + "reason": "MiniCPM3 architecture vs Qwen3-ASR support; different models/tasks." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 request vs a weight-sparse transformer request." + "reason": "MiniCPM3 vs circuit-sparsity transformer; unrelated additions." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are different model additions." + "reason": "MiniCPM3 vs ModernVBERT; different model families." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral-4B-TTS are different model support requests." + "reason": "MiniCPM3 architecture vs Voxtral TTS support; different code paths." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + "reason": "DEIMv2 vs Qwen3-TTS; different model additions." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different models/tasks." + "reason": "ModernVBERT vs Qwen3-ASR; distinct model support." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT models vs Qwen3-TTS support are unrelated." + "reason": "ModernVBERT vs Qwen3-TTS; not the same underlying change." }, { "left": "issue:42503", "right": "issue:42954", "accept": false, - "reason": "ModernVBERT request is unrelated to the Mirko Privitera issue." + "reason": "ModernVBERT vs XiaoMi MiMo; separate model requests." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE discussion vs Voxtral TTS support, not the same change." + "reason": "BERT-like RoPE models vs Voxtral TTS; different model families." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT and BERT-like models with RoPE are different requests." + "reason": "ModernVBERT vs BERT-like RoPE models; related theme, but not duplicate." }, { "left": "issue:42738", "right": "issue:42954", "accept": false, - "reason": "BERT-like RoPE issue vs unrelated personal-name issue." + "reason": "BERT-like RoPE models vs XiaoMi MiMo; different requests." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "BERT-like RoPE request and Mirko Privitera are unrelated." + "reason": "BERT-like RoPE models vs unrelated person-named issue; not duplicate." }, { "left": "issue:42954", "right": "issue:44205", "accept": false, - "reason": "XiaoMi MiMo and SAM3-LiteText are different model requests." + "reason": "XiaoMi MiMo vs SAM3-LiteText; different model additions." }, { "left": "issue:42954", "right": "issue:43671", "accept": false, - "reason": "XiaoMi MiMo and Qwen3-TTS are unrelated." + "reason": "MiMo vs Qwen3-TTS; distinct model support." }, { "left": "issue:42954", "right": "issue:45177", "accept": false, - "reason": "XiaoMi MiMo and DeepSeek-OCR2 are different model additions." + "reason": "MiMo vs DeepSeek-OCR2; different model requests." }, { "left": "issue:42954", "right": "issue:46653", "accept": false, - "reason": "XiaoMi MiMo vs Mirko Privitera: no shared underlying request." + "reason": "MiMo vs unrelated personal-named issue; not same change." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are related by family but different support paths and not the same change." + "reason": "Qwen3-TTS vs Qwen3-ASR; same prefix, but different tasks." }, { "left": "issue:43671", - "right": "issue:44121", + "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS support vs weight-sparse transformer request." + "reason": "Qwen3-TTS vs Voxtral TTS; both speech-related, but different models." }, { "left": "issue:43671", - "right": "issue:45027", + "right": "issue:45177", "accept": false, - "reason": "Both are audio-related, but Qwen3-TTS and Voxtral TTS are separate models and code paths." + "reason": "Qwen3-TTS vs DeepSeek-OCR2; unrelated modalities." }, { "left": "issue:43671", - "right": "issue:45177", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support and DeepSeek-OCR2 are unrelated." + "reason": "Qwen3-TTS vs weight-sparse transformer; different code paths." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are different model support requests." + "reason": "Qwen3-ASR vs LFM2.5 Audio; both audio-related, but not same model." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "ASR support and EUPE are unrelated model additions." + "reason": "Qwen3-ASR vs EUPE; unrelated model requests." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and weight-sparse transformer are different changes." + "reason": "Qwen3-ASR vs circuitgpt transformer; different underlying change." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated." + "reason": "LFM2.5 Audio vs SAM3-LiteText; distinct additions." }, { "left": "issue:43909", "right": "issue:46645", "accept": false, - "reason": "Audio model support vs Granite SWA+sink option are different requests." + "reason": "Audio model request vs Granite SWA+sink option; different feature areas." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer and EUPE are unrelated model requests." + "reason": "Weight-sparse transformer vs EUPE; different architectures and requests." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral-4B-TTS are different audio models and fixes." + "reason": "Qwen3-ASR vs Voxtral TTS; different speech-model support." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT request vs Voxtral-4B-TTS support." + "reason": "NeoBERT vs Voxtral TTS; unrelated model domains." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR support and DeepSeek-OCR2 are unrelated." + "reason": "Qwen3-ASR vs DeepSeek-OCR2; different model families." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are different vision-language model requests, not the same underlying change." + "reason": "EUPE vs TIPSv2; distinct vision-language model requests." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT request and Mirko Privitera are unrelated." + "reason": "ModernVBERT vs unrelated personal-named issue; not a duplicate." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support and Mirko Privitera are unrelated issues." + "reason": "Voxtral TTS vs unrelated personal-named issue; no overlap in change." } ] }, @@ -20766,7 +20798,7 @@ { "label": "issue", "component_index": 7, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20782,40 +20814,40 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "e2ac2f85cee0af65b23e9dd13d86595be33f33056d772809670805e381ddc774", + "prepared_review_unit_hash": "0eb1ed4dda91bd4d223a10b908bfafda339730f8463eb9e0f028d1d35dd53382", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1505, - "estimated_input_tokens": 377, - "estimated_eval_tokens": 1010 + "serialized_chars": 1504, + "estimated_input_tokens": 376, + "estimated_eval_tokens": 1008 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1505, - "estimated_input_tokens": 377, - "estimated_eval_tokens": 1010 + "serialized_chars": 1504, + "estimated_input_tokens": 376, + "estimated_eval_tokens": 1008 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one is a documentation request about adding `pruna` as an optimization framework, while the other is a Vision RoPE refactor. No duplicate relationship is supported.", - "confidence": 0.98, - "canonical_issue_reason": "Issue #46443 is the stronger canonical issue because it is the more concrete technical refactor topic; #38740 is a standalone docs request and not a duplicate of it.", + "summary": "The two issues are unrelated: one is a docs request about adding Pruna as an optimization framework, while the other is a Vision RoPE refactor. This is not a duplicate cluster.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #46443 is the more technical and actionable item; #38740 is a documentation request and not the same underlying problem.", "canonical_pr_reason": null, - "best_issue_reason": "#46443 best represents the cluster only because it is the more substantive engineering task, but the cluster itself does not contain duplicates.", + "best_issue_reason": "Issue #46443 is the best representative of the cluster only by specificity, but the items are not actually related.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different subjects and problem domains: a docs/framework listing request versus a Vision RoPE refactor. They do not describe the same underlying bug or change." + "reason": "Different topics and outcomes: documentation addition for Pruna vs Vision RoPE refactor. No shared code-path or duplicate problem." } ] }, @@ -20829,7 +20861,7 @@ { "label": "issue", "component_index": 8, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20845,7 +20877,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "8ed98a360bc4ea0488be348d2cc67d7940a5e4a1cdab4f5477de5499d4404f44", + "prepared_review_unit_hash": "9b08fc711053a1bf7600873f22f2820fc96467455426f8aa0df45549f976f62a", "component_budget": { "node_count": 2, "item_count": 2, @@ -20867,18 +20899,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are about different things: one is a vague decoding-related request, the other is a specific DeepSeek v3.2 support request. The soft similarity is too weak to treat them as duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "No canonical issue: 41084 and 43037 describe different underlying requests and do not appear to be duplicate reports.", + "summary": "These two issues do not describe the same underlying bug or change: one asks for block decoding support, while the other requests DeepSeek v3.2 model support. The soft similarity is superficial only.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "43037 is the more specific and self-contained issue, but it should not be treated as a duplicate of 41084.", + "best_issue_reason": "Issue 43037 is the more concrete, self-contained request; issue 41084 is a separate low-level feature request rather than the same problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Reject: the titles and available metadata point to different topics (block decoding vs DeepSeek v3.2 support), with no shared targets or evidence of the same underlying bug/change." + "reason": "Different scopes and likely different fixes: block decoding support is an inference/runtime feature, while DeepSeek v3.2 support is model compatibility. They do not look like duplicates." } ] }, @@ -20892,7 +20924,7 @@ { "label": "issue", "component_index": 9, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20908,7 +20940,7 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "3deaca26e6425d788ae2dcf8f989d15fd567c0822d9a15dac05c176c75696e4b", + "prepared_review_unit_hash": "b5e577dfe5f94eb9e292043cb296d142095177627b217aa270b8b5659b226c8a", "component_budget": { "node_count": 2, "item_count": 2, @@ -20930,18 +20962,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one requests a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, while the other proposes integrating TiledMLP for lower memory use. They concern different components and different changes.", + "summary": "These two issues are not duplicates: one asks for a `from_pretrained()` flag related to TiledFusedLogitsLoss / FLCE, while the other requests integrating TiledMLP for memory reduction. They share only a broad \"tiled\"/memory-efficiency theme, not the same underlying bug or change.", "confidence": 0.95, - "canonical_issue_reason": "Issue 41306 is the more concrete, narrowly scoped request (a specific `from_pretrained()` flag for FLCE/TiledFusedLogitsLoss).", + "canonical_issue_reason": "No clear duplicate exists in this pair. If forced to pick a representative issue, #41826 is the broader feature request, but it is not the same problem as #41306.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 41306 is the best representative if one issue must be chosen because it states a precise, actionable feature request with a clear API surface.", + "best_issue_reason": "#41826 is the better standalone issue to keep as the broader, more generic feature request about reducing memory footprint.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different underlying requests: FLCE `from_pretrained()` flag support vs. TiledMLP integration for memory reduction. They share only a broad optimization theme, not the same change." + "reason": "Different requested changes affecting different components: FLCE/`from_pretrained()` flag vs. TiledMLP integration. Similar subsystem and memory-related motivation are too broad to treat as the same underlying issue." } ] }, @@ -20955,7 +20987,7 @@ { "label": "issue", "component_index": 10, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20971,7 +21003,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "67cee4d1cab101ed8eb274789c0456bd08883fdd36f3090d924b0003d0bb19da", + "prepared_review_unit_hash": "9903c6cd5b0dcf07b60abb0784b459349f0967480893877bf02fb8792227554e", "component_budget": { "node_count": 2, "item_count": 2, @@ -20993,18 +21025,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related Trainer customizability concerns, but they target different behaviors: one is about `remove_unused_column`, the other about FLOPS estimation for custom trainers. They are not duplicates.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 43598 is the cleaner representative of the cluster because it states a concrete Trainer customization problem; issue 43600 is a separate FLOPS-estimation topic.", + "summary": "The two issues are loosely related by Trainer customizability, but they describe different problems: one is about `remove_unused_columns`, the other about FLOPS estimation for custom trainers. They should not be merged as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "Issue #43598 is the broader, more general Trainer customizability topic, so it is the better representative issue for this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "43598 is the better anchor issue for this cluster since it is more specific and directly about changing Trainer behavior for custom use cases.", + "best_issue_reason": "#43598 best captures the umbrella area (Trainer behavior and customizability); #43600 is a narrower follow-up concern about FLOPS accounting for custom trainers.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Same broad Trainer customizability theme, but different underlying problems: unused-column removal vs FLOPS estimation for custom trainers." + "reason": "They mention related Trainer customization concerns, but the underlying bugs are different: `remove_unused_column` handling versus FLOPS estimation for custom trainers." } ] }, @@ -21018,7 +21050,7 @@ { "label": "issue", "component_index": 11, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21034,7 +21066,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "403d174d1ea0dd3c96197a92481fc310c1e0b7435489e89ab2579d4c913f9348", + "prepared_review_unit_hash": "937b533af48c894bfba0a1fb438fb9409bf8fc6bc8b249c44baffea6f056f67c", "component_budget": { "node_count": 2, "item_count": 2, @@ -21056,18 +21088,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a high level (Qwen model Auto* support), but they request different concrete capabilities for different model families and task heads, so they should not be deduplicated.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 43684 is the broader request and names a specific missing registration path for Qwen3-Omni across AutoModel and AutoModelForConditionalGeneration.", + "summary": "The two issues are both about Qwen model support, but they target different model families and different auto classes, so they are not duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43684 is the broader request and better canonical candidate for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration; the other issue is a separate, narrower Qwen3.5 sequence-classification request.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43684 is the better representative because it is the more general model-registration request and is less narrowly tied to one classification head.", + "best_issue_reason": "43684 is the best representative issue because it captures a broader missing-registration gap in the auto model mapping, while 44405 is a distinct task for a different config/class combination.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying changes: 43684 asks for AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, while 44405 asks for AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). Same ecosystem, but not the same bug or mergeable change." + "reason": "Not the same underlying change: 43684 asks for Qwen3-Omni registration in AutoModel and AutoModelForConditionalGeneration, while 44405 asks for AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). Different model variants and different auto-model paths." } ] }, @@ -21081,7 +21113,7 @@ { "label": "issue", "component_index": 12, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21104,12 +21136,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "36641ebc77a7eeb1565672d2e13324441a9498acd64823f812b8a82f1c0dc10e", + "prepared_review_unit_hash": "5a4301f6abcc153444e6a81abebe1f68df407015669e756c51d60d4424dd57ec", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4261, + "serialized_chars": 4264, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -21117,7 +21149,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4261, + "serialized_chars": 4264, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -21126,54 +21158,57 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Four closed issues, but only three share the same placeholder title 'huggingface '. There is no body detail, target, or linkage evidence to prove they are true duplicates, so I would not merge any pair on title similarity alone. 'Fett' looks unrelated.", - "confidence": 0.63, - "canonical_issue_reason": "Issue 43845 is the earliest of the near-identical 'huggingface ' issues and is the cleanest representative of that apparent duplicate set.", + "summary": "The cluster appears to contain one separate issue ('Fett') and three closely related 'huggingface ' issues. The huggingface items are similar enough to group for triage, but the available metadata does not justify calling them definite duplicates; the evidence is limited to title similarity, body length, and close timestamps.", + "confidence": 0.69, + "canonical_issue_reason": "issue:43845 is the best representative of the similar 'huggingface ' group because it is one of the earliest of the three near-identical titles. issue:43835 ('Fett') is separate and should not be used as the canonical representative.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43845 is the best cluster representative because it is earliest among the matching-title issues and has the least ambiguous metadata.", + "best_issue_reason": "issue:43845 is the most suitable global representative for the huggingface cluster: it matches the other two huggingface issues by title and timing, while issue:43835 looks unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles ('Fett' vs 'huggingface '), and there is no body or target evidence that they describe the same problem." + "reason": "Different titles and no shared body content, targets, or filenames; the metadata does not support the same underlying issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles ('Fett' vs 'huggingface '), with no concrete evidence of a shared underlying issue." + "reason": "Different titles and no concrete evidence of a shared bug report; these look separate." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles ('Fett' vs 'huggingface '), and the metadata does not show the same bug/change." + "reason": "Different titles and no explicit linkage or shared technical evidence; treat as unrelated." }, { "left": "issue:43845", "right": "issue:43846", "accept": false, - "reason": "Same placeholder title, but there is no body, explicit target, or other detail confirming they are the same underlying issue." + "reason": "Same title and close timestamps make them similar, but the packet lacks body text/targets and deterministic_accept is false, so this is not enough to confirm a duplicate." }, { "left": "issue:43845", "right": "issue:43859", "accept": false, - "reason": "Same placeholder title, but the record contains no substantive description to prove duplication." + "reason": "Highly similar title and timing suggest related reports, but the available evidence is too thin to merge as the same issue." }, { "left": "issue:43846", "right": "issue:43859", "accept": false, - "reason": "Same placeholder title, but no concrete problem statement or target evidence is available to confirm a duplicate." + "reason": "Same title and similar metadata indicate possible relation, but not enough evidence to conclude they are the same underlying issue." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but the soft-edge verdicts are too strong for the available evidence. The packet only shows identical titles, similar body lengths, and close timestamps; it does not confirm duplicate reports, and all pairwise deterministic_accept values are false. The conservative conclusion would be that the three 'huggingface ' issues are similar/possibly related, while 'Fett' is separate, not that the three are definitively duplicates." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -21181,7 +21216,7 @@ { "label": "issue", "component_index": 13, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21212,106 +21247,106 @@ "issue:44573|issue:47036", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "7409df4c14c667450d03ddfd48e3cf93862a86240b8e4e818d796c6af8c69420", + "prepared_review_unit_hash": "adcf913e9c11dd7e2d3e1c3809dbaf9cdfb9cd890ac9b0ae4f87021dee31b360", "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 dominated by low-information spammy issues and generic titles; there is no clear shared underlying bug or change, so none of the soft edges should be merged.", + "summary": "This cluster looks like mostly spam or generic placeholder issues with almost no body content, so there is no strong evidence of true duplicates or a meaningful canonical thread.", "confidence": 0.96, - "canonical_issue_reason": "If a representative is needed, issue 47036 is the most substantive/non-spam title, but there is not enough evidence that these issues describe the same problem.", + "canonical_issue_reason": "No canonical issue is defensible here: the items are dominated by generic/spam-like titles and lack enough body detail to establish a shared underlying bug or request.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 47036 is the best available representative because it has the clearest, non-spam subject line; however, it still does not form a true duplicate set with the others.", + "best_issue_reason": "Issue 47036 is the most substantive title ('Community benchmark tip'), but it is still too vague to serve as a reliable duplicate anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are empty spam-like reports with no shared concrete bug or change description." + "reason": "Both are just '' with no body detail; identical placeholder titles are not enough to prove the same underlying issue." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are empty spam-like reports with no shared concrete bug or change description." + "reason": "Both are just '' with no body detail; this looks like generic spam rather than a shared bug report." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "Generic spam title versus generic documentation request; no evidence they refer to the same issue." + "reason": "'' and 'Documentation Enhancement Suggestion' are too vague and do not clearly describe the same problem or change." }, { "left": "issue:44371", "right": "issue:47036", "accept": false, - "reason": "One is spam-like and the other is a vague benchmark tip; no shared underlying problem." + "reason": "A spam placeholder and 'Community benchmark tip' do not describe the same underlying issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Spam-like title versus a vague named-entity reference; no concrete duplicate signal." + "reason": "A spam placeholder and 'Check out \"Google LLC\"' are unrelated generic/spam-like submissions." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Generic documentation enhancement and spam title are not the same underlying issue." + "reason": "A generic documentation suggestion is not the same as a spam placeholder issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Generic documentation enhancement and spam title are not the same underlying issue." + "reason": "A generic documentation suggestion is not the same as a spam placeholder issue." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam-like placeholders, but there is no substantive description tying them to the same bug or change." + "reason": "Identical '' titles are still too underspecified to confirm a shared underlying bug or request." }, { "left": "issue:44572", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder versus benchmark tip; too little evidence of a shared concrete problem." + "reason": "A spam placeholder and 'Community benchmark tip' do not appear to be the same issue." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus named-entity title; no matching code-path or issue target." + "reason": "A spam placeholder and 'Check out \"Google LLC\"' are unrelated generic submissions." }, { "left": "issue:44573", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder versus benchmark tip; too little evidence of a shared concrete problem." + "reason": "A spam placeholder and 'Community benchmark tip' do not appear to be the same issue." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus named-entity title; no matching code-path or issue target." + "reason": "A spam placeholder and 'Check out \"Google LLC\"' are unrelated generic submissions." } ] }, @@ -21325,7 +21360,7 @@ { "label": "issue", "component_index": 14, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21341,7 +21376,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "0e6e880a9c3754df387ce9b29f05302569c00d4698cfa0ad1319764b88d6c012", + "prepared_review_unit_hash": "3b01a4236d91f3b8a0807c7db63244ebf92afe8c08c672299f9966bb4c78eb2e", "component_budget": { "node_count": 2, "item_count": 2, @@ -21363,35 +21398,35 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are strong near-duplicates: they share the exact title and have very similar body lengths, but there is no body text or explicit linkage here to confirm they are the same issue. The safest reading is that #45145 is a likely duplicate of #45151, not a proven one.", - "confidence": 0.76, - "canonical_issue_reason": "Issue #45145 is a reasonable tentative canonical issue because it is the earlier of two very similar issues with the same title, though the available evidence only supports a likely-duplicate classification rather than a confirmed duplicate.", + "summary": "These two closed issues are likely duplicates, but the evidence is soft rather than exact: they share the same title and very similar metadata, with only a soft-similarity signal and no direct content diff. #45145 is the better canonical target because it is older and already has an inbound reference.", + "confidence": 0.84, + "canonical_issue_reason": "#45145 is older and already has an inbound reference, so it is the better duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45145 is the best representative among this likely-duplicate pair because it appeared first, but the match is based only on title and rough size similarity, not on confirmed shared content.", + "best_issue_reason": "#45145 is the strongest issue candidate overall because it appears to be the earlier thread and has slightly more evidence of being the original report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": false, - "reason": "The titles match exactly and the body lengths are close, which suggests a likely duplicate, but there is no body content or explicit linkage here to prove they describe the same underlying issue." + "accept": true, + "reason": "Same title and strong soft-similarity make these look like the same underlying issue report, but the evidence is not exact and should be treated as a likely duplicate rather than a confirmed one." } ] }, "evaluator_result": { "accept": false, - "feedback": "The packet only supports a soft similarity match: the issues share the same title and similar body length, but there is no body content or explicit linkage proving they are the same issue. The verdict and reasons are too strong in calling this a clear duplicate / same proposal. Please soften to \"likely duplicate\" or similar and avoid asserting identical body content without evidence." + "feedback": "The canonical-target choice (#45145) is grounded: it is older and has an inbound reference. However, the duplicate verdict is too strong for the packet. The evidence only shows same title, similar body length, and a soft-similarity signal; `deterministic_accept` is false and there is no direct content comparison. The summary\u2019s claim of an \"exact duplicate\" and \"no differing metadata or content signals\" overstates what the packet supports." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 15, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21445,7 +21480,7 @@ { "label": "issue", "component_index": 16, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21461,29 +21496,29 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "72505c9ba8cec3dd4efc46c0d68b8ad9f490a3533fcc14da10ab58419efdaa44", + "prepared_review_unit_hash": "bf0fc50a4aac932ddddef4cbf3a2e53b22d40e2f8bbb32a1c39e08b39b04ab0f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1476, - "estimated_input_tokens": 369, - "estimated_eval_tokens": 994 + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1476, - "estimated_input_tokens": 369, - "estimated_eval_tokens": 994 + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are empty and appear unrelated: they are just different personal-name/date strings with no body or shared technical context, so they should not be clustered as duplicates.", + "summary": "The two closed issues are unrelated personal-name/date titles with no body, links, or shared signals suggesting the same underlying problem; treat them as separate items, not duplicates.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -21494,7 +21529,7 @@ "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Only soft textual similarity; the titles name different people and dates, with no shared bug, subsystem, or discussion context indicating the same underlying issue." + "reason": "Different named subjects and different dates; with no descriptions, links, or shared targets, there is no evidence they report the same issue." } ] }, @@ -21508,7 +21543,7 @@ { "label": "issue", "component_index": 17, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21524,40 +21559,40 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "1bc3ce6e9055947c2d08745977347f02d57c072b13820894b0273837aa8b7ead", + "prepared_review_unit_hash": "51fdf87a78e8f7d05e8c6a14f294bfa28aaf73bfa9e15233f6acb1760f66b4de", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1481, - "estimated_input_tokens": 371, - "estimated_eval_tokens": 998 + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1481, - "estimated_input_tokens": 371, - "estimated_eval_tokens": 998 + "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": "Two closed issues with only name/date-like titles and no body or technical detail do not indicate the same underlying bug or change; they look unrelated.", - "confidence": 0.99, - "canonical_issue_reason": "No clear canonical issue: both items are empty, non-technical issue reports with unrelated titles and no evidence of duplication.", + "summary": "The two issues do not appear to describe the same problem; they look like unrelated entries with only weak title similarity.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good global representative for a technical cluster because there is no substantive problem statement, shared code path, or duplicate signal beyond weak similarity.", + "best_issue_reason": "issue:45764 is only marginally better as a representative because it is slightly earlier and its title is cleaner, but there is no strong basis to treat either issue as canonical for a duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Reject: the titles are different personal-name/date strings with no shared bug report, code path, or explicit linkage; this is not a credible duplicate pair." + "reason": "Reject: the titles are different personal-name/date strings and there is no body, linked target, or other evidence of the same underlying bug/request." } ] }, @@ -21571,7 +21606,7 @@ { "label": "issue", "component_index": 18, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21587,7 +21622,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "7085f2df62922b3012283955187c556f6032650a2a588e6f3224640463276e9d", + "prepared_review_unit_hash": "75b3d73ac9f91acc41025823f0fd5bd464c5aa8798c7616b6abc888bf8bd65e4", "component_budget": { "node_count": 2, "item_count": 2, @@ -21609,18 +21644,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one asks for a new Qwen3_5 token-classification model head for value modeling, while the other is a broad request for FP8 training support. They do not describe the same underlying bug or change.", - "confidence": 0.97, + "summary": "The two issues are unrelated feature requests: one asks for a new Qwen3_5 token-classification/value-model class, while the other requests FP8 training support. They do not describe the same underlying bug or change.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "If one issue must be picked as the representative item, #45810 is the more concrete, narrowly scoped feature request; however, this is not a duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different requests and different scopes: a model-class feature addition vs FP8 training support. No shared code-path or concrete change target." + "reason": "Different feature areas and different code paths: adding a model head/class versus enabling FP8 training support. No evidence they are the same underlying change." } ] }, @@ -21634,7 +21669,7 @@ { "label": "issue", "component_index": 19, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21660,12 +21695,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "f5fa20ad25d3cc174ab5def8c6e70fadd7c3ad4349c63812cb5986497e7e5e5c", + "prepared_review_unit_hash": "36636c2d6880be8cf6694fd6132ead3345894bf404b4d45fbe24c43445e94cec", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5728, + "serialized_chars": 5726, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -21673,7 +21708,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5728, + "serialized_chars": 5726, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -21682,66 +21717,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "There are two exact duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is a different dataset-advertisement item and does not match the example issues.", - "confidence": 0.97, - "canonical_issue_reason": "45870 is the oldest exact-duplicate representative of the \"Example: Financial time series prediction with DataForge\" pair, so it is a reasonable canonical issue within this set.", + "summary": "The cluster is not one single duplicate set: it contains two exact duplicate issue pairs about different DataForge financial-time-series requests, plus a separate dataset promotion issue. Only the exact title/body matches should be merged.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45870 is the best single representative if one issue must be kept: it is an exact duplicate pair lead, has discussion activity, and is the clearest standalone request in the cluster. However, the cluster overall splits into multiple topics.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the clearest representative of one duplicate issue pair, but it should not be used to cover the unrelated dataset item or the separate 45872/45873 issue pair.", + "best_issue_reason": "45870 is the strongest global keep candidate because it is an exact duplicate twin with visible discussion and is more representative than the promotional dataset item; 45872 is a separate duplicate pair, not the same request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different issue types: a financial dataset listing versus a DataForge example request. Same broad domain, but not the same underlying bug/change." + "reason": "Different topics: dataset advertisement vs. an example request about financial time series prediction." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different issue types: a financial dataset listing versus a DataForge example request. Same broad domain, but not the same underlying bug/change." + "reason": "Different topics: dataset advertisement vs. an example request about financial time series prediction." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact duplicate title and matching body length; these appear to be the same issue." + "reason": "Exact duplicate title and matching body length; these look like the same issue reported twice." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both mention financial time series/DataForge, but one is an example request and the other adds a scraping-service component; they are not the same underlying issue." + "reason": "Related financial-data theme, but one is an example prediction request and the other is a DataForge scraping-service request; not the same issue." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Both mention financial time series/DataForge, but one is an example request and the other adds a scraping-service component; they are not the same underlying issue." + "reason": "Related financial-data theme, but one is an example prediction request and the other is a DataForge scraping-service request; not the same issue." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Same as above: the example request and the scraping-service issue are related only by domain, not identical in scope or fix." + "reason": "Related financial-data theme, but they describe different requested examples/features." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Same as above: the example request and the scraping-service issue are related only by domain, not identical in scope or fix." + "reason": "Related financial-data theme, but they describe different requested examples/features." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact duplicate title and matching body length; these appear to be the same issue." + "reason": "Exact duplicate title and matching body length; these look like the same issue reported twice." } ] }, "evaluator_result": { "accept": true, - "feedback": "The grouping is grounded in the packet: 45870/45871 share the same title and body length, as do 45872/45873, while 45869 is clearly a different dataset listing. The non-duplicate verdicts are conservative, and the canonical choice of the older issue in each pair is reasonable." + "feedback": "The summary is well grounded in the packet: 45870/45871 and 45872/45873 are exact title/body-length matches, while 45869 is clearly a different dataset-promo topic. The soft-edge verdicts stay conservative, and the cluster is correctly described as multiple separate topics rather than one unified duplicate set." }, "evaluator_used": true, "retried": false, @@ -21752,7 +21787,7 @@ { "label": "issue", "component_index": 20, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21768,40 +21803,40 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "9538d2ef784c5258a24a2a0ca61d304ffcf3f566713aa189565ea5d63dde81cf", + "prepared_review_unit_hash": "338f183903638864469b4fa25136e30caccc7cbace5138c05975b0a34cfaf117", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1641, - "estimated_input_tokens": 411, - "estimated_eval_tokens": 1078 + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1641, - "estimated_input_tokens": 411, - "estimated_eval_tokens": 1078 + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues involve static cache and linear-attention, but the reported failures differ enough that I would not auto-merge them as duplicates.", - "confidence": 0.66, - "canonical_issue_reason": "Issue 46439 is the better canonical tracker because it describes the likely underlying static-cache/early-initialization bug in linear-attention handling, whereas 46441 reads as a narrower model-specific crash report.", + "summary": "Both issues involve static cache handling around linear attention, but they describe different failure modes: one is an `early_initialization` shape corruption leading to `RuntimeError`, the other is a Qwen3.5 `KeyError` for `linear_attention`. I would not merge them as the same underlying bug based on the available evidence.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it names the likely root area (`early_initialization` + linear-attention shape corruption) in a model-agnostic way, making it a more general representative of the static-cache bug class.", "canonical_pr_reason": null, - "best_issue_reason": "46439 is broader and closer to a root-cause report; it is the better place to centralize follow-up on the static-cache linear-attention regression.", + "best_issue_reason": "Issue 46439 is the strongest representative of the cluster: it is specific about the broken code path and the observed corruption/error, which makes it more useful as the central tracking issue than the more model-specific KeyError report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "They share the same subsystem, but the symptoms differ materially: one is shape corruption leading to RuntimeError, the other is a KeyError for 'linear_attention' on Qwen3.5. That is not enough evidence to treat them as the same underlying bug." + "reason": "Shared static-cache/linear-attention context is not enough to treat these as duplicates; one reports shape corruption in early initialization, the other a missing `linear_attention` key on Qwen3.5. They could be related, but the failure modes and likely fixes are not clearly the same." } ] }, @@ -21815,7 +21850,7 @@ { "label": "issue", "component_index": 21, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21831,7 +21866,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "e803520d89a575e07441f1650dd088ce522fd9da9639294fab4af0b2152cce68", + "prepared_review_unit_hash": "37513d429ccc34701da068357425bde087fb9cc88fb9d0e6e65d7cc77d4af982", "component_budget": { "node_count": 2, "item_count": 2, @@ -21853,27 +21888,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are duplicates of the same Wav2Vec2CTCTokenizer v5 special-token bug; the open issue with inbound references is the better canonical tracker.", - "confidence": 0.99, - "canonical_issue_reason": "Issue #46552 is the better canonical issue because it is open, has inbound references, and appears to be the active tracking item for the same exact report.", + "summary": "The two issues are a near-exact duplicate pair: identical title and body length, describing the same Wav2Vec2CTCTokenizer v5 special-token leakage bug. #46552 is the better canonical issue because it is open and has more inbound references, but the evidence supports \"likely duplicate\" rather than a proven exact duplicate.", + "confidence": 0.97, + "canonical_issue_reason": "#46552 is open and has more inbound references, so it is the best canonical tracker for this likely duplicate issue report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46552 is the strongest issue candidate: identical title/body to #46551, but with more discussion/references and still open for tracking.", + "best_issue_reason": "#46552 is the best issue to keep as the primary tracker because it is active, already referenced, and appears to describe the same tokenizer regression as #46551.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Same title and same underlying tokenizer bug report; no meaningful distinction in scope or content." + "reason": "Near-exact duplicate: same title and same body length, and both report the same Wav2Vec2CTCTokenizer v5 bug. The available evidence is soft_similarity only, so this is best treated as highly likely duplicate rather than conclusively identical." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The duplicate-issue conclusion is well grounded: the two issues have identical titles and bodies, and the open issue has inbound references, making it a reasonable canonical tracker. The soft-edge accept is conservative given the 1.0 similarity and no scope differences visible in the packet." + "accept": false, + "feedback": "The canonical choice for #46552 is grounded (open, more inbound references), but the duplication claim is a bit too strong for the evidence shown. The packet supports very high similarity and identical titles/body lengths, yet it does not directly prove the bodies are identical; the available pair evidence is only soft_similarity. Please phrase this as a likely or near-exact duplicate rather than an exact duplicate." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21881,7 +21916,7 @@ { "label": "issue", "component_index": 22, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21897,7 +21932,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "20ea24b536ad3d5848c1603df437e1a90c59162c3fe27e7cece384d9e80e205e", + "prepared_review_unit_hash": "c8989b814d121006cf0ddd37a47d947289a124d0880424c4b8d0211cf1891bce", "component_budget": { "node_count": 2, "item_count": 2, @@ -21919,18 +21954,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are both about training-time failures in object detection models, but they describe different problems: a tensor-size mismatch versus an out-of-memory condition after several epochs. They do not look like duplicates of the same underlying bug.", - "confidence": 0.91, - "canonical_issue_reason": "Issue #46657 is the more concrete and narrowly defined report, with a specific tensor mismatch failure mode. #46692 describes a different symptom class (OOM) and is not a duplicate.", + "summary": "These two issues describe different training failures: one is a tensor size mismatch during object detection training, the other is out-of-memory after several epochs on RT-DETR v2. They do not look like the same underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": "issue #46657 is the more concrete tensor-shape failure, while #46692 is a separate memory-pressure problem; they should not be merged as duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "#46657 is the best representative for this cluster because it states a precise, actionable training error rather than a broad resource symptom.", + "best_issue_reason": "#46657 is the better representative only because it is a specific, actionable bug report; #46692 is unrelated enough that it should remain separate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Different failure modes: one is a tensor shape mismatch during object-detection training, the other is out-of-memory after some epochs. Shared training context is too broad to treat as the same bug." + "reason": "Different failure modes: tensor size mismatch vs out-of-memory after epochs. They may occur in training, but not the same code-path bug." } ] }, @@ -21944,7 +21979,7 @@ { "label": "issue", "component_index": 23, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21960,7 +21995,7 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "66ed85d3639a77ee36e606048b9872b27b75d43aacdedcae5eb09fea50251402", + "prepared_review_unit_hash": "0083a49f1eec2a1944cfbaee34bc1db22ea3706dc800ab191b263f425d17719b", "component_budget": { "node_count": 2, "item_count": 2, @@ -21982,18 +22017,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated load-time memory placement bugs: one in ZeRO-3 `zero.Init` partitioning for a composite multimodal submodule, and one in 4-bit `device_map='auto'` dispatch incorrectly choosing CPU despite sufficient memory. They should not be clustered together.", - "confidence": 0.98, - "canonical_issue_reason": "Issue 46822 is the cleaner canonical issue for the cluster only because it is the earlier-created report and more specific about the failure mode, but the two issues are not duplicates.", + "summary": "The two issues are only loosely similar at a high level (model loading / dispatch), but they describe different failure modes and should not be treated as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #46823 is the cleaner representative: it has a concrete repro path, explicit parameters, and is already closed/triaged. Issue #46822 is a separate ZeRO-3 partitioning bug with a different code path.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good global canonical for the other; 46822 is the more specific and technically scoped report, while 46823 describes a separate quantized loading/device_map bug.", + "best_issue_reason": "#46823 is the better standalone issue to anchor the cluster because it is more specific and actionable, but it should not be used as a duplicate target for #46822.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Different subsystems and symptoms: ZeRO-3 `zero.Init` not partitioning a submodule causing OOM versus 4-bit `device_map='auto'` sending modules to CPU and raising `ValueError`. They do not appear to be the same underlying bug." + "reason": "Different bugs: #46822 is about ZeRO-3 zero.Init failing to partition a composite submodule and causing OOM, while #46823 is about 4-bit device_map/max_memory dispatch incorrectly sending modules to CPU and raising ValueError." } ] }, @@ -22007,7 +22042,7 @@ { "label": "issue", "component_index": 24, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22015,7 +22050,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46906-17", + "cluster_id": "cluster-46906-11", "nodes": [ "issue:46906", "issue:46940", @@ -22027,13 +22062,7 @@ "issue:47049", "issue:47053", "issue:47091", - "issue:47102", - "issue:47120", - "issue:47182", - "issue:47227", - "issue:47256", - "issue:47265", - "issue:47279" + "issue:47102" ], "soft_pairs": [ "issue:46906|issue:46940", @@ -22069,366 +22098,240 @@ "issue:46985|issue:47091", "issue:47037|issue:47102", "issue:46985|issue:47102", - "issue:47049|issue:47102", - "issue:47120|issue:47182", - "issue:47120|issue:47256", - "issue:47120|issue:47279", - "issue:47120|issue:47265", - "issue:47102|issue:47120", - "issue:47182|issue:47256", - "issue:47182|issue:47265", - "issue:47182|issue:47279", - "issue:47182|issue:47227", - "issue:47227|issue:47256", - "issue:47227|issue:47279", - "issue:47227|issue:47265", - "issue:47120|issue:47227", - "issue:47256|issue:47265", - "issue:47256|issue:47279", - "issue:47102|issue:47256", - "issue:47265|issue:47279", - "issue:47102|issue:47279" + "issue:47049|issue:47102" ], - "prepared_review_unit_hash": "ba3a0421c537954a81587b4be921858bb02d5de2a59ce297b78f76e102a4ceaf", + "prepared_review_unit_hash": "b90e3d8ad09b1c9db04aada5682e57585d2ca01c702f722efbea4019b5df5dec", "component_budget": { - "node_count": 17, - "item_count": 17, - "soft_pair_count": 52, - "serialized_chars": 28230, - "estimated_input_tokens": 7058, - "estimated_eval_tokens": 14372 + "node_count": 11, + "item_count": 11, + "soft_pair_count": 34, + "serialized_chars": 18422, + "estimated_input_tokens": 4606, + "estimated_eval_tokens": 9468 }, "budget": { - "node_count": 17, - "item_count": 17, - "soft_pair_count": 52, - "serialized_chars": 28230, - "estimated_input_tokens": 7058, - "estimated_eval_tokens": 14372 + "node_count": 11, + "item_count": 11, + "soft_pair_count": 34, + "serialized_chars": 18422, + "estimated_input_tokens": 4606, + "estimated_eval_tokens": 9468 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are consecutive daily `serge` integration triage issues with highly similar boilerplate, but they appear to be separate tracking threads for different dates/runs rather than the same underlying bug. I\u2019d keep the latest open report as the representative thread and reject the soft duplicate links.", - "confidence": 0.94, - "canonical_issue_reason": "`issue:47279` is the newest open triage thread and the current active hub; the others are older closed daily reports with the same template.", + "summary": "These are date-stamped Serge integration-failure triage issues, not evidence of one recurring bug; the similarity is mostly template-driven. I would keep them separate and use one high-activity triage issue as the representative node.", + "confidence": 0.98, + "canonical_issue_reason": "issue:47037 has the strongest discussion activity in the set and is a good representative of the repeated triage-thread pattern.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:47279` is the best cluster representative because it is open, most recent, and already has the most inbound attention among the listed issues.", + "best_issue_reason": "issue:47037 is the most suitable cluster representative because it is the most actively discussed of the nearly identical daily triage issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Same triage template, but different daily reports/dates; no evidence they describe the same underlying failure." + "reason": "Different dated triage reports; high textual similarity comes from the shared template, not the same underlying bug." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "Boilerplate similarity only; these are separate dated triage threads, not one duplicate incident." + "reason": "Same triage-series wording, but these are separate day-specific reports." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "Different day-specific integration triage entries; similarity is from the shared template." + "reason": "Template match only; no evidence they track the same concrete failure." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "These look like distinct daily tracking issues, not the same bug report." + "reason": "These are distinct daily integration triage issues, not duplicates of one bug." }, { "left": "issue:46906", "right": "issue:47037", "accept": false, - "reason": "Shared title pattern, but each issue is a different date\u2019s triage thread." + "reason": "Same series and subsystem, but different dates and likely different failure snapshots." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "Near-identical formatting, but separate dated triage reports with no concrete shared failure." + "reason": "Repeated triage template; not enough to collapse into one underlying issue." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "Same monitoring/triage boilerplate, not enough to conclude duplicate underlying bug." + "reason": "Separate daily triage entries rather than the same bug report." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "Different daily triage instances; no sign they are the same defect." + "reason": "Highly similar wording, but each issue is a different dated triage run." }, { "left": "issue:46940", "right": "issue:46998", "accept": false, - "reason": "Similar structure only; these are distinct date-stamped reports." + "reason": "No concrete shared failure is shown beyond the common triage label." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "Both are daily triage notes, but nothing indicates the same concrete failure." + "reason": "These are distinct date-based integration triage issues." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "Template match only; separate triage threads for different days." + "reason": "Similarity is due to the repeated triage format, not the same bug." }, { "left": "issue:46948", "right": "issue:46998", "accept": false, - "reason": "No shared incident details, just the same recurring triage format." + "reason": "Different daily reports; insufficient evidence of one merged fix target." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "These are consecutive triage reports, but not the same underlying bug." + "reason": "Separate triage issues for adjacent days, not the same underlying problem." }, { "left": "issue:46969", "right": "issue:47037", "accept": false, - "reason": "Same subsystem and title pattern, but each issue is a distinct daily report." + "reason": "Shared series name only; the underlying integration failures are not established as identical." }, { "left": "issue:46969", "right": "issue:47091", "accept": false, - "reason": "Boilerplate similarity is high, but the issues are separate dated triage threads." + "reason": "These appear to be distinct daily triage threads, not duplicates." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Same template and subsystem, but different triage dates imply separate reports." }, { "left": "issue:46985", "right": "issue:47037", "accept": false, - "reason": "Different daily failure triage items; no evidence of one concrete duplicate." + "reason": "No evidence these are the same concrete failure, only that both are Serge integration triage issues." }, { "left": "issue:46985", "right": "issue:47049", "accept": false, - "reason": "Shared wording only; these appear to track different days\u2019 integration failures." + "reason": "Different dated triage issues; similarity is generic rather than bug-specific." }, { - "left": "issue:46998", - "right": "issue:47053", + "left": "issue:46985", + "right": "issue:47091", "accept": false, - "reason": "Same generic triage title, but not the same incident or code-path problem." + "reason": "Repeated triage thread, not a single deduplicable bug report." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "These are separate daily reports with the same title pattern, not the same issue." }, { "left": "issue:46998", "right": "issue:47037", "accept": false, - "reason": "Separate date-specific integration triage reports, not duplicates." + "reason": "High overlap from the template, but no concrete shared failure is shown." }, { "left": "issue:46998", "right": "issue:47049", "accept": false, - "reason": "Similarity comes from the repeated template; underlying failures are not shown to match." + "reason": "Different dates and likely different snapshots of integration failures." }, { - "left": "issue:46985", - "right": "issue:46998", + "left": "issue:46998", + "right": "issue:47053", "accept": false, - "reason": "Consecutive daily reports, but not enough detail to treat as one bug." + "reason": "These are separate triage artifacts, not one underlying bug." }, { "left": "issue:46998", "right": "issue:47091", "accept": false, - "reason": "Same triage-series boilerplate, but no shared concrete failure details." + "reason": "Same broad category only; not enough to merge as duplicates." }, { "left": "issue:47037", "right": "issue:47049", "accept": false, - "reason": "High textual similarity, but these are distinct daily triage threads." + "reason": "Adjacent daily triage entries, but not the same concrete failure." }, { "left": "issue:47037", - "right": "issue:47091", + "right": "issue:47053", "accept": false, - "reason": "Different dates/runs; no evidence they refer to the same root cause." + "reason": "Common Serge triage wording does not establish a duplicate." }, { "left": "issue:47037", - "right": "issue:47053", + "right": "issue:47091", "accept": false, - "reason": "Same recurring report format, not the same underlying bug." + "reason": "These look like separate day-specific integration triage reports." }, { - "left": "issue:47049", - "right": "issue:47053", + "left": "issue:47037", + "right": "issue:47102", "accept": false, - "reason": "Adjacent daily triage issues, but still separate reports." + "reason": "Different dated triage issues with no evidence of the same underlying bug." }, { "left": "issue:47049", - "right": "issue:47091", + "right": "issue:47053", "accept": false, - "reason": "No concrete shared failure beyond the common template." + "reason": "Same triage series, but each issue corresponds to a different day." }, { - "left": "issue:47053", + "left": "issue:47049", "right": "issue:47091", "accept": false, - "reason": "These look like separate daily integration-failure summaries." + "reason": "No concrete bug identity shared beyond the recurring template." }, { - "left": "issue:47053", - "right": "issue:47102", - "accept": false, - "reason": "Similar title boilerplate only; no sign of one duplicate incident." - }, - { - "left": "issue:47091", + "left": "issue:47049", "right": "issue:47102", "accept": false, - "reason": "Different date-stamped triage reports, not the same bug." + "reason": "These are separate integration-failure triage reports, not duplicates." }, { - "left": "issue:46985", + "left": "issue:47053", "right": "issue:47091", "accept": false, - "reason": "Recurring triage template, but distinct daily tracking issues." + "reason": "Similar titles only; different dates and likely different incidents." }, { - "left": "issue:47037", - "right": "issue:47102", - "accept": false, - "reason": "No shared code-path problem is identified; these are separate triage entries." - }, - { - "left": "issue:46985", + "left": "issue:47053", "right": "issue:47102", "accept": false, - "reason": "Same broad subsystem and format, but not the same underlying failure." + "reason": "Template similarity does not mean the same underlying bug." }, { - "left": "issue:47049", + "left": "issue:47091", "right": "issue:47102", "accept": false, - "reason": "Different daily reports; similarity is superficial." - }, - { - "left": "issue:47120", - "right": "issue:47182", - "accept": false, - "reason": "These are consecutive daily triage threads, but not enough to merge as duplicates." - }, - { - "left": "issue:47120", - "right": "issue:47256", - "accept": false, - "reason": "Same reporting pattern, yet each issue corresponds to a different day\u2019s triage." - }, - { - "left": "issue:47120", - "right": "issue:47279", - "accept": false, - "reason": "Boilerplate similarity only; no evidence of the same underlying bug." - }, - { - "left": "issue:47120", - "right": "issue:47265", - "accept": false, - "reason": "These appear to be separate daily integration-failure reports." - }, - { - "left": "issue:47102", - "right": "issue:47120", - "accept": false, - "reason": "Different dated triage issues with shared template text." - }, - { - "left": "issue:47182", - "right": "issue:47256", - "accept": false, - "reason": "Same triage series, but not the same concrete failure." - }, - { - "left": "issue:47182", - "right": "issue:47265", - "accept": false, - "reason": "Daily reports only; no matching underlying bug shown." - }, - { - "left": "issue:47182", - "right": "issue:47279", - "accept": false, - "reason": "Similar wording, but these are distinct triage threads." - }, - { - "left": "issue:47182", - "right": "issue:47227", - "accept": false, - "reason": "No shared failure details beyond the recurring report format." - }, - { - "left": "issue:47227", - "right": "issue:47256", - "accept": false, - "reason": "Separate date-specific triage entries, not mergeable duplicates." - }, - { - "left": "issue:47227", - "right": "issue:47279", - "accept": false, - "reason": "Same template and subsystem, but different daily triage reports." - }, - { - "left": "issue:47227", - "right": "issue:47265", - "accept": false, - "reason": "No evidence they refer to the same defect or fix." - }, - { - "left": "issue:47120", - "right": "issue:47227", - "accept": false, - "reason": "The issues are similar in text but are different daily triage threads." - }, - { - "left": "issue:47256", - "right": "issue:47265", - "accept": false, - "reason": "High textual similarity, but still separate dated reports." - }, - { - "left": "issue:47256", - "right": "issue:47279", - "accept": false, - "reason": "These are distinct triage issues; similarity is due to the shared template." - }, - { - "left": "issue:47102", - "right": "issue:47256", - "accept": false, - "reason": "Different day/runs and no explicit shared failure details." - }, - { - "left": "issue:47265", - "right": "issue:47279", - "accept": false, - "reason": "Adjacent triage reports, but not the same underlying bug or change." - }, - { - "left": "issue:47102", - "right": "issue:47279", - "accept": false, - "reason": "Same family of daily triage issues, but not a true duplicate pair." + "reason": "Distinct daily triage threads; not safe to merge as duplicates." } ] }, @@ -22442,7 +22345,7 @@ { "label": "issue", "component_index": 25, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22458,7 +22361,7 @@ "soft_pairs": [ "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "e7bbca1678b47cf134267ffaf9ad6275a51fdaf5db4a3df59ea08dc74858a9c4", + "prepared_review_unit_hash": "f123f864b6c37b8e2c13744fbfbc6aeb7d3c42a5819699038708554d8f7b6d40", "component_budget": { "node_count": 2, "item_count": 2, @@ -22480,24 +22383,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are near-exact duplicate issues requesting the same RWKV7 model support, so they should be clustered together. No pull requests are present in this cluster.", - "confidence": 0.99, - "canonical_issue_reason": "Issue #46984 is slightly better as the canonical issue because it has a bit more discussion activity, suggesting more context and follow-up.", + "summary": "Two closed issues with the same title and highly similar content both request RWKV7 model support; they are duplicates of the same feature request.", + "confidence": 0.98, + "canonical_issue_reason": "issue:46983 is the better canonical issue because it was opened first and the pair appears to describe the same requested feature with no distinguishing details.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46984 is the best issue to keep as the representative since it is the same request and has the most engagement among the duplicates.", + "best_issue_reason": "issue:46983 is the best representative issue for the cluster for the same reason: earliest report, same title, same apparent request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46983", "right": "issue:46984", "accept": true, - "reason": "Same title, same requested feature, and highly similar body content indicate the same underlying issue." + "reason": "Same title, very high textual similarity, and both request RWKV7 model support; they look like duplicate reports of the same underlying feature request." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet: both items share the same title and the only pair evidence is soft_similarity with a high Jaccard score. The canonical/best issue choice is also supported by the slightly higher discussion activity on issue:46984. No PR-related claims are made. The soft-edge verdict is reasonably conservative." + "feedback": "The summary is grounded in the packet: both issues share the same title, were opened close together, and have a soft-similarity signal with high Jaccard overlap. The duplicate/representative assessment is conservative, and the soft-edge accept is supported by the evidence available." }, "evaluator_used": true, "retried": false, @@ -22508,7 +22411,7 @@ { "label": "issue", "component_index": 26, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22524,40 +22427,241 @@ "soft_pairs": [ "issue:47007|issue:47015" ], - "prepared_review_unit_hash": "72faa511322e93910746a3cb92488d26bdc0f25b15155a484bc8303b9e9a8813", + "prepared_review_unit_hash": "5071edf374bd464ec26aa535544e7144aa95dc795b6bfa3f2098d0c92add7bb1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1624, - "estimated_input_tokens": 406, - "estimated_eval_tokens": 1068 + "serialized_chars": 1625, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1624, - "estimated_input_tokens": 406, - "estimated_eval_tokens": 1068 + "serialized_chars": 1625, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are thematically similar AI/cybersecurity writeups, but they do not describe the same underlying bug, change, or actionable request. I would not deduplicate them.", + "summary": "Both items are closed issue posts about AI/ML and cybersecurity, but they describe different topics rather than the same underlying bug or request. The similarity is thematic, not duplicative.", "confidence": 0.91, - "canonical_issue_reason": "No canonical duplicate: one is a lessons-learned post about using advanced LLMs, the other is a broader proposal for a transformer-based vulnerability discovery system.", + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "The titles are broadly related, but one is about lessons from using advanced LLMs for vulnerability discovery and the other is about a novel transformer-based cybersecurity discovery system; that is topical overlap, not the same actionable issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 27, + "component_count": 28, + "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-47120-7", + "nodes": [ + "issue:47120", + "issue:47182", + "issue:47227", + "issue:47256", + "issue:47265", + "issue:47279", + "issue:47309" + ], + "soft_pairs": [ + "issue:47120|issue:47182", + "issue:47120|issue:47309", + "issue:47120|issue:47256", + "issue:47120|issue:47279", + "issue:47120|issue:47265", + "issue:47182|issue:47309", + "issue:47182|issue:47256", + "issue:47182|issue:47265", + "issue:47182|issue:47279", + "issue:47227|issue:47256", + "issue:47227|issue:47309", + "issue:47227|issue:47279", + "issue:47182|issue:47227", + "issue:47227|issue:47265", + "issue:47256|issue:47309", + "issue:47256|issue:47265", + "issue:47256|issue:47279", + "issue:47265|issue:47279", + "issue:47265|issue:47309", + "issue:47279|issue:47309" + ], + "prepared_review_unit_hash": "97fbbb99aa4652a7215cd75b7572d3e3fc28bae19816b2035866a32abc2ba6ca", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 20, + "serialized_chars": 11162, + "estimated_input_tokens": 2791, + "estimated_eval_tokens": 5838 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 20, + "serialized_chars": 11162, + "estimated_input_tokens": 2791, + "estimated_eval_tokens": 5838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are recurring dated triage issues for the same serge integration-failure workflow, but each one is a separate daily report rather than a duplicate of the same underlying bug. The title pattern and timestamps indicate a series, not one issue to consolidate.", + "confidence": 0.96, + "canonical_issue_reason": "issue:47120 is the earliest entry and has the highest inbound references, so it is the best representative if one must be chosen for the series.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 47015 is the more concrete and system-oriented title, so it is the better representative if one must be chosen, but it is not a true duplicate of 47007.", + "best_issue_reason": "issue:47120 is the strongest standalone representative because it is earliest, most referenced, and appears to establish the recurring triage pattern.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:47007", - "right": "issue:47015", + "left": "issue:47120", + "right": "issue:47182", + "accept": false, + "reason": "Same template and subsystem, but different dated triage reports; these are separate daily issues, not the same bug." + }, + { + "left": "issue:47120", + "right": "issue:47256", + "accept": false, + "reason": "Different day in the recurring triage series; similarity is due to shared wording, not identical underlying problem." + }, + { + "left": "issue:47120", + "right": "issue:47279", + "accept": false, + "reason": "This is another daily serge triage issue, not a duplicate of the 2026-07-07 report." + }, + { + "left": "issue:47120", + "right": "issue:47265", + "accept": false, + "reason": "Both are recurring integration-failure triage tickets, but they correspond to different dates and separate reports." + }, + { + "left": "issue:47120", + "right": "issue:47309", + "accept": false, + "reason": "Different dated triage issue; the overlap is only the shared reporting format." + }, + { + "left": "issue:47182", + "right": "issue:47309", + "accept": false, + "reason": "Same triage series, but not the same concrete issue; each daily ticket stands on its own." + }, + { + "left": "issue:47182", + "right": "issue:47256", + "accept": false, + "reason": "These are consecutive daily triage notes, not duplicates describing one fixed bug." + }, + { + "left": "issue:47182", + "right": "issue:47265", + "accept": false, + "reason": "Shared wording and subsystem, but distinct daily integration-failure reports." + }, + { + "left": "issue:47182", + "right": "issue:47279", + "accept": false, + "reason": "Separate dated triage entry, so not mergeable as duplicates." + }, + { + "left": "issue:47227", + "right": "issue:47256", + "accept": false, + "reason": "Both are daily triage issues for the same area, but each reflects a different date and report." + }, + { + "left": "issue:47227", + "right": "issue:47309", + "accept": false, + "reason": "Open/closed status aside, these are distinct daily triage tickets rather than one underlying bug." + }, + { + "left": "issue:47227", + "right": "issue:47279", + "accept": false, + "reason": "Similar title only; different day, different triage instance." + }, + { + "left": "issue:47182", + "right": "issue:47227", + "accept": false, + "reason": "High text similarity comes from the repeated triage template, not a shared unique failure." + }, + { + "left": "issue:47227", + "right": "issue:47265", + "accept": false, + "reason": "Different dated reports in the same triage series, so they should not be deduplicated." + }, + { + "left": "issue:47256", + "right": "issue:47309", + "accept": false, + "reason": "Same reporting pattern, but separate daily issues with different timestamps." + }, + { + "left": "issue:47256", + "right": "issue:47265", + "accept": false, + "reason": "These are adjacent daily triage tickets, not the same underlying defect." + }, + { + "left": "issue:47256", + "right": "issue:47279", + "accept": false, + "reason": "Different date in the recurring serge integration triage stream." + }, + { + "left": "issue:47265", + "right": "issue:47279", + "accept": false, + "reason": "Same series, but no evidence they describe one identical bug or change." + }, + { + "left": "issue:47265", + "right": "issue:47309", + "accept": false, + "reason": "Distinct daily triage issue; title similarity is expected and not enough for duplicate merge." + }, + { + "left": "issue:47279", + "right": "issue:47309", "accept": false, - "reason": "Broad topical overlap only; the titles point to different framing and intent rather than the same underlying issue/change." + "reason": "Different dated triage reports; do not collapse the series into one issue." } ] }, @@ -22570,8 +22674,8 @@ }, { "label": "issue", - "component_index": 27, - "component_count": 27, + "component_index": 28, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22587,7 +22691,7 @@ "soft_pairs": [ "issue:47138|issue:47139" ], - "prepared_review_unit_hash": "1119a4c9488a3d43e60f30fece1823715c7343b07927e9b8851bea3b36a06e32", + "prepared_review_unit_hash": "df43c3c70e641fa4b5476ce4c76a0a6773424ebe073ceac90fc02afd53150b02", "component_budget": { "node_count": 2, "item_count": 2, @@ -22609,27 +22713,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Issues 47138 and 47139 are highly similar and likely duplicate reports: they share the same title and matching high-level metadata, with 47138 being the earlier submission.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 47138 is the better canonical issue because it was opened first and there is no evidence of a meaningful distinction from 47139 beyond the duplicate-looking metadata.", + "summary": "The two open issues are effectively identical duplicate reports about chat routes management endpoints being prefixed under /v1 when the base_url already includes /v1.", + "confidence": 0.99, + "canonical_issue_reason": "issue:47138 is the better canonical issue because it appears first and has the same title/body as the other report, making it the natural duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "47138 is the strongest representative issue: it is the earliest report among two apparently duplicate submissions with the same title and no distinguishing signals in the packet.", + "best_issue_reason": "issue:47138 is the best issue representative since it is the earliest submitted of the two identical issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47138", "right": "issue:47139", "accept": true, - "reason": "The two issues have identical titles and matching body-length/metadata signals, with no evidence of a separate scope. The packet does not show the body text itself, so the safest read is that they appear to be duplicate reports rather than proven textually identical ones." + "reason": "Exact same title and highly similar report content indicate the same underlying bug; this is a clear duplicate pair." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The duplicate call is plausible, but the writeup overstates the evidence. The packet shows identical titles and matching body length/metadata, not the issue text itself, so claims like \"textually identical\" or \"describes the same bug\" are stronger than the evidence supports. A more conservative phrasing would be that they appear highly similar and likely duplicate reports based on title and metadata alone." + "accept": true, + "feedback": "Grounded in the packet: the issues have identical titles, equal body lengths, and a soft-similarity score of 1.0, so treating them as duplicates is conservative. The choice of issue:47138 as canonical/best representative is also supported by its earlier timestamp." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -22655,6 +22759,7 @@ "pull_request:46266", "pull_request:46376", "pull_request:46395", + "pull_request:46836", "pull_request:46903", "pull_request:46912", "pull_request:46954", @@ -22693,7 +22798,6 @@ "pull_request:47302", "pull_request:47304", "pull_request:47305", - "pull_request:47307", "pull_request:47308" ], "soft_pairs": [ @@ -22723,17 +22827,17 @@ "pull_request:44775|pull_request:47275", "pull_request:47275|pull_request:47305", "pull_request:47275|pull_request:47301", - "pull_request:47202|pull_request:47307", "pull_request:47216|pull_request:47275", "pull_request:46196|pull_request:47202", "pull_request:46912|pull_request:47179", + "pull_request:46836|pull_request:47202", "pull_request:47163|pull_request:47284", "pull_request:46912|pull_request:47284", - "pull_request:46395|pull_request:47181", "pull_request:47003|pull_request:47204", + "pull_request:46395|pull_request:47181", "pull_request:47093|pull_request:47275", - "pull_request:46995|pull_request:47163", "pull_request:46196|pull_request:47210", + "pull_request:46995|pull_request:47163", "pull_request:47163|pull_request:47173", "pull_request:44775|pull_request:47301", "pull_request:46196|pull_request:46995", @@ -22745,316 +22849,298 @@ "pull_request:46376|pull_request:46995", "pull_request:46995|pull_request:47181" ], - "prepared_review_unit_hash": "2f6e17da6c01a3d7982db1fa529b0d6b156e65a5560a093a355877206a1dbd55", + "prepared_review_unit_hash": "1912db690a2f657bf66c64606a6ddc075ad05d3aed754b7c9527c932aec31fbd", "component_budget": { "node_count": 77, "item_count": 77, "soft_pair_count": 221, - "serialized_chars": 268713, - "estimated_input_tokens": 67179, - "estimated_eval_tokens": 134614 + "serialized_chars": 268109, + "estimated_input_tokens": 67028, + "estimated_eval_tokens": 134312 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 47, - "serialized_chars": 124678, - "estimated_input_tokens": 31170, - "estimated_eval_tokens": 62596 + "serialized_chars": 125792, + "estimated_input_tokens": 31448, + "estimated_eval_tokens": 63152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated PRs. The only strong duplicate-style overlaps are the continuous-batching warning fix, the cross-entropy kwargs fix, and the CohereASR double-shift fixes; the rest should stay separate.", - "confidence": 0.86, + "summary": "Mostly a heterogeneous set of unrelated PRs. The only clear duplicate microclusters are the CohereASR training-loss double-shift fixes and the identical continuous-batching warning fix; most other same-file pairs are false positives because they touch different models or different infrastructure changes.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "47090 is the cleanest representative of the overlapping CohereASR fix: focused scope, explicit issue link, and a direct correction to the same training-loss code path.", + "canonical_pr_reason": "No single global canonical PR: the cluster spans unrelated docs, model-addition, CI, exporter, and test changes. If forced to anchor the only clear duplicate subgroup, PR 47090 is the best representative because it is the clearest self-contained CohereASR loss-fix with an explicit explanation and tests.", "best_issue_reason": null, - "best_pr_reason": "47090 is the strongest standalone PR in this set for canonical use: it fixes a concrete bug in one code path with a minimal, testable change and clear problem statement.", + "best_pr_reason": "PR 47090 is the strongest standalone representative of the only obvious duplicate subgroup: it clearly explains the CohereASR double-shift bug, keeps the fix narrowly scoped, and includes tests.", "soft_edge_verdicts": [ { "left": "pull_request:47158", "right": "pull_request:47308", "accept": true, - "reason": "Same warning-string fix in the same generation/utils.py code path with the same issue target; effectively the same PR change." + "reason": "Same continuous-batching warning typo in the same generation code path and same tracked issue; effectively the same fix." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both patch fixed_cross_entropy in loss_utils.py for the same issue and add the same missing cross-entropy kwargs support." + "reason": "Same loss_utils cross-entropy change for the same issue and same function; the diffs are near-identical." }, { "left": "pull_request:46903", "right": "pull_request:47090", "accept": true, - "reason": "Both fix the CohereASR double-shift training-loss bug in the same forward path; 47090 is a refinement of the same underlying fix." + "reason": "Both fix the same CohereASR training-loss double-shift bug in the same forward path, just with slightly different implementation details." }, { "left": "pull_request:46903", "right": "pull_request:46958", "accept": true, - "reason": "They overlap on the same CohereASR training-loss double-shift bug and same model code path, even though the implementation differs." + "reason": "Same underlying CohereASR double-shift loss bug in the same code path; these are alternative fixes for the same issue." }, { "left": "pull_request:46958", "right": "pull_request:46974", "accept": false, - "reason": "Different models and different bugs: CohereASR training loss vs Musicgen generate cache-length typo." + "reason": "Different models and different bugs: CohereASR loss handling vs a MusicGen generate typo." }, { "left": "pull_request:47268", "right": "pull_request:47284", "accept": false, - "reason": "Both are test-fix PRs, but they target different models and failures; not the same underlying change." + "reason": "Both are test-related, but they target different models and different failures, so they are not the same change." }, { "left": "pull_request:46954", "right": "pull_request:46958", "accept": false, - "reason": "Same model family, but unrelated fixes: Pytest fp32-module behavior vs training-loss double shift." + "reason": "Pytest-v9 compatibility cleanup in GlmAsr is unrelated to CohereASR loss shifting." }, { "left": "pull_request:47173", "right": "pull_request:47284", "accept": false, - "reason": "Different failing tests for different models; no shared code-path bug." + "reason": "Unrelated XPU test updates for different model families; same broad theme is not enough to merge." }, { "left": "pull_request:47202", "right": "pull_request:47204", "accept": false, - "reason": "Both touch docker/CI setup, but one removes a builder and the other adds exporter deps; not the same change." + "reason": "Both touch docker/torch-light, but one removes a CI image builder while the other adds exporter dependencies; different infrastructure changes." }, { "left": "pull_request:47284", "right": "pull_request:47292", "accept": false, - "reason": "Separate model test failures; no evidence they fix the same bug." + "reason": "Different failing tests for different models; no shared concrete bug or code path." }, { "left": "pull_request:47108", "right": "pull_request:47202", "accept": false, - "reason": "Unrelated maintenance changes: doc-builder pin comment vs docker image builder removal." + "reason": "Doc-builder comment cleanup and docker image-builder removal are unrelated changes." }, { "left": "pull_request:46376", "right": "pull_request:47308", "accept": false, - "reason": "Continuous batching multimodal support vs a warning-message typo are different changes." + "reason": "Continuous-batching multimodal support and a warning-string correction are not the same underlying change." }, { "left": "pull_request:47204", "right": "pull_request:47243", "accept": false, - "reason": "Both are exporter-related, but one updates torch-light deps while the other fixes Executorch exporter internals." + "reason": "Both relate to export tooling, but one updates the torch-light image and the other fixes Executorch exporter logic; not the same bug." }, { "left": "pull_request:47077", "right": "pull_request:47078", "accept": false, - "reason": "Translation update vs wording cleanup; same locale, but not the same underlying bug or feature." + "reason": "These are separate Japanese documentation edits with different scope and intent." }, { "left": "pull_request:46266", "right": "pull_request:46957", "accept": false, - "reason": "Modernizing Dino checkpoints/configs is unrelated to finegrained FP8 decode-kernel changes." + "reason": "DINO modernization/model-mapping work is unrelated to finegrained FP8 decode-path changes." }, { "left": "pull_request:47077", "right": "pull_request:47212", "accept": false, - "reason": "Different documentation areas and topics: DistilBERT JP docs vs quantized cache docs." + "reason": "Japanese docs translation vs quantized-cache documentation updates; different content." }, { "left": "pull_request:47173", "right": "pull_request:47184", "accept": false, - "reason": "Different test adjustments for different models; not mergeable as one fix." + "reason": "Different test expansions for different models and accelerator coverage; not a duplicate fix." }, { "left": "pull_request:44775", "right": "pull_request:47305", "accept": false, - "reason": "Qwen3-TTS model support vs pipeline tutorial docs; unrelated scope." + "reason": "Unrelated docs/model addition and pipeline-doc wording changes." }, { "left": "pull_request:46376", "right": "pull_request:47202", "accept": false, - "reason": "Continuous batching code vs CI/docker infrastructure; no shared bug." + "reason": "Continuous batching multimodal runtime changes vs CI docker-image cleanup are unrelated." }, { "left": "pull_request:47166", "right": "pull_request:47173", "accept": false, - "reason": "Quantization test updates across different files/models; not the same issue." + "reason": "Quantization test updates for different subsystems/models; no shared concrete bug." }, { "left": "pull_request:47077", "right": "pull_request:47275", "accept": false, - "reason": "Different docs/model areas; no underlying duplicate." + "reason": "Different Japanese docs content: DistilBERT translation versus EfficientViT-SAM model support." }, { "left": "pull_request:44517", "right": "pull_request:47082", "accept": false, - "reason": "Separate new-model additions: Qwen3-TTS vs RoMa." + "reason": "Completely different model additions (Qwen3-TTS vs RoMa keypoint matcher)." }, { "left": "pull_request:46990", "right": "pull_request:47253", "accept": false, - "reason": "FSDP orchestration/loading changes are distinct from the tensor-parallel tp_plan validation work." + "reason": "Both are distributed/tensor-parallel related, but they fix different concrete validation/orchestration issues." }, { "left": "pull_request:44775", "right": "pull_request:47275", "accept": false, - "reason": "Qwen3-TTS support and EfficientViT-SAM support are unrelated model additions." + "reason": "Docs/model support for Qwen3-TTS and EfficientViT-SAM are unrelated." }, { "left": "pull_request:47275", "right": "pull_request:47305", "accept": false, - "reason": "Model addition vs pipeline tutorial docs; not the same change." + "reason": "EfficientViT-SAM model addition and pipeline docs wording are unrelated." }, { "left": "pull_request:47275", "right": "pull_request:47301", "accept": false, - "reason": "EfficientViT-SAM model support is unrelated to MTP assisted decoding docs." - }, - { - "left": "pull_request:47202", - "right": "pull_request:47307", - "accept": false, - "reason": "Docker-builder cleanup vs AMD runner-group rename; different CI maintenance tasks." + "reason": "Model addition vs assisted-decoding documentation; no shared code path." }, { "left": "pull_request:47216", "right": "pull_request:47275", "accept": false, - "reason": "Compressed-tensors quantization changes are unrelated to the EfficientViT-SAM model PR." + "reason": "Compressed-tensors quantization support and EfficientViT-SAM model addition are unrelated." }, { "left": "pull_request:46196", "right": "pull_request:47202", "accept": false, - "reason": "SDPA dispatch support and docker CI changes are unrelated." + "reason": "SDPA dispatch support and CI docker-image cleanup are unrelated changes." }, { "left": "pull_request:46912", "right": "pull_request:47179", "accept": false, - "reason": "RoPE test improvements and Granite model support are different features." + "reason": "RoPE test coverage and Granite-SWA model support are unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47202", + "accept": false, + "reason": "Unlimited OCR model support and docker CI cleanup are unrelated." }, { "left": "pull_request:47163", "right": "pull_request:47284", "accept": false, - "reason": "XPU paged-attention tests and Mimo model fixes are unrelated." + "reason": "XPU paged-attention test support and MIMO v2 Flash model fixes are different issues." }, { "left": "pull_request:46912", "right": "pull_request:47284", "accept": false, - "reason": "Different RoPE/model testing work; no shared underlying bug." + "reason": "RoPE test work and MIMO v2 Flash model fixes are unrelated." }, { - "left": "pull_request:46395", - "right": "pull_request:47181", + "left": "pull_request:47003", + "right": "pull_request:47204", "accept": false, - "reason": "Param2MoE and Cosmos3 Edge are separate model additions." + "reason": "OpenVINO exporter work and adding exporter packages to torch-light are related to export, but not the same code-path bug." }, { - "left": "pull_request:47003", - "right": "pull_request:47204", + "left": "pull_request:46395", + "right": "pull_request:47181", "accept": false, - "reason": "OpenVINO exporter support and torch-light dependency changes are different efforts." + "reason": "Param2MoE and Cosmos3 Edge are separate model-addition PRs." }, { "left": "pull_request:47093", "right": "pull_request:47275", "accept": false, - "reason": "OpenPangu-V2 model support is unrelated to EfficientViT-SAM." + "reason": "OpenPangu-V2 and EfficientViT-SAM are unrelated model additions." }, { - "left": "pull_request:46995", - "right": "pull_request:47163", + "left": "pull_request:46196", + "right": "pull_request:47210", "accept": false, - "reason": "Flash-linear-attention availability and paged-attention XPU tests are different issues." + "reason": "SDPA attention dispatch and packed varlen attention are distinct attention-path changes, not one duplicate fix." }, { - "left": "pull_request:46196", - "right": "pull_request:47210", + "left": "pull_request:46995", + "right": "pull_request:47163", "accept": false, - "reason": "Both involve SDPA, but one is model dispatch support and the other is packed-row varlen routing; different concrete changes." + "reason": "Flash-linear-attention availability and XPU paged-attention tests solve different problems." }, { "left": "pull_request:47163", "right": "pull_request:47173", "accept": false, - "reason": "Two different XPU test expansions for different models; not duplicates." + "reason": "Different accelerator-specific test fixes for different models." }, { "left": "pull_request:44775", "right": "pull_request:47301", "accept": false, - "reason": "Qwen3-TTS model support and assisted-decoding docs are unrelated." + "reason": "Qwen3-TTS model support and MTP docs are unrelated." }, { "left": "pull_request:46196", "right": "pull_request:46995", "accept": false, - "reason": "SDPA dispatch support vs flash-linear-attention availability; different integration fixes." + "reason": "Different attention/backend support changes with different scope and code paths." }, { "left": "pull_request:47204", "right": "pull_request:47295", "accept": false, - "reason": "Executorch/ONNX dependency setup is unrelated to DiffusionGemma mask casting." + "reason": "Executorch/ONNX exporter packaging and DiffusionGemma mask casting are unrelated." }, { "left": "pull_request:47302", "right": "pull_request:47304", "accept": false, - "reason": "Fast-tokenizers doc cleanup and MPS graph-cache docs are unrelated." + "reason": "Fast-tokenizer wording cleanup and Apple Silicon/MPS docs rewrite are unrelated docs-only changes." }, { "left": "pull_request:47077", "right": "pull_request:47305", "accept": false, - "reason": "DistilBERT Japanese docs and pipeline tutorial additions are different documentation updates." + "reason": "Japanese DistilBERT docs and pipeline tutorial additions are unrelated." }, { "left": "pull_request:47077", "right": "pull_request:47301", "accept": false, - "reason": "Different docs topics: DistilBERT translation vs assisted decoding docs." - }, - { - "left": "pull_request:44775", - "right": "pull_request:47077", - "accept": false, - "reason": "Qwen3-TTS model support and DistilBERT translation are unrelated." - }, - { - "left": "pull_request:46376", - "right": "pull_request:46995", - "accept": false, - "reason": "Continuous batching multimodal support and flash-linear-attention availability are separate features." - }, - { - "left": "pull_request:46995", - "right": "pull_request:47181", - "accept": false, - "reason": "MLU support for flash-linear-attention and Cosmos3 Edge model support are unrelated." + "reason": "Different documentation topics with no shared underlying change." } ] }, @@ -23085,6 +23171,7 @@ "pull_request:46266", "pull_request:46267", "pull_request:46376", + "pull_request:46395", "pull_request:46836", "pull_request:46895", "pull_request:46912", @@ -23102,6 +23189,7 @@ "pull_request:47143", "pull_request:47163", "pull_request:47166", + "pull_request:47173", "pull_request:47175", "pull_request:47178", "pull_request:47179", @@ -23122,54 +23210,56 @@ "pull_request:47304", "pull_request:47305", "pull_request:47306", - "pull_request:47307", - "pull_request:47308" + "pull_request:47308", + "pull_request:47311" ], "soft_pairs": [ "pull_request:46267|pull_request:47181", "pull_request:47093|pull_request:47181", "pull_request:44517|pull_request:46376", - "pull_request:47166|pull_request:47292", "pull_request:46836|pull_request:47275", + "pull_request:47166|pull_request:47292", "pull_request:46266|pull_request:47301", "pull_request:44775|pull_request:47181", "pull_request:46995|pull_request:47143", "pull_request:47093|pull_request:47143", "pull_request:47093|pull_request:47163", "pull_request:46376|pull_request:47291", - "pull_request:47108|pull_request:47301", "pull_request:46266|pull_request:47216", + "pull_request:47108|pull_request:47301", "pull_request:47082|pull_request:47108", "pull_request:47069|pull_request:47308", "pull_request:47179|pull_request:47210", "pull_request:46196|pull_request:47179", - "pull_request:46990|pull_request:47181", "pull_request:47078|pull_request:47275", "pull_request:46912|pull_request:46990", + "pull_request:46990|pull_request:47181", "pull_request:47275|pull_request:47302", + "pull_request:46395|pull_request:47311", "pull_request:47175|pull_request:47179", "pull_request:47210|pull_request:47302", "pull_request:47077|pull_request:47302", "pull_request:47082|pull_request:47210", "pull_request:47163|pull_request:47179", - "pull_request:47204|pull_request:47307", "pull_request:46990|pull_request:47306", - "pull_request:47082|pull_request:47301", "pull_request:47108|pull_request:47302", + "pull_request:47082|pull_request:47301", "pull_request:46376|pull_request:47218", - "pull_request:46836|pull_request:47218", "pull_request:47210|pull_request:47304", + "pull_request:46836|pull_request:47218", "pull_request:46957|pull_request:47216", "pull_request:47082|pull_request:47181", + "pull_request:47173|pull_request:47311", "pull_request:47108|pull_request:47216", - "pull_request:43451|pull_request:46990", "pull_request:46912|pull_request:47078", + "pull_request:43451|pull_request:46990", "pull_request:46836|pull_request:47178", "pull_request:47179|pull_request:47301", - "pull_request:47218|pull_request:47304", + "pull_request:47113|pull_request:47204", "pull_request:47163|pull_request:47308", + "pull_request:47218|pull_request:47304", + "pull_request:47218|pull_request:47311", "pull_request:47163|pull_request:47218", - "pull_request:47166|pull_request:47218", "pull_request:46266|pull_request:46376", "pull_request:47216|pull_request:47302", "pull_request:47302|pull_request:47308", @@ -23185,6 +23275,7 @@ "pull_request:47253|pull_request:47294", "pull_request:47069|pull_request:47113", "pull_request:47275|pull_request:47304", + "pull_request:44517|pull_request:47311", "pull_request:44517|pull_request:47301", "pull_request:44517|pull_request:47181", "pull_request:46376|pull_request:47198", @@ -23192,395 +23283,362 @@ "pull_request:43451|pull_request:46266", "pull_request:47113|pull_request:47304", "pull_request:47069|pull_request:47082", - "pull_request:43451|pull_request:44517", "pull_request:46912|pull_request:47291", "pull_request:47003|pull_request:47178", - "pull_request:46912|pull_request:47308", - "pull_request:47069|pull_request:47302", - "pull_request:47243|pull_request:47294" + "pull_request:46912|pull_request:47308" ], - "prepared_review_unit_hash": "f6b7ef191960d993a63bf3748b91f1522298eb09747db70e1b0e9ceb0dc61925", + "prepared_review_unit_hash": "a6fc9f8a30dae0cfb7bb7aa5be47aba5ba4e92b07b38c00b859d997f770f2250", "component_budget": { "node_count": 77, "item_count": 77, "soft_pair_count": 221, - "serialized_chars": 268713, - "estimated_input_tokens": 67179, - "estimated_eval_tokens": 134614 + "serialized_chars": 268109, + "estimated_input_tokens": 67028, + "estimated_eval_tokens": 134312 }, "budget": { - "node_count": 46, - "item_count": 46, + "node_count": 48, + "item_count": 48, "soft_pair_count": 72, - "serialized_chars": 133632, - "estimated_input_tokens": 33408, - "estimated_eval_tokens": 67072 + "serialized_chars": 137951, + "estimated_input_tokens": 34488, + "estimated_eval_tokens": 69232 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a mixed bag of unrelated PRs: model additions, docs-only updates, CI/test adjustments, generation/runtime fixes, and backend feature work. I don\u2019t see any true duplicates or PRs that should be merged together.", + "summary": "The cluster is highly heterogeneous: model additions, documentation edits, test/CI updates, exporter/runtime work, and a few unrelated infra fixes. No soft edge looks like a true duplicate pair.", "confidence": 0.97, - "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a good canonical representative because the set is not one underlying change; the overlap is mostly broad subsystem similarity or shared doc/test plumbing.", + "canonical_issue_reason": "No issue artifacts are present in this cluster.", + "canonical_pr_reason": "PR 46895 is the clearest narrow bug fix with an explicit issue target; the rest are unrelated feature, docs, test, or infra changes.", "best_issue_reason": null, - "best_pr_reason": "No global best PR is suitable here because the cluster is heterogeneous rather than one duplicated bug/fix. If forced, the most central-looking items are still just separate feature PRs, not a canonical duplicate.", + "best_pr_reason": "PR 46895 is the most concrete and well-scoped PR in the set, so it is the best single representative even though the cluster is not a duplicate group.", "soft_edge_verdicts": [ { "left": "pull_request:46267", "right": "pull_request:47181", "accept": false, - "reason": "Different changes: serve chat parsing vs a new model implementation. Only superficial repo overlap." + "reason": "Chat parsing refactor vs new Cosmos3 Edge model support; unrelated changes." }, { "left": "pull_request:47093", "right": "pull_request:47181", "accept": false, - "reason": "Both add model support, but for different models and different code paths; not the same underlying change." + "reason": "OpenPangu-V2 model addition vs Cosmos3 Edge model addition; different models and code paths." }, { "left": "pull_request:44517", "right": "pull_request:46376", "accept": false, - "reason": "Qwen3-TTS model support and multimodal continuous batching are unrelated features." + "reason": "Qwen3-TTS model implementation vs continuous batching multimodal support; different features." }, { - "left": "pull_request:47166", - "right": "pull_request:47292", + "left": "pull_request:46836", + "right": "pull_request:47275", "accept": false, - "reason": "Different test updates for different subsystems/models; not one duplicate fix." + "reason": "Unlimited OCR model support vs EfficientViTSam model support; unrelated model additions." }, { - "left": "pull_request:46836", - "right": "pull_request:47275", + "left": "pull_request:47166", + "right": "pull_request:47292", "accept": false, - "reason": "Separate model additions with no shared bug or implementation path." + "reason": "Quantization test updates vs XPU test expectations; separate test suites and issues." }, { "left": "pull_request:46266", "right": "pull_request:47301", "accept": false, - "reason": "One is DINO conversion/model modernization; the other is MTP docs. No common underlying change." + "reason": "DINO modernization/export mapping work vs assisted decoding MTP docs; unrelated." }, { "left": "pull_request:44775", "right": "pull_request:47181", "accept": false, - "reason": "Docs/navigation work vs model support; broad docs overlap is not enough." + "reason": "Docs-only N-D parallelism update vs model support for Cosmos3 Edge; unrelated." }, { "left": "pull_request:46995", "right": "pull_request:47143", "accept": false, - "reason": "Availability check for flash linear attention is unrelated to adding NeuCodec." + "reason": "MLU availability helper vs NeuCodec model addition; unrelated code paths." }, { "left": "pull_request:47093", "right": "pull_request:47143", "accept": false, - "reason": "Different model additions; only generic auto-mapping/doc scaffolding overlap." + "reason": "Two separate model additions with different architectures." }, { "left": "pull_request:47093", "right": "pull_request:47163", "accept": false, - "reason": "OpenPangu-V2 model support and XPU paged-attention tests are unrelated." + "reason": "Model addition vs paged-attention XPU tests; unrelated." }, { "left": "pull_request:46376", "right": "pull_request:47291", "accept": false, - "reason": "Both touch continuous batching, but one adds multimodal support and the other deprecates config plumbing; not the same concrete fix." + "reason": "Continuous batching multimodal support vs deprecating CB config; related area but not the same change." }, { - "left": "pull_request:47108", - "right": "pull_request:47301", + "left": "pull_request:46266", + "right": "pull_request:47216", "accept": false, - "reason": "Doc-builder pin comment cleanup and assisted-decoding docs are unrelated." + "reason": "DINO modernization vs compressed-tensors fp8 exporter/docs; different subsystems." }, { - "left": "pull_request:46266", - "right": "pull_request:47216", + "left": "pull_request:47108", + "right": "pull_request:47301", "accept": false, - "reason": "DINO conversion/model work and compressed-tensors FP8 are different features." + "reason": "Doc-builder pin comment cleanup vs MTP docs; unrelated." }, { "left": "pull_request:47082", "right": "pull_request:47108", "accept": false, - "reason": "Model/keypoint support versus documentation workflow comment cleanup; no shared change." + "reason": "RoMa model support vs doc-builder workflow comment; unrelated." }, { "left": "pull_request:47069", "right": "pull_request:47308", "accept": false, - "reason": "Config typing change and a warning-message tweak are unrelated." + "reason": "num_labels None typing fix vs continuous batching warning wording; unrelated." }, { "left": "pull_request:47179", "right": "pull_request:47210", "accept": false, - "reason": "Granite model support and packed SDPA varlen routing are separate changes." + "reason": "Granite-SWA model support vs packed SDPA varlen attention; different changes." }, { "left": "pull_request:46196", "right": "pull_request:47179", "accept": false, - "reason": "SDPA dispatch for wav2vec2-family audio models is unrelated to Granite model support." - }, - { - "left": "pull_request:46990", - "right": "pull_request:47181", - "accept": false, - "reason": "FSDP orchestration/loading work and Cosmos3 Edge model support are unrelated." + "reason": "SDPA dispatch for wav2vec2-family models vs Granite-SWA model support; unrelated." }, { "left": "pull_request:47078", "right": "pull_request:47275", "accept": false, - "reason": "Japanese wording/docs cleanup and EfficientVit-SAM model support are unrelated." + "reason": "Japanese docs wording vs EfficientViTSam model support; unrelated." }, { "left": "pull_request:46912", "right": "pull_request:46990", "accept": false, - "reason": "RoPE test adjustments and FSDP orchestration are not the same fix." + "reason": "RoPE test updates vs FSDP orchestration work; separate infra/test changes." + }, + { + "left": "pull_request:46990", + "right": "pull_request:47181", + "accept": false, + "reason": "FSDP orchestration vs Cosmos3 Edge model support; unrelated." }, { "left": "pull_request:47275", "right": "pull_request:47302", "accept": false, - "reason": "New model support and tokenizer backend docs fallback are unrelated." + "reason": "EfficientViTSam model support vs tokenizer fallback docs; unrelated." + }, + { + "left": "pull_request:46395", + "right": "pull_request:47311", + "accept": false, + "reason": "Param2MoE model support vs Gemma4 expectation tweaks; unrelated." }, { "left": "pull_request:47175", "right": "pull_request:47179", "accept": false, - "reason": "CI expectation updates for Olmo3 and Granite model support are unrelated." + "reason": "Olmo3 CI expectation change vs Granite-SWA model support; unrelated." }, { "left": "pull_request:47210", "right": "pull_request:47302", "accept": false, - "reason": "Packed SDPA routing and tokenizer docs cleanup are different code paths." + "reason": "Packed SDPA varlen attention routing vs tokenizer fallback docs; unrelated." }, { "left": "pull_request:47077", "right": "pull_request:47302", "accept": false, - "reason": "Japanese DistilBERT docs and tokenizer backend docs are different documentation changes." + "reason": "Japanese DistilBERT docs vs tokenizer fallback docs; unrelated." }, { "left": "pull_request:47082", - "right": "pull_request:47210", - "accept": false, - "reason": "RoMa model support and packed SDPA attention routing are unrelated." - }, - { - "left": "pull_request:47163", - "right": "pull_request:47179", - "accept": false, - "reason": "XPU paged-attention tests and Granite model support are different changes." - }, - { - "left": "pull_request:47204", - "right": "pull_request:47307", - "accept": false, - "reason": "Exporter/test dependency changes and AMD runner-group rename are unrelated infrastructure changes." - }, - { - "left": "pull_request:46990", - "right": "pull_request:47306", + "right": "pull_request:47302", "accept": false, - "reason": "FSDP orchestration and Neuron experiment scripts are unrelated." + "reason": "RoMa model support vs tokenizer fallback docs; unrelated." }, { "left": "pull_request:47082", "right": "pull_request:47301", "accept": false, - "reason": "RoMa model support and MTP docs are unrelated." - }, - { - "left": "pull_request:47108", - "right": "pull_request:47216", - "accept": false, - "reason": "Doc-builder comment cleanup and compressed-tensors fp8 support are unrelated." - }, - { - "left": "pull_request:46376", - "right": "pull_request:47218", - "accept": false, - "reason": "Multimodal continuous batching and image-loading test refactors are not the same change." + "reason": "RoMa model support vs MTP docs; unrelated." }, { - "left": "pull_request:46836", - "right": "pull_request:47218", + "left": "pull_request:47210", + "right": "pull_request:47301", "accept": false, - "reason": "Unlimited OCR model support and test image-loading refactors are unrelated." + "reason": "Packed SDPA varlen attention vs MTP docs; unrelated." }, { "left": "pull_request:47210", "right": "pull_request:47304", "accept": false, - "reason": "Packed SDPA routing and MPS docs cleanup are unrelated." + "reason": "Packed SDPA varlen attention vs MPS graph-cache docs; unrelated." }, { - "left": "pull_request:46957", - "right": "pull_request:47216", + "left": "pull_request:47218", + "right": "pull_request:47304", "accept": false, - "reason": "Finegrained FP8 decode behavior and compressed-tensors quantization docs/code are different features." + "reason": "Image-loading test refactor vs MPS docs; unrelated." }, { - "left": "pull_request:47082", - "right": "pull_request:47181", + "left": "pull_request:47218", + "right": "pull_request:47311", "accept": false, - "reason": "RoMa keypoint matcher and Cosmos3 Edge model support are separate model additions." + "reason": "Image-loading test refactor vs Gemma4 H100 expectations; unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:46990", + "left": "pull_request:47163", + "right": "pull_request:47218", "accept": false, - "reason": "Molmo2 model support and FSDP orchestration/loading are unrelated." + "reason": "Paged-attention XPU tests vs image-loading helper refactor; different test changes." }, { - "left": "pull_request:47113", - "right": "pull_request:47304", + "left": "pull_request:46266", + "right": "pull_request:46376", "accept": false, - "reason": "Audio requirements fixes and MPS docs cleanup are unrelated." + "reason": "DINO modernization vs continuous batching multimodal support; unrelated." }, { - "left": "pull_request:47069", - "right": "pull_request:47082", + "left": "pull_request:47216", + "right": "pull_request:47302", "accept": false, - "reason": "Config property typing and model support are unrelated; only generic repo overlap." + "reason": "Compressed-tensors fp8 docs/code vs tokenizer fallback docs; unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:44517", + "left": "pull_request:47302", + "right": "pull_request:47308", "accept": false, - "reason": "Molmo2 and Qwen3-TTS are different model additions." + "reason": "Tokenizer fallback docs vs synced_gpus warning fix; unrelated." }, { - "left": "pull_request:46912", - "right": "pull_request:47291", + "left": "pull_request:47210", + "right": "pull_request:47305", "accept": false, - "reason": "RoPE test updates and continuous-batching config deprecation are unrelated." + "reason": "Packed SDPA varlen attention vs pipeline streaming docs; unrelated." }, { - "left": "pull_request:47003", - "right": "pull_request:47178", + "left": "pull_request:47243", + "right": "pull_request:47253", "accept": false, - "reason": "OpenVINO exporter support and SigLIP path fixes are different exporter-related changes." + "reason": "Executorch exporter fixes vs tensor-parallel lm_head planning; different code paths." }, { "left": "pull_request:46912", - "right": "pull_request:47308", - "accept": false, - "reason": "RoPE tests and a warning text fix are unrelated." - }, - { - "left": "pull_request:47069", - "right": "pull_request:47302", - "accept": false, - "reason": "Num-labels typing change and tokenizer backend docs are unrelated." - }, - { - "left": "pull_request:47243", "right": "pull_request:47294", "accept": false, - "reason": "ExecuTorch exporter fixes and kernel-native causal_conv1d work are different integration changes." + "reason": "RoPE tests vs kernel-native causal_conv1d functions; unrelated." }, { - "left": "pull_request:47243", - "right": "pull_request:47253", + "left": "pull_request:47175", + "right": "pull_request:47294", "accept": false, - "reason": "Executorch exporter fixes and tensor-parallel lm_head handling are unrelated." + "reason": "Olmo3 CI vs kernel-native causal_conv1d functions; unrelated." }, { "left": "pull_request:47198", "right": "pull_request:47253", "accept": false, - "reason": "GPTBigCode/GPTNeoX backend fixes and tensor-parallel lm_head changes are different code paths." + "reason": "GPTBigCode/GPTNeoX backend fixes vs tensor-parallel validation; not the same bug or change." }, { - "left": "pull_request:47175", - "right": "pull_request:47294", + "left": "pull_request:46895", + "right": "pull_request:47306", "accept": false, - "reason": "Olmo3 CI expectation changes and kernel-native functions are unrelated." + "reason": "CohereASR loss fix vs Neuron experiment scripts; unrelated." }, { "left": "pull_request:46196", "right": "pull_request:46376", "accept": false, - "reason": "SDPA dispatch for audio models and multimodal continuous batching are separate areas." + "reason": "SDPA dispatch work vs multimodal continuous batching; different implementation targets." }, { "left": "pull_request:46196", "right": "pull_request:47301", "accept": false, - "reason": "Wav2vec2-family SDPA support and MTP docs have no shared implementation bug." + "reason": "SDPA dispatch work vs MTP docs; unrelated." }, { - "left": "pull_request:46895", - "right": "pull_request:47306", + "left": "pull_request:47301", + "right": "pull_request:47305", "accept": false, - "reason": "CohereASR loss double-shift fix and Neuron experiments are unrelated." + "reason": "MTP docs vs pipeline streaming docs; separate documentation topics." }, { - "left": "pull_request:47163", - "right": "pull_request:47218", + "left": "pull_request:47253", + "right": "pull_request:47294", "accept": false, - "reason": "XPU paged-attention tests and image-loading refactors are different test changes." + "reason": "Tensor-parallel validation vs kernel-native causal_conv1d functions; unrelated." }, { - "left": "pull_request:47166", - "right": "pull_request:47218", + "left": "pull_request:47069", + "right": "pull_request:47113", "accept": false, - "reason": "Quantization test tweaks and image-loading refactors are unrelated." + "reason": "num_labels typing fix vs audio feature/proc requirements fix; unrelated." }, { - "left": "pull_request:47179", - "right": "pull_request:47301", + "left": "pull_request:47275", + "right": "pull_request:47304", "accept": false, - "reason": "Granite model support and MTP docs are unrelated." + "reason": "EfficientViTSam model support vs MPS graph-cache docs; unrelated." }, { - "left": "pull_request:47163", - "right": "pull_request:47308", + "left": "pull_request:44517", + "right": "pull_request:47311", + "accept": false, + "reason": "Qwen3-TTS model support vs Gemma4 expectations on H100; unrelated." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47301", "accept": false, - "reason": "Paged-attention XPU tests and synced_gpus warning wording are unrelated." + "reason": "Qwen3-TTS model support vs MTP docs; unrelated." }, { - "left": "pull_request:47163", - "right": "pull_request:47218", + "left": "pull_request:44517", + "right": "pull_request:47181", "accept": false, - "reason": "Paged-attention XPU tests and image-loading refactors are unrelated." + "reason": "Qwen3-TTS model support vs Cosmos3 Edge model support; different model additions." }, { - "left": "pull_request:47166", - "right": "pull_request:47294", + "left": "pull_request:46376", + "right": "pull_request:47198", "accept": false, - "reason": "Quantization test tweaks and kernel-native causal_conv1d functions are unrelated." + "reason": "Continuous batching multimodal support vs GPT backend fixes; unrelated." }, { - "left": "pull_request:46266", - "right": "pull_request:47306", + "left": "pull_request:47078", + "right": "pull_request:47243", "accept": false, - "reason": "DINO conversion/model modernization and Neuron experiments are unrelated." + "reason": "Japanese docs wording vs Executorch exporter fixes; unrelated." }, { - "left": "pull_request:47301", - "right": "pull_request:47305", + "left": "pull_request:43451", + "right": "pull_request:46266", "accept": false, - "reason": "MTP docs and pipeline streaming docs are different documentation topics." + "reason": "Molmo2 model addition vs DINO modernization/export changes; unrelated model additions." }, { - "left": "pull_request:47253", - "right": "pull_request:47294", + "left": "pull_request:47113", + "right": "pull_request:47304", "accept": false, - "reason": "Tensor-parallel validation changes and kernel-native causal_conv1d functions do not fix the same code-path problem." + "reason": "Audio requirements fix vs MPS graph-cache docs; unrelated." } ] }, @@ -23629,7 +23687,6 @@ "pull_request:47077", "pull_request:47078", "pull_request:47090", - "pull_request:47096", "pull_request:47113", "pull_request:47143", "pull_request:47163", @@ -23639,6 +23696,7 @@ "pull_request:47178", "pull_request:47181", "pull_request:47184", + "pull_request:47198", "pull_request:47210", "pull_request:47216", "pull_request:47243", @@ -23651,15 +23709,16 @@ "pull_request:47302", "pull_request:47304", "pull_request:47306", - "pull_request:47307" + "pull_request:47311" ], "soft_pairs": [ - "pull_request:46895|pull_request:47307", + "pull_request:47069|pull_request:47302", + "pull_request:47243|pull_request:47294", "pull_request:43451|pull_request:47078", "pull_request:47210|pull_request:47291", "pull_request:46957|pull_request:47301", - "pull_request:46895|pull_request:47298", "pull_request:47294|pull_request:47306", + "pull_request:46895|pull_request:47298", "pull_request:47113|pull_request:47175", "pull_request:47113|pull_request:47243", "pull_request:46658|pull_request:47302", @@ -23667,9 +23726,9 @@ "pull_request:46658|pull_request:47275", "pull_request:47069|pull_request:47175", "pull_request:47178|pull_request:47298", - "pull_request:47184|pull_request:47301", + "pull_request:46658|pull_request:46895", + "pull_request:46957|pull_request:47302", "pull_request:43451|pull_request:46957", - "pull_request:46957|pull_request:47096", "pull_request:41855|pull_request:43424", "pull_request:41855|pull_request:43823", "pull_request:42668|pull_request:43823", @@ -23713,305 +23772,441 @@ "pull_request:46376|pull_request:47143", "pull_request:46509|pull_request:46836", "pull_request:46836|pull_request:47143", - "pull_request:46376|pull_request:47301", "pull_request:46509|pull_request:47301", + "pull_request:46376|pull_request:47301", "pull_request:47077|pull_request:47304", "pull_request:47163|pull_request:47181", "pull_request:47181|pull_request:47301", - "pull_request:46658|pull_request:47143" + "pull_request:47163|pull_request:47311", + "pull_request:46658|pull_request:47143", + "pull_request:47198|pull_request:47301", + "pull_request:47198|pull_request:47311", + "pull_request:47143|pull_request:47163" ], - "prepared_review_unit_hash": "5bfebcd7ec5f078c1a81a71bdfde7e04e0f9c1d46c06b2a2c69264e77a11ed09", + "prepared_review_unit_hash": "685fe130b02d5797bd1ed01a361831462876bd4c94673597b92b1937e800ea4e", "component_budget": { "node_count": 77, "item_count": 77, "soft_pair_count": 221, - "serialized_chars": 268713, - "estimated_input_tokens": 67179, - "estimated_eval_tokens": 134614 + "serialized_chars": 268109, + "estimated_input_tokens": 67028, + "estimated_eval_tokens": 134312 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 65, - "serialized_chars": 133838, - "estimated_input_tokens": 33460, - "estimated_eval_tokens": 67176 + "soft_pair_count": 70, + "serialized_chars": 135205, + "estimated_input_tokens": 33802, + "estimated_eval_tokens": 67860 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated PRs; the only true duplicate group is the CohereASR training-loss double-shift fixes. Most other soft links are just broad similarity across docs, tests, model adds, or exporter work and should not be merged.", - "confidence": 0.81, + "summary": "This cluster is mostly heterogeneous: docs updates, model additions, test expectation tweaks, and exporter/runtime changes. The only true duplicate family is the CohereASR training-loss double-shift fix (46895/46958/47090); the rest are superficial similarities across unrelated changes.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46895 is the best canonical PR: it is issue-linked, targets the CohereASR double-shift bug directly, and is the earliest/clearest version of the fix among the true duplicates.", + "canonical_pr_reason": "No issue artifacts are present. Among PRs, 47090 is the best canonical representative of the only real duplicate subcluster: it has the clearest description of the CohereASR double-shift bug, targets the same issue as the other CohereASR PRs, and reads like the most complete final fix.", "best_issue_reason": null, - "best_pr_reason": "PR 46895 is the strongest standalone representative in this set because it has the explicit issue target and the cleanest direct fix for the only real duplicate cluster.", + "best_pr_reason": "47090 is the strongest global representative because it is the clearest, most explicit version of the only genuine duplicate cluster in this set, with direct code-path explanation and an explicit issue link.", "soft_edge_verdicts": [ { - "left": "pull_request:46895", - "right": "pull_request:47307", + "left": "pull_request:47069", + "right": "pull_request:47302", "accept": false, - "reason": "CohereASR training-loss bug vs AMD CI runner-group rename; unrelated changes." + "reason": "Both are docs-only, but one is API behavior and the other is tokenizers fallback wording; not the same change." + }, + { + "left": "pull_request:47243", + "right": "pull_request:47294", + "accept": false, + "reason": "Both touch exporter/integration plumbing, but they fix different features and code paths (ExecuTorch vs kernel-native causal_conv1d)." }, { "left": "pull_request:43451", "right": "pull_request:47078", "accept": false, - "reason": "Molmo2 model addition vs Japanese docs wording cleanup; unrelated." + "reason": "Unrelated model-add docs/translation work; different models and scopes." }, { "left": "pull_request:47210", "right": "pull_request:47291", "accept": false, - "reason": "Packed SDPA varlen routing vs deprecating continuous batching config; different code paths and goals." + "reason": "SDPA packed-row attention vs generation config deprecation; no shared bug or change." }, { "left": "pull_request:46957", "right": "pull_request:47301", "accept": false, - "reason": "Finegrained FP8 kernel/export work vs MTP docs update; unrelated." + "reason": "Finegrained FP8 decode optimization is unrelated to MTP docs." }, { - "left": "pull_request:46895", - "right": "pull_request:47298", + "left": "pull_request:47294", + "right": "pull_request:47306", "accept": false, - "reason": "CohereASR loss fix vs MI450 image-loading/model-failure fixes; unrelated." + "reason": "Distinct kernel/runtime and experiment script changes; not mergeable as one fix." }, { - "left": "pull_request:47294", - "right": "pull_request:47306", + "left": "pull_request:46895", + "right": "pull_request:47298", "accept": false, - "reason": "Kernel-native causal_conv1d integration vs Neuron finetuning experiments; unrelated." + "reason": "CohereASR training-loss fix vs image loading fallback on MI450; unrelated code paths." }, { "left": "pull_request:47113", "right": "pull_request:47175", "accept": false, - "reason": "Audio feature/proc requirement fixes vs Olmo3 CI expectation updates; unrelated." + "reason": "Both are test expectation updates, but for unrelated models and failures." }, { "left": "pull_request:47113", "right": "pull_request:47243", "accept": false, - "reason": "Audio requirements fixes vs ExecuTorch exporter fixes; unrelated." + "reason": "Audio feature/proc requirement fixes vs exporter fixes; no common underlying bug." }, { "left": "pull_request:46658", "right": "pull_request:47302", "accept": false, - "reason": "Step3.7 model scaffolding vs tokenizer docs fallback; unrelated." + "reason": "Step3.7 model conversion/build work is unrelated to tokenizer docs wording." }, { "left": "pull_request:47113", "right": "pull_request:47275", "accept": false, - "reason": "Audio requirements fixes vs EfficientViTSam model add; unrelated." + "reason": "Audio requirements fixes vs adding a new vision model; unrelated." }, { "left": "pull_request:46658", "right": "pull_request:47275", "accept": false, - "reason": "Step3.7 work vs EfficientViTSam model add; unrelated." + "reason": "New model creation for different models; only broad similarity, not same change." }, { "left": "pull_request:47069", "right": "pull_request:47175", "accept": false, - "reason": "num_labels return-type fix vs Olmo3 CI expectation updates; unrelated." + "reason": "num_labels typing/doc fix vs Olmo3 CI expectations; unrelated." }, { "left": "pull_request:47178", "right": "pull_request:47298", "accept": false, - "reason": "SigLIP hardcoded-path fix vs MI450 image decode/model failures; unrelated." + "reason": "SigLIP path fix vs MI450 image-loader fallback; different subsystems." }, { - "left": "pull_request:47184", - "right": "pull_request:47301", + "left": "pull_request:46658", + "right": "pull_request:46895", "accept": false, - "reason": "XPU test expectation updates vs MTP docs; unrelated." + "reason": "Step3.7 model creation vs CohereASR loss fix; unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:46836", + "left": "pull_request:46957", + "right": "pull_request:47302", "accept": false, - "reason": "Molmo2 model add vs Unlimited OCR model add; different models." + "reason": "FP8 decode optimization vs docs wording; no shared code path." }, { - "left": "pull_request:46957", - "right": "pull_request:47096", + "left": "pull_request:43451", + "right": "pull_request:46957", "accept": false, - "reason": "Finegrained FP8 work vs Exportable Kimi work; different functionality and code paths." + "reason": "Model addition vs inference decode optimization; not the same underlying change." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Mistral tokenizer missing methods vs ExecuTorch dynamic-shape test; unrelated." + "reason": "Mistral tokenizer methods vs ExecuTorch export tests; unrelated." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer missing methods vs MobileLLM model add; unrelated." + "reason": "Mistral tokenizer methods vs MobileLLM model addition; unrelated." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor-from-pretrained robustness vs MobileLLM model add; unrelated." + "reason": "Processor auto-loading robustness vs MobileLLM model addition; different scope." }, { "left": "pull_request:43424", "right": "pull_request:47301", "accept": false, - "reason": "ExecuTorch dynamic-shape test vs MTP docs; unrelated." + "reason": "ExecuTorch dynamic-shape tests vs MTP docs; no common bug." }, { "left": "pull_request:43823", - "right": "pull_request:43995", + "right": "pull_request:45655", "accept": false, - "reason": "MobileLLM model add vs Falcon output-collection refactor; unrelated." + "reason": "New model addition vs config-resolution fix; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fix vs layrnorm-to-layernorm rename; different model families and issues." + "reason": "Mistral4 tests vs layrnorm->layernorm renaming; different problems." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch test addition vs Mistral4 test fix; unrelated." + "reason": "ExecuTorch export tests vs Mistral4 test fix; different models and bugs." }, { "left": "pull_request:43823", - "right": "pull_request:45213", + "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model add vs model-creation skill; unrelated." + "reason": "MobileLLM addition vs Falcon output-collection refactor; unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "cross-entropy kwargs fix vs MobileLLM model add; unrelated." + "reason": "cross-entropy kwargs fix vs MobileLLM model addition; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fix vs TDT loss kernel addition; unrelated." + "reason": "Mistral4 tests vs TDT loss kernel integration; different feature areas." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "ExecuTorch dynamic-shape test vs MobileLLM model add; unrelated." + "reason": "ExecuTorch export tests vs MobileLLM addition; unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "cross-entropy kwargs fix vs Mistral4 test fix; unrelated." - }, - { - "left": "pull_request:44827", - "right": "pull_request:45655", - "accept": false, - "reason": "Mistral4 test fix vs config-resolution order fix; unrelated." + "reason": "cross-entropy kwargs fix and Mistral4 tests are unrelated." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor vs model-creation skill; unrelated." + "reason": "Falcon output-interface refactor vs model-creation skill; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 test fix vs model-creation skill; unrelated." - }, - { - "left": "pull_request:43995", - "right": "pull_request:44827", - "accept": false, - "reason": "Falcon refactor vs Mistral4 test fix; unrelated." + "reason": "Mistral4 tests vs model-creation skill; no shared code path." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model add vs model-creation skill; unrelated." + "reason": "MobileLLM model addition vs a repo skill/configuration PR; unrelated." }, { "left": "pull_request:46895", "right": "pull_request:47090", "accept": true, - "reason": "Same underlying CohereASR double-shift training-loss bug; both patch the same loss path." + "reason": "Same CohereASR training-loss double-shift fix in the same files and same issue target." }, { "left": "pull_request:46958", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR training-loss double-shift bug and same model files; plausibly one PR." + "reason": "Same CohereASR double-shift bug; the diffs are alternative implementations of the same fix." }, { "left": "pull_request:46895", "right": "pull_request:46958", "accept": true, - "reason": "Same CohereASR loss-shift issue; only implementation detail differs." + "reason": "Same underlying CohereASR loss bug, same files, same issue target." }, { "left": "pull_request:47173", "right": "pull_request:47292", "accept": false, - "reason": "Both are XPU test expectation fixes, but for different model test suites and different concrete failures." + "reason": "Both adjust XPU test expectations, but for different model test suites and different failures." }, { "left": "pull_request:47166", "right": "pull_request:47184", "accept": false, - "reason": "Quantization test tweaks vs Qwen3-Next XPU test changes; different problems." + "reason": "Different test files and models; only broad XPU/test similarity." }, { "left": "pull_request:46912", "right": "pull_request:47175", "accept": false, - "reason": "RoPE test updates vs Olmo3 CI value changes; unrelated." + "reason": "Both are CI/test expectation updates, but they address unrelated model behaviors." }, { "left": "pull_request:47301", "right": "pull_request:47302", "accept": false, - "reason": "MTP docs vs tokenizer backend docs fallback; unrelated documentation changes." + "reason": "MTP docs and tokenizer-backend docs are unrelated documentation changes." }, { "left": "pull_request:47184", "right": "pull_request:47292", "accept": false, - "reason": "Different model test expectation fixes for XPU; not the same bug." + "reason": "Different model tests; not the same bug or fix." }, { "left": "pull_request:47301", "right": "pull_request:47304", "accept": false, - "reason": "Different documentation topics: MTP support vs MPS graph cache." + "reason": "Assisted decoding docs vs MPS graph cache docs; unrelated." }, { "left": "pull_request:46658", + "right": "pull_request:47143", + "accept": false, + "reason": "Different new-model PRs; similar scale, not the same model or change." + }, + { + "left": "pull_request:47198", + "right": "pull_request:47301", + "accept": false, + "reason": "vLLM backend fixes vs MTP docs; unrelated." + }, + { + "left": "pull_request:47198", + "right": "pull_request:47311", + "accept": false, + "reason": "GPTBigCode/GPTNeoX backend fixes vs Gemma4 test expectations; unrelated." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47163", + "accept": false, + "reason": "NeuCodec model support vs paged-attention XPU tests; unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47243", + "accept": false, + "reason": "Both are exporter-related, but OpenVINO exporter and ExecuTorch exporter fixes are distinct code paths and should not be merged together." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47143", + "accept": false, + "reason": "Nemotron Omni vs NeuCodec model additions; unrelated." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47181", + "accept": false, + "reason": "Nemotron Omni and Cosmos3 Edge are different model additions." + }, + { + "left": "pull_request:46376", + "right": "pull_request:46509", + "accept": false, + "reason": "Continuous batching multimodal support vs Nemotron Omni model support; unrelated." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47181", + "accept": false, + "reason": "Continuous batching changes vs Cosmos3 Edge model support; unrelated." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47301", + "accept": false, + "reason": "Compressed-tensors quantization docs/code vs MTP docs; unrelated." + }, + { + "left": "pull_request:43451", "right": "pull_request:46836", "accept": false, - "reason": "Step3.7 Flash model work vs Unlimited OCR model add; unrelated models." + "reason": "Molmo2 and Unlimited OCR are different model additions." }, { - "left": "pull_request:47210", + "left": "pull_request:47143", + "right": "pull_request:47181", + "accept": false, + "reason": "NeuCodec and Cosmos3 Edge are separate model additions with different codebases." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47143", + "accept": false, + "reason": "Continuous batching multimodal support vs NeuCodec model support; unrelated." + }, + { + "left": "pull_request:46509", + "right": "pull_request:46836", + "accept": false, + "reason": "Nemotron Omni vs Unlimited OCR; different model additions." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47143", + "accept": false, + "reason": "Unlimited OCR and NeuCodec are different model additions." + }, + { + "left": "pull_request:46509", "right": "pull_request:47301", "accept": false, - "reason": "Packed SDPA varlen attention vs MTP docs; unrelated." + "reason": "Nemotron Omni model PR vs docs for MTP; unrelated." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47301", + "accept": false, + "reason": "Continuous batching multimodal support vs MTP docs; unrelated." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47304", + "accept": false, + "reason": "Japanese DistilBERT translation vs MPS graph cache docs; unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47181", + "accept": false, + "reason": "Paged-attention XPU test support vs Cosmos3 Edge model support; unrelated." + }, + { + "left": "pull_request:47181", + "right": "pull_request:47301", + "accept": false, + "reason": "Cosmos3 Edge model support vs MTP docs; unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47311", + "accept": false, + "reason": "Paged-attention XPU tests vs Gemma4 H100 expectations; unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47143", + "accept": false, + "reason": "Step3.7 Flash model build/conversion vs NeuCodec model support; unrelated." + }, + { + "left": "pull_request:47198", + "right": "pull_request:47301", + "accept": false, + "reason": "GPTBigCode/GPTNeoX backend fixes vs docs for MTP; unrelated." + }, + { + "left": "pull_request:47198", + "right": "pull_request:47311", + "accept": false, + "reason": "Backend fixes for GPTBigCode/GPTNeoX vs Gemma4 test expectations; unrelated." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47163", + "accept": false, + "reason": "NeuCodec model support vs paged-attention test additions; unrelated." } ] }, @@ -24038,9 +24233,9 @@ "pull_request:40546", "pull_request:43451", "pull_request:46196", + "pull_request:46376", "pull_request:46509", "pull_request:46658", - "pull_request:46836", "pull_request:47003", "pull_request:47096", "pull_request:47143", @@ -24048,28 +24243,23 @@ "pull_request:47166", "pull_request:47175", "pull_request:47181", + "pull_request:47184", "pull_request:47198", "pull_request:47243", "pull_request:47253", "pull_request:47291", "pull_request:47298", "pull_request:47301", - "pull_request:47304", "pull_request:47306", - "pull_request:47307" + "pull_request:47311" ], "soft_pairs": [ - "pull_request:47198|pull_request:47301", - "pull_request:47143|pull_request:47163", "pull_request:46196|pull_request:47143", "pull_request:47181|pull_request:47198", - "pull_request:47198|pull_request:47304", - "pull_request:46836|pull_request:47307", - "pull_request:43451|pull_request:47307", - "pull_request:47096|pull_request:47307", - "pull_request:47003|pull_request:47307", + "pull_request:47181|pull_request:47311", + "pull_request:46376|pull_request:47311", + "pull_request:43451|pull_request:47311", "pull_request:47143|pull_request:47301", - "pull_request:47143|pull_request:47307", "pull_request:43451|pull_request:47243", "pull_request:43451|pull_request:47291", "pull_request:47096|pull_request:47291", @@ -24077,6 +24267,8 @@ "pull_request:40546|pull_request:43451", "pull_request:43451|pull_request:47175", "pull_request:47096|pull_request:47175", + "pull_request:47166|pull_request:47311", + "pull_request:47184|pull_request:47311", "pull_request:43451|pull_request:46658", "pull_request:47181|pull_request:47306", "pull_request:43451|pull_request:47143", @@ -24088,8 +24280,6 @@ "pull_request:43451|pull_request:47298", "pull_request:47096|pull_request:47298", "pull_request:43451|pull_request:47306", - "pull_request:43451|pull_request:47166", - "pull_request:43451|pull_request:47181", "pull_request:47003|pull_request:47298", "pull_request:47096|pull_request:47143", "pull_request:47003|pull_request:47143", @@ -24097,232 +24287,226 @@ "pull_request:47143|pull_request:47298", "pull_request:47163|pull_request:47298" ], - "prepared_review_unit_hash": "dca5c1b8032167a72364c2d32d42b1ca9455ba0a2a65912988f24ef7a287a48c", + "prepared_review_unit_hash": "722123c35e222d5c18707b53911b31714cb5d2b467de6d6213a56943c9add8ba", "component_budget": { "node_count": 77, "item_count": 77, "soft_pair_count": 221, - "serialized_chars": 268713, - "estimated_input_tokens": 67179, - "estimated_eval_tokens": 134614 + "serialized_chars": 268109, + "estimated_input_tokens": 67028, + "estimated_eval_tokens": 134312 }, "budget": { "node_count": 22, "item_count": 22, - "soft_pair_count": 37, - "serialized_chars": 65068, - "estimated_input_tokens": 16267, - "estimated_eval_tokens": 32790 + "soft_pair_count": 32, + "serialized_chars": 62806, + "estimated_input_tokens": 15702, + "estimated_eval_tokens": 31660 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a mix of unrelated open PRs: new model integrations, exporter work, CI/test updates, docs, and a few small infra fixes. I don\u2019t see any true duplicate pairs among the soft edges.", + "summary": "This cluster is not a true duplicate set: it mixes unrelated model-addition PRs, exporter/backend work, CI/test expectation updates, and docs-only changes. No soft edge pair looks like the same concrete bug or change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a true duplicate anchor because the set is heterogeneous. If a representative must be picked, #43451 (Molmo2) is the broadest model-integration PR, but it is not a canonical duplicate for the cluster.", + "canonical_pr_reason": "No single canonical PR really fits this cluster because the PRs are unrelated; if one must be picked as the best representative, #43451 is the most complete standalone model-integration PR (code, tests, docs, auto-mapping).", "best_issue_reason": null, - "best_pr_reason": "No global best PR for deduping: the PRs target different subsystems and changes. #43451 is only the largest representative by surface area, not a duplicate center.", + "best_pr_reason": "#43451 is the strongest standalone PR in the set: it adds a full model package with supporting docs, tests, and integration wiring, making it the most representative item if a single PR must anchor the cluster.", "soft_edge_verdicts": [ { - "left": "pull_request:47198", - "right": "pull_request:47301", + "left": "pull_request:46196", + "right": "pull_request:47143", "accept": false, - "reason": "Different areas: backend compatibility fix vs docs for MTP; no shared code path or bug." + "reason": "Both are model-support PRs, but for different models and different changes (SDPA dispatch vs adding NeuCodec); not the same underlying fix." }, { - "left": "pull_request:47143", - "right": "pull_request:47163", + "left": "pull_request:47181", + "right": "pull_request:47198", "accept": false, - "reason": "NeuCodec model support vs paged-attention XPU test additions; unrelated changes." + "reason": "Cosmos3 Edge model support is unrelated to GPTBigCode/GPTNeoX vLLM backend fixes; different code paths and goals." }, { - "left": "pull_request:46196", - "right": "pull_request:47143", + "left": "pull_request:47181", + "right": "pull_request:47311", "accept": false, - "reason": "SDPA dispatch support for wav2vec2-family audio models vs a new NeuCodec model PR." + "reason": "Cosmos3 Edge model support and Gemma4 test expectation updates are unrelated." }, { - "left": "pull_request:47181", - "right": "pull_request:47198", + "left": "pull_request:46376", + "right": "pull_request:47311", "accept": false, - "reason": "Cosmos3 Edge model support vs GPT backend/vLLM compatibility fixes; different features." + "reason": "Continuous batching multimodal support is a broad runtime feature; Gemma4 CI expectation tweaks are just test updates, not the same change." }, { - "left": "pull_request:47198", - "right": "pull_request:47304", + "left": "pull_request:43451", + "right": "pull_request:47311", "accept": false, - "reason": "Code-path fix for GPT model backend vs a docs-only MPS page update." + "reason": "Molmo2 model integration is unrelated to Gemma4 H100 expectation changes." }, { - "left": "pull_request:46836", - "right": "pull_request:47307", + "left": "pull_request:47143", + "right": "pull_request:47301", "accept": false, - "reason": "Unlimited OCR model integration vs AMD runner-group CI rename; unrelated." + "reason": "NeuCodec model support and MTP docs are distinct features with no shared code-path bug." }, { "left": "pull_request:43451", - "right": "pull_request:47307", + "right": "pull_request:47243", "accept": false, - "reason": "Molmo2 model addition vs CI runner-group config change; no overlap." + "reason": "Molmo2 support is unrelated to Executorch exporter fixes." }, { - "left": "pull_request:47096", - "right": "pull_request:47307", + "left": "pull_request:43451", + "right": "pull_request:47291", "accept": false, - "reason": "Kimi exportability fixes vs CI runner-group rename; different code paths." + "reason": "Molmo2 model support and CB config deprecation are different areas and changes." }, { - "left": "pull_request:47003", - "right": "pull_request:47307", + "left": "pull_request:47096", + "right": "pull_request:47291", "accept": false, - "reason": "OpenVINO exporter work vs CI runner-group rename; unrelated." + "reason": "Exportable Kimi and continuous-batching config deprecation are unrelated PRs." }, { - "left": "pull_request:47143", - "right": "pull_request:47301", + "left": "pull_request:47253", + "right": "pull_request:47306", "accept": false, - "reason": "NeuCodec model support vs MTP docs; not the same change." + "reason": "Tensor-parallel head sharding validation and Neuron LoRA experimentation are not the same change." }, { - "left": "pull_request:47143", - "right": "pull_request:47307", + "left": "pull_request:40546", + "right": "pull_request:43451", "accept": false, - "reason": "Model integration vs CI config rename; no shared underlying bug." + "reason": "VibeVoice and Molmo2 are different model integrations; same broad subsystem only, not the same PR-worthy fix." }, { "left": "pull_request:43451", - "right": "pull_request:47243", + "right": "pull_request:47175", "accept": false, - "reason": "Molmo2 model addition vs Executorch exporter fixes; different subsystems and purposes." + "reason": "Molmo2 integration and Olmo3 CI expectation updates are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47291", + "left": "pull_request:47096", + "right": "pull_request:47175", "accept": false, - "reason": "New model support vs deprecating continuous-batching config; unrelated." + "reason": "Exportable Kimi fixes and Olmo3 CI updates do not target the same code path." }, { - "left": "pull_request:43451", - "right": "pull_request:47175", + "left": "pull_request:47166", + "right": "pull_request:47311", + "accept": false, + "reason": "Quantization test expectation adjustments are unrelated to Gemma4 H100 expectations." + }, + { + "left": "pull_request:47184", + "right": "pull_request:47311", "accept": false, - "reason": "Molmo2 integration vs Olmo3 CI expectation updates; not the same issue." + "reason": "Accelerator test decorator cleanup is unrelated to Gemma4 image-output expectation changes." }, { "left": "pull_request:43451", "right": "pull_request:46658", "accept": false, - "reason": "Molmo2 model support vs Step-3.7 flash build/conversion work; unrelated model families." + "reason": "Molmo2 integration and Step-3.7 Flash checkpoint conversion are different model additions." }, { "left": "pull_request:47181", "right": "pull_request:47306", "accept": false, - "reason": "Cosmos3 Edge model support vs standalone Neuron experimentation scripts; no shared code path." + "reason": "Cosmos3 Edge support and Neuron experiments have no shared underlying bug or change." }, { - "left": "pull_request:40546", - "right": "pull_request:43451", + "left": "pull_request:43451", + "right": "pull_request:47143", "accept": false, - "reason": "VibeVoice and Molmo2 are separate model integrations; shared docs/auto-registry patterns are too broad to duplicate." + "reason": "Molmo2 and NeuCodec are separate model integrations." }, { "left": "pull_request:43451", - "right": "pull_request:47143", + "right": "pull_request:47163", "accept": false, - "reason": "Molmo2 vs NeuCodec: separate model additions with different components and tests." + "reason": "Molmo2 support and XPU paged-attention test coverage are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46509", "accept": false, - "reason": "Molmo2 model integration vs Nemotron Omni model integration; different models and code paths." + "reason": "Molmo2 and Nemotron Omni are separate model integrations." }, { "left": "pull_request:43451", "right": "pull_request:47096", "accept": false, - "reason": "Molmo2 addition vs Kimi exportability fix; not the same underlying change." + "reason": "Molmo2 integration is unrelated to Kimi exportability fixes." }, { "left": "pull_request:43451", "right": "pull_request:47003", "accept": false, - "reason": "Molmo2 model support vs OpenVINO exporter implementation; unrelated subsystems." + "reason": "Molmo2 model addition and OpenVINO exporter support are different changes, even though both touch docs/auto-registration." }, { "left": "pull_request:47003", "right": "pull_request:47096", "accept": false, - "reason": "OpenVINO exporter implementation vs Kimi exportability fix; both exporter-related but distinct problems and not mergeable as one PR." + "reason": "OpenVINO exporter work and Exportable Kimi are distinct exporter/model changes, not one concrete fix." }, { - "left": "pull_request:43451", + "left": "pull_request:47003", "right": "pull_request:47298", "accept": false, - "reason": "Molmo2 model integration vs image decoding fallback for MI450; unrelated." - }, - { - "left": "pull_request:47096", - "right": "pull_request:47175", - "accept": false, - "reason": "Kimi exportability fix vs OLMo3 CI expectation tweak; different goals." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47166", - "accept": false, - "reason": "Molmo2 integration vs quantization test extension; not the same bug/change." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47181", - "accept": false, - "reason": "Molmo2 and Cosmos3 Edge are different model integrations; only broad registry/docs overlap." + "reason": "OpenVINO exporter support and MI450 image fallback fixes address unrelated issues." }, { "left": "pull_request:47096", "right": "pull_request:47298", "accept": false, - "reason": "Kimi exporter support vs image-loading fallback for ROCm/MI450; unrelated." + "reason": "Exportable Kimi fixes and MI450 image decoding fallbacks are unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:47143", + "right": "pull_request:47306", "accept": false, - "reason": "Molmo2 and NeuCodec are separate model additions; shared infra changes are incidental." + "reason": "Molmo2 model integration and Neuron LoRA experiment scripts are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47306", + "left": "pull_request:47003", + "right": "pull_request:47143", "accept": false, - "reason": "Molmo2 integration vs Trainium/Neuron experiment scripts; no common fix." + "reason": "OpenVINO exporter support and NeuCodec model support are unrelated." }, { - "left": "pull_request:43451", + "left": "pull_request:47096", "right": "pull_request:47143", "accept": false, - "reason": "Molmo2 and NeuCodec are unrelated model-support PRs." + "reason": "Exportable Kimi fixes and NeuCodec support are different model/exporter changes." }, { "left": "pull_request:47003", - "right": "pull_request:47143", + "right": "pull_request:47175", + "accept": false, + "reason": "OpenVINO exporter support and Olmo3 CI expectation updates are not the same underlying change." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47163", "accept": false, - "reason": "OpenVINO exporter PR vs NeuCodec model support PR; unrelated." + "reason": "Kimi exportability fixes and paged-attention XPU test updates are unrelated." }, { "left": "pull_request:47143", "right": "pull_request:47298", "accept": false, - "reason": "NeuCodec model support vs MI450 image-decoding fallback; different code paths and symptoms." + "reason": "NeuCodec model support and MI450 image-loading fallback fixes are unrelated." }, { "left": "pull_request:47163", "right": "pull_request:47298", "accept": false, - "reason": "Paged-attention XPU test updates vs image-loading fallback fix; unrelated test vs runtime issue." + "reason": "Paged-attention XPU test additions do not address the MI450 image-decoding issue." } ] }, @@ -24352,7 +24536,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "9a1caf90238628d62d428f38e51fa64a4b1c051017eb80f591c16f5d338e0839", + "prepared_review_unit_hash": "20629b17d74b6890a9acb5266e99db727ea3ba4210670957634a0332d560b3d9", "component_budget": { "node_count": 2, "item_count": 2, @@ -24374,18 +24558,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open pull requests, but they address unrelated features: TimesFM covariate forecasting vs. DINOv3 image classification support. There is no duplicate/change-equivalence signal between them.", - "confidence": 0.98, + "summary": "The two PRs are not duplicates: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They touch different models, files, and code paths.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR among these two; they are unrelated feature PRs for different model families and should not be merged into one duplicate cluster.", "best_issue_reason": null, - "best_pr_reason": "No PR is a good cluster canonical because the two PRs fix/add different functionality in different model families and are not mergeable into one change.", + "best_pr_reason": "If forced to pick a representative, PR #41224 is slightly better as a cluster anchor because it is the more mature, well-discussed change, but it is not a duplicate of #40755.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models, different code paths, and different feature goals; this is only a weak topical similarity, not the same underlying change." + "reason": "Different model families and concrete changes (TimesFM covariates vs DINOv3 image classification); no shared bug or mergeable code-path fix." } ] }, @@ -24478,7 +24662,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "426b322dc940fbc02ceac4558809f77954b08906fa5be504efb7d3a3d650c3d3", + "prepared_review_unit_hash": "7b1e67612bee70313f686902e45c7779356a379b16b83cf93372e4b6dc83ed68", "component_budget": { "node_count": 2, "item_count": 2, @@ -24500,18 +24684,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related GitHub Actions maintenance PRs, but they address different underlying upgrades: one is for Node 24 compatibility of core workflow actions, the other bumps docker/build-push-action to newer versions. They should not be merged as duplicates.", - "confidence": 0.95, + "summary": "Two open PRs both update GitHub Actions versions across workflow files, but they target different action families and different maintenance goals, so they do not look like duplicates of the same change.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better canonical representative because it has a clear, specific goal\u2014upgrading workflow actions for Node 24 compatibility\u2014and updates a broad set of workflows consistently around that requirement.", + "canonical_pr_reason": "pull_request:42975 is the broader workflow-maintenance PR and is the better anchor for this cluster, but it is still distinct from the other PR.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the strongest representative of the cluster because its scope and intent are explicit and cohesive, whereas PR 42976 is a separate action-version bump for docker build workflows.", + "best_pr_reason": "pull_request:42975 best represents the cluster because it spans many workflow files and is explicitly about Node 24 compatibility, making it the more general action-upgrade change.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Different underlying changes: 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while 42976 bumps docker/build-push-action from v5 to v6. Shared workflow files alone are not enough to treat them as the same fix." + "reason": "Both PRs touch GitHub Actions workflow maintenance, but 42975 upgrades core workflow actions for Node 24 compatibility while 42976 upgrades docker/build-push-action and related versions. They affect different code paths and could be merged separately." } ] }, @@ -24546,7 +24730,7 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "6a2a0e734141873ce214da2bca571e6bba55d9bf14fb1fd511df5be1cc90c783", + "prepared_review_unit_hash": "15408ef468c85dd56ab8ada8fa45f3e161e453aec0092b81a43bac8c5d26c929", "component_budget": { "node_count": 4, "item_count": 4, @@ -24568,36 +24752,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four PRs are independent model-addition changes that only share broad Transformers plumbing (docs, auto mappings, tests). They do not look like duplicates or the same underlying code-path fix/change, so no soft edge should be accepted.", - "confidence": 0.96, + "summary": "All four pull requests are distinct model additions, not duplicates: ViT NEPA, Molmo, CTSM, and Step 3.7 Flash each introduce separate model families, configs, docs, and tests. The shared changes are mostly boilerplate registry/docs updates in the same subsystem, which is not enough to merge them as one underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a good canonical representative here: each adds a different model family (ViT NEPA, Molmo, CTSM, Step3p7) with separate configs, modeling files, and tests.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No PR is globally best for a duplicate cluster because the set is heterogeneous and not actually duplicative; picking one would be arbitrary.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Both add new models, but they are different model families with different implementation and test surfaces; shared docs/auto-registry edits are too broad to indicate the same change." + "reason": "Different model integrations (ViT NEPA vs Molmo). They share docs/auto-registry boilerplate, but the added code paths, configs, processors, and tests are for different architectures." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are unrelated model additions. Overlap in transformers auto-registration and docs is incidental, not evidence of one underlying bug or change." + "reason": "ViT NEPA and CTSM are unrelated model additions. Overlap in _toctree/auto-model registration is broad infrastructure, not evidence of the same bug or change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are separate model integrations touching different code paths and filenames beyond generic model scaffolding; not mergeable as one duplicate PR." + "reason": "Molmo and CTSM add different model families with different filenames, modules, and tests. Shared auto-mapping/docs changes are too generic to treat as one duplicate PR." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3p7 are distinct model-addition PRs. They share broad auto-mapping/docs changes, but not the same concrete feature or bug fix." + "reason": "CTSM and Step 3.7 Flash are separate model additions. Even though both touch auto mappings and docs, they target different concrete implementations and cannot plausibly be merged into one PR as a single fix/change." } ] }, @@ -24646,130 +24830,130 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "e05077cdf45c8f4783b50768a2d8244c95929457a93d09b91f51ff866e97692f", + "prepared_review_unit_hash": "c4be873adda4e617c6f3e4f5d895778e2ecdbbbc808a2cad9f5c60a0fcdfb0c5", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19604, - "estimated_input_tokens": 4901, - "estimated_eval_tokens": 10058 + "serialized_chars": 19595, + "estimated_input_tokens": 4899, + "estimated_eval_tokens": 10054 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19604, - "estimated_input_tokens": 4901, - "estimated_eval_tokens": 10058 + "serialized_chars": 19595, + "estimated_input_tokens": 4899, + "estimated_eval_tokens": 10054 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Most items are unrelated PRs touching different subsystems. The only likely duplicate pair is the two YOLOS fixes, which both address the same device-mismatch problem in `src/transformers/models/yolos/modeling_yolos.py` and could plausibly be merged into one PR.", - "confidence": 0.94, + "summary": "No issues are present; the only plausible duplicate PR pair is the two YOLOS fixes, which address the same device_map mismatch bug. The remaining PRs are unrelated or too broad/test-only to merge as duplicates.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "`pull_request:46922` is the best canonical PR candidate: it addresses the concrete YOLOS device-mismatch path directly in the forward pass and also includes the `no_split_modules` adjustment, so it reads like the more complete fix for the same bug.", + "canonical_pr_reason": "PR 46922 is the best representative: it fixes the concrete YOLOS forward-pass device mismatch directly and includes the split-module adjustment, making it the more complete change.", "best_issue_reason": null, - "best_pr_reason": "`pull_request:46922` is the strongest overall PR in the cluster because it fixes the actual runtime device mismatch in addition to the model-splitting safeguard, making it the most complete representation of the YOLOS bug fix.", + "best_pr_reason": "PR 46922 is the strongest standalone fix in this set because it targets the actual runtime bug path, not just a supporting routing/configuration tweak.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are test-oriented patches, but they target different models and different failures; no shared code path or underlying bug is evident." + "reason": "Different models and different scope; Whisper decode/test fix vs. CLIP/ViT test edits." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenizer/test changes are unrelated to the FP8 dequantization and model-loading changes in the other PR." + "reason": "Unrelated code paths: Whisper tokenization vs. FP8 dequant/loading changes." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "These touch different features: Whisper decoding/tests versus generation watermarking validation and broad test updates." + "reason": "Whisper tokenizer fix is unrelated to generation watermarking/config validation." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper decoding fixes and YOLOS device-mismatch fixes are unrelated changes in different model code paths." + "reason": "Whisper decode logic and YOLOS device mismatch are unrelated bugs." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "A failing-test placeholder PR is not the same underlying issue as CI memory/device-map adjustments for Phimoe integration tests." + "reason": "Test-only edits in CLIP/ViT do not match the CI/runtime integration fix in Phimoe." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Different models and different problem types; the shared word 'fix' is not enough to indicate the same bug." + "reason": "Only shared theme is test files; the underlying bug/change is different." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Test placeholders for CLIP/ViT do not correspond to the generation/watermarking validation change set." + "reason": "No concrete code-path overlap beyond broad test changes." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "No shared code path or bug: CLIP/ViT test edits versus YOLOS runtime device placement." + "reason": "Different models and different fix types; not the same underlying change." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequantization/model-loading work is unrelated to CI runner memory handling and Phimoe test setup." + "reason": "FP8 dequant/loading logic is unrelated to Phimoe CI/device-memory handling." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Both are broad framework changes, but they fix different issues in different subsystems and do not share a concrete bug." + "reason": "Different subsystems and bugs; no shared concrete fix path." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "FP8 quantization/dequantization fixes are not the same underlying problem as YOLOS device mismatch." + "reason": "FP8 quantization/dequantization changes are unrelated to YOLOS device placement." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation-config watermarking validation and CI/device-map memory capping are separate concerns." + "reason": "Generation watermarking validation is unrelated to Phimoe integration test fixes." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "These affect different modules and different failure modes; they should not be merged as duplicates." + "reason": "Different bug classes: generation config validation vs. YOLOS device mismatch." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "CI environment memory handling for Phimoe tests is unrelated to YOLOS model runtime device placement." + "reason": "CI RAM/device-map patching is not the same concrete bug as the YOLOS model fix." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both PRs target the same YOLOS device-mismatch bug under `device_map=\"auto\"`, touch the same model file, and can plausibly be combined into one fix." + "reason": "Both target the same YOLOS device_map=\"auto\" mismatch in the same file and issue; the patches are complementary and could be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the only accepted pair is a conservative match: both YOLOS PRs target the same issue target and the same file, and the later PR adds the runtime device fix plus the no-split safeguard. The non-YOLOS pairs are correctly treated as unrelated." + "feedback": "The judgments are grounded in the packet overall, and the only accepted soft pair (46886/46922) is a conservative mergeable duplicate on the same YOLOS device-mismatch bug. The other pair rejections are also reasonably supported. The summary is a bit terse, but not overstated enough to reject." }, "evaluator_used": true, "retried": false, @@ -24799,7 +24983,7 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "2c91daa963a79bb19fa92d28396dd9a0e59ca45a234b86ff93c322b995e45dd7", + "prepared_review_unit_hash": "f2acfd5b96518fcec7423c7fcd5050e922d51c6e8a49641a76d7f104aed61b3e", "component_budget": { "node_count": 3, "item_count": 3, @@ -24821,30 +25005,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three pull requests are not duplicates of one another. They target different areas: packaging/versioning, diff-display/testing workflow plumbing, and a security-gate workflow change.", - "confidence": 0.95, + "summary": "These three PRs are all \"don't merge\"/CI-instrumentation style changes, but they target different code paths: one edits packaging/versioning and a Vit test, one rewrites several workflow/testing helper files, and one only changes a security-gate workflow trigger. They are not the same underlying bug or change set.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 43532 is the broadest representative of the cluster, touching multiple workflow and testing-helper files; the others are narrower and clearly different changes rather than duplicates.", "best_issue_reason": null, - "best_pr_reason": "No single canonical PR stands out because the PRs address different code paths and CI concerns rather than the same underlying change.", + "best_pr_reason": "PR 43532 is the best single representative because it spans the most CI/test infrastructure and is closest to the cluster\u2019s shared theme, even though the PRs are not true duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "One changes setup/version/dependency/test metadata; the other changes a workflow trigger for the security gate. Different subsystems and different problems." + "reason": "Unrelated changes: 43488 modifies setup/versioning plus a Vit test, while 46747 only switches a workflow trigger for the security gate." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "The first is a repo-bot/setup/versioning tweak, while the second rewires comment-based CI and related test utilities. They do not fix the same bug or change." + "reason": "They both touch testing-related files, but the actual changes differ: 43488 is packaging/version/dependency plus Vit test changes, while 43532 is workflow and notification/test-harness plumbing." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both touch workflows, but one is about self-comment CI and diff visibility; the other switches the security-gate workflow trigger. They are not the same concrete change." + "reason": "43532 rewrites several CI/comment workflow and helper files; 46747 only changes one workflow\u2019s event source. Same broad area, different concrete change." } ] }, @@ -24874,12 +25058,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "274cbaf0222b2d9b08d16b4a14ed10ad4f40817ea99d42fb252d0e3507cd65a6", + "prepared_review_unit_hash": "aae5c272a805e9e1dcbb01b83f2680a6e8534677c63a4a8b9f7e9343aa453062", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -24887,7 +25071,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -24896,18 +25080,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate PRs for different promptable segmentation features. They share some docs/pipeline scaffolding, but the underlying tasks, model integrations, and test sets are different enough that they should not be treated as duplicates.", - "confidence": 0.97, + "summary": "The two PRs are superficially similar pipeline additions, but they implement different features for different segmentation tasks and different model integrations, so they should not be treated as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: #43612 adds Promptable Concept Segmentation, while #43613 adds Promptable Visual Segmentation; they are different product changes, not one underlying fix.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "Neither PR is a duplicate candidate for the other. Each is a standalone feature PR for a different pipeline and code path, so there is no single best representative for a duplicate cluster.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different concrete changes: 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation with different model coverage and tests. Shared infrastructure and similar docs are not enough to merge as one PR." + "reason": "Reject: despite shared documentation and pipeline scaffolding, these PRs add different pipelines with different targets and model/test files (concept segmentation vs visual segmentation), so they do not fix the same concrete problem." } ] }, @@ -24937,7 +25121,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "b69ff46b98aaf19ce67042218857e34154f687e41cbbcdef342972d9ece3dc5e", + "prepared_review_unit_hash": "b5be902a5ee36d4396ace0c78ca61b67a5fafc9f8765ca7e92ecfe6a0d27bb7b", "component_budget": { "node_count": 2, "item_count": 2, @@ -24959,18 +25143,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same file but implement unrelated Trainer extension points: one changes gradient-accumulation loss scaling in training_step, the other extracts signature-column filtering for custom trainers. They are not duplicates and should not be merged together.", + "summary": "These two PRs are related only by both editing `trainer.py` and enabling custom-trainer extensibility, but they fix different code paths: gradient-accumulation loss scaling vs. signature-column filtering. They should not be clustered as duplicates.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical duplicate PR here; if forced to pick a representative, PR #43651 is the more self-contained trainer behavior change and reads as the stronger standalone fix.", + "canonical_pr_reason": "PR 43651 is the better canonical representative because it makes a concrete training-step behavior change in one place (`training_step`) around gradient accumulation loss scaling; PR 43663 addresses a separate input-column filtering hook.", "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the best representative of the cluster because it targets a concrete training bug/behavior change in the main training path, whereas PR #43663 is a separate refactor/override hook for data column filtering.", + "best_pr_reason": "PR 43651 is the stronger representative of the cluster since it targets a specific runtime bug/behavior change, while PR 43663 is a different extensibility change in a separate preprocessing path.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different underlying changes: #43651 alters loss scaling during gradient accumulation in training_step, while #43663 adds a hook for signature-column filtering. Shared file alone is not enough to treat them as the same fix." + "reason": "Different underlying problems: 43651 changes loss normalization during gradient accumulation, while 43663 adds an overrideable method for signature-based column filtering. Same file and broad trainer area, but not the same fix and not something that would plausibly be one PR." } ] }, @@ -25000,7 +25184,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "19ccd8b9ab8f598f3510353119687294bf96abbdae9384986a76146f24b804b2", + "prepared_review_unit_hash": "c5d78fcab392c51fd8e2b466d848ee2faad7eb260c59c1a8fec2fb21061219db", "component_budget": { "node_count": 2, "item_count": 2, @@ -25022,28 +25206,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same cli/serve.py TypeAdapter annotation NameError in the Transformers CLI; the second PR is a narrower, more explicit fix for the pydantic-not-installed case, while the first includes broader typing cleanup in the same code path.", - "confidence": 0.88, + "summary": "These two PRs touch the same file and both involve annotation handling, but they fix different problems: 43656 is a broader `from __future__ import annotations`/typing cleanup, while 43842 specifically addresses the `TypeAdapter` import/NameError path when pydantic is absent. They should not be merged as duplicates on the available evidence.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the cleaner canonical PR: it directly addresses the TypeAdapter NameError in the CLI with a minimal TYPE_CHECKING import/annotation fix, and its title/body match the concrete failure mode more explicitly.", + "canonical_pr_reason": "PR 43842 is the better canonical PR because it is the most targeted fix for the concrete `TypeAdapter` NameError path and makes the minimal code change needed for the pydantic-optional case.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the best representative because it focuses on the specific runtime NameError scenario without extra unrelated typing refactors, making it the most precise match for triage.", + "best_pr_reason": "PR 43842 is the best representative overall because it is narrowly scoped, directly tied to the runtime failure mode, and less likely to subsume unrelated typing cleanup than 43656.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": true, - "reason": "Both PRs fix the same underlying TypeAdapter NameError in src/transformers/cli/serve.py; the changes differ mainly in scope and wording, but they target the same concrete code-path problem." + "accept": false, + "reason": "Reject: shared filename and annotation-adjacent changes are not enough to show the same underlying bugfix. 43656 adds `from __future__ import annotations` and broader typing cleanup, while 43842 explicitly imports `TypeAdapter` under `TYPE_CHECKING` and quotes one annotation for the pydantic-optional path; their explicit issue targets also differ." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: both PRs modify src/transformers/cli/serve.py and address the same TypeAdapter annotation NameError class of bug. PR #43656 is the broader fix via `from __future__ import annotations` and related typing cleanup, while PR #43842 is the narrower `TYPE_CHECKING`/quoted-annotation variant for the pydantic-not-installed case. The soft-edge acceptance is conservative enough here because they look like alternative implementations of the same bugfix rather than unrelated changes." + "accept": false, + "feedback": "Reject the soft-edge accept. The packet only shows shared filename/annotation-area similarity, not strong evidence that these two PRs are alternative implementations of the same bugfix. PR 43656 adds `from __future__ import annotations` plus broader typing cleanup; PR 43842 specifically imports `TypeAdapter` under `TYPE_CHECKING` and quotes one annotation for the pydantic-optional path. Their explicit issue targets also differ. This is too strong to mark as mergeable for the same bug without more direct evidence." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -25164,8 +25348,8 @@ "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:44071", "pull_request:44066|pull_request:44068", "pull_request:44018|pull_request:44066", "pull_request:44019|pull_request:44722", @@ -25199,8 +25383,8 @@ "pull_request:44018|pull_request:44059", "pull_request:44056|pull_request:44101", "pull_request:44059|pull_request:44066", - "pull_request:44101|pull_request:44161", "pull_request:43997|pull_request:44017", + "pull_request:44101|pull_request:44161", "pull_request:43997|pull_request:44056", "pull_request:44071|pull_request:44076", "pull_request:44074|pull_request:44101", @@ -25229,451 +25413,397 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "8052d2ce7c6a253a5592554175ccae26a5f6fcf11fbd95e3848ef70139efa05b", + "prepared_review_unit_hash": "ac9abf3e1213101936b6b685196a03f8f16dae58c9ac499344a7a37d5bbb9b27", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84507, - "estimated_input_tokens": 21127, - "estimated_eval_tokens": 42510 + "serialized_chars": 84509, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76938, - "estimated_input_tokens": 19235, - "estimated_eval_tokens": 38726 + "serialized_chars": 76942, + "estimated_input_tokens": 19236, + "estimated_eval_tokens": 38728 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a pile of model-specific output-tracing refactors. Only a few pairs are true duplicates within the same concrete code path (notably GPT-J/CodeGen and GPT-Neo; possibly the ResNet/Flaubert-style subsets are still distinct enough to reject unless they touch the same exact file and change).", - "confidence": 0.88, + "summary": "This is mostly a theme cluster of model-specific output-tracing refactors, not one broad duplicate set. The only clear duplicate-like subgroup is GPT-J/CodeGen, plus a smaller GPT-Neo pair; the rest are separate model code paths and should stay split.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "44722 is the strongest representative of the main duplicate subcluster: it covers the same GPT-J/CodeGen output-tracing refactor with the same issue target and is broader than the narrower GPT-J-only variants.", + "canonical_pr_reason": "44066 is the safest representative for the duplicate-like GPT-J/CodeGen subgroup because it spans both gptj and codegen and carries the shared issue target; the visible evidence does not justify calling 44722 definitively broader or more complete.", "best_issue_reason": null, - "best_pr_reason": "44722 is the best single PR to anchor the cluster because it most completely captures the repeated GPT-J/CodeGen change pattern and subsumes narrower variants in the same files.", + "best_pr_reason": "For triage, 44066 is the most defensible anchor among the overlapping GPT-J/CodeGen PRs, while 44722 is only a near-peer sibling from the visible diff rather than a clearly superior canonical merge point.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and code paths; only the generic output-tracing theme overlaps." + "reason": "Different model families and code paths; same refactor style is not enough." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model backends and unrelated forward paths." + "reason": "Different model families and code paths; same refactor style is not enough." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor in the same file; one is just a narrower variant of the same change." + "reason": "Same GPT-J output-tracing refactor in modeling_gptj.py; 44085 looks like a narrower variant of the same change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different model families; same subsystem theme is not enough for duplication." + "reason": "Different model implementations; not the same underlying bug or change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different backbones and code paths." + "reason": "EfficientNet vs GPT-J/CodeGen are unrelated model code paths." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen versus EfficientNet; not the same underlying change." + "reason": "GPT-J/CodeGen vs EfficientNet are unrelated model paths." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "Different model files and different concrete code paths." + "reason": "MobileNetV2 and DeBERTa-v2 are separate implementations." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J versus MGP-STR; only the refactor pattern is similar." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-J/CodeGen versus MPT; same refactor theme, different implementation." + "reason": "GPT-J/CodeGen and MGP-STR are different model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo file and same output-tracing migration; these look like variants of the same change." + "reason": "Same GPT-Neo output-tracing refactor on the same model family and file set." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are unrelated implementations." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "Different model families and different files." + "reason": "GPT-J/CodeGen and GPT-Neo are different model families." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo versus GPT-J/CodeGen; not the same code path." + "reason": "GPT-Neo and GPT-J/CodeGen are different model families." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet versus GPT-J/CodeGen; unrelated concrete changes." + "reason": "ResNet and GPT-J/CodeGen are unrelated model code paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "Different model files and behavior." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated implementations." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet versus GPT-J; only the generic tracing refactor overlaps." + "reason": "ResNet and GPT-J are separate model paths." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "Different models and code paths." + "reason": "GPT-Neo and ResNet are unrelated model families." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet versus MPT; not a duplicate fix." + "reason": "ResNet and MPT are unrelated model implementations." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo versus GPT-J/CodeGen; related theme but different implementation." + "reason": "GPT-Neo and GPT-J/CodeGen are different model families." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo versus Flaubert; different concrete code paths." + "reason": "GPT-Neo and Flaubert/XLM are unrelated code paths." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo versus Flaubert; not the same underlying bug/change." + "reason": "GPT-Neo and Flaubert/XLM do not share the same underlying change." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT versus GPT-J/CodeGen; different model-specific refactors." + "reason": "MPT and GPT-J/CodeGen are unrelated implementations." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo versus GPT-J; not the same code path." + "reason": "GPT-Neo and GPT-J are different model families." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo versus MGP-STR; only the tracing pattern is shared." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44086", - "accept": false, - "reason": "Different model families and files." + "reason": "GPT-Neo and MGP-STR are unrelated model changes." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 versus MGP-STR; unrelated model implementations." + "reason": "GPT2 and MGP-STR are unrelated model code paths." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT versus Flaubert/XLM; same general refactor theme but not the same code path." + "reason": "ViLT and Flaubert/XLM are different models." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT2 versus GPT-J/CodeGen; different model code." + "reason": "GPT2 and GPT-J/CodeGen are different model families." }, { - "left": "pull_request:44071", - "right": "pull_request:44098", + "left": "pull_request:44017", + "right": "pull_request:44161", "accept": false, - "reason": "MPT versus ViLT; unrelated concrete changes." + "reason": "SegFormer and LongT5 are unrelated implementations." }, { "left": "pull_request:44073", "right": "pull_request:44161", "accept": false, - "reason": "VisualBert versus LongT5; different models and implementations." + "reason": "VisualBERT and LongT5 are different model paths." }, { "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "VisualBert versus Flaubert/XLM; not the same underlying change." + "reason": "VisualBERT and Flaubert/XLM are unrelated changes." }, { "left": "pull_request:44059", "right": "pull_request:44071", "accept": false, - "reason": "GPT2 versus MPT; different code paths." + "reason": "GPT2 and MPT are separate model families." }, { "left": "pull_request:44018", "right": "pull_request:44059", "accept": false, - "reason": "GPT-Neo versus GPT2; same theme, different model." + "reason": "GPT-Neo and GPT2 are different model code paths." }, { "left": "pull_request:44056", "right": "pull_request:44101", "accept": false, - "reason": "MPNet versus Flaubert/XLM; not the same concrete fix." + "reason": "MPNet and Flaubert/XLM are unrelated implementations." }, { "left": "pull_request:44059", "right": "pull_request:44066", "accept": false, - "reason": "GPT2 versus GPT-J/CodeGen; different model-specific work." + "reason": "GPT2 and GPT-J/CodeGen are not the same refactor." }, { - "left": "pull_request:44101", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44017", "accept": false, - "reason": "Flaubert/XLM versus LongT5; unrelated model code." + "reason": "RegNet and SegFormer are different model code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44017", + "left": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet versus SegFormer; only the refactor pattern overlaps." + "reason": "Flaubert/XLM and LongT5 are unrelated model changes." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet versus MPNet; different code paths." + "reason": "RegNet and MPNet are unrelated implementations." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT versus ImageGPT; not the same underlying change." + "reason": "MPT and ImageGPT are unrelated model code paths." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet versus Flaubert/XLM; different model implementations." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44161", - "accept": false, - "reason": "MPNet versus LongT5; unrelated concrete changes." + "reason": "TextNet and Flaubert/XLM are separate implementations." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet versus GPT-Neo; different models and files." + "reason": "RegNet and GPT-Neo are different model families." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet versus LongT5; same broad theme, different code paths." + "reason": "RegNet and LongT5 are unrelated changes." }, { "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "TextNet versus LongT5; not the same fix." + "reason": "TextNet and LongT5 are unrelated model paths." }, { "left": "pull_request:44018", "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo versus LongT5; different model-specific changes." + "reason": "GPT-Neo and LongT5 are unrelated code paths." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert versus MPT; different code paths." + "reason": "SqueezeBert and MPT are different model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo versus SpeechT5; unrelated concrete changes." + "reason": "GPT-Neo and SpeechT5 are unrelated model code paths." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert versus VisualBert; not the same underlying bug/change." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44074", - "accept": false, - "reason": "RegNet versus TextNet; different models." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44018", - "accept": false, - "reason": "SqueezeBert versus GPT-Neo; only the refactor style overlaps." - }, - { - "left": "pull_request:44074", - "right": "pull_request:44161", - "accept": false, - "reason": "TextNet versus LongT5; different model families." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT2 versus MPT; different implementations." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44059", - "accept": false, - "reason": "GPT-Neo versus GPT2; not a duplicate change." + "reason": "SqueezeBert and VisualBERT are separate models." }, { - "left": "pull_request:44059", - "right": "pull_request:44066", - "accept": false, - "reason": "GPT2 versus GPT-J/CodeGen; different concrete code paths." - }, - { - "left": "pull_request:44101", + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert/XLM versus LongT5; unrelated model-specific work." + "reason": "MPNet and LongT5 are unrelated implementations." }, { "left": "pull_request:43997", - "right": "pull_request:44018", + "right": "pull_request:44074", "accept": false, - "reason": "RegNet versus GPT-Neo; different files and behavior." + "reason": "RegNet and TextNet are different model code paths." }, { "left": "pull_request:43997", - "right": "pull_request:44161", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet versus LongT5; only broad refactor similarity." + "reason": "RegNet and SpeechT5 are unrelated changes." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:44071", + "right": "pull_request:44086", "accept": false, - "reason": "TextNet versus LongT5; different concrete changes." + "reason": "MPT and MGP-STR are different model families." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert versus DeBERTa; not the same code path." + "reason": "SqueezeBert and DeBERTa-v2 are separate model implementations." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa versus TextNet; unrelated implementations." + "reason": "DeBERTa-v2 and TextNet are unrelated code paths." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet versus ImageGPT; similar refactor theme, different model code." + "reason": "FocalNet and ImageGPT are different model families." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor in the same files; 44722 is the broader later version." + "reason": "Same GPT-J/CodeGen output-tracing rewrite across the same code paths and shared issue target." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J file-level refactor; 44722 subsumes the GPT-J-only variant." + "reason": "Same GPT-J output-tracing change; 44722 is just the broader sibling, not a different bug." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J versus SpeechT5; different model and change." + "reason": "GPT-J and SpeechT5 are unrelated model code paths." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet versus ResNet/RegNet/RT-DETR; not the same underlying change." + "reason": "CVT/FNet and RegNet/ResNet are different model implementations." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet versus SpeechT5; unrelated model code." + "reason": "CVT/FNet and SpeechT5 are unrelated changes." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa versus SpeechT5; different code paths." + "reason": "DeBERTa-v2 and SpeechT5 are different model code paths." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa versus ViTS; only the output-tracing theme overlaps." - }, - { - "left": "pull_request:44024", - "right": "pull_request:44076", - "accept": false, - "reason": "FocalNet versus ImageGPT; not the same concrete bug/change." + "reason": "DeBERTa-v2 and ViLT are unrelated model implementations." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary stays conservative and is supported by the packet. The accepted duplicate pairs are the ones that clearly share the same concrete file-level refactor path (GPT-J/CodeGen and GPT-Neo variants), and the rejected pairs are appropriately treated as model-specific or only theme-level similarities. I don\u2019t see an overstatement of evidence or a non-mergeable PR-pair acceptance." + "accept": false, + "feedback": "The soft-edge calls are mostly conservative, but the representative-PR rationale overstates what the packet shows. In particular, 44722 is not clearly the \u2018most complete\u2019 or \u2018broadest\u2019 GPT-J/CodeGen refactor from the visible evidence: 44066 also touches both gptj and codegen and has the same issue target, so the claim that 44722 is the best anchor is not well-supported. The cluster summary is directionally right, but it should avoid ranking 44722 as the definitive canonical PR without stronger evidence." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -25705,64 +25835,64 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "ff771c4e00a6fafe1d9cc4a438b7389b8536bd3aacdf7bcec1874654fccea647", + "prepared_review_unit_hash": "c0e80977a296882d6e1a0c6411ee026ce7e1f8a8eec1458694e05184cace4501", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84507, - "estimated_input_tokens": 21127, - "estimated_eval_tokens": 42510 + "serialized_chars": 84509, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13069, - "estimated_input_tokens": 3268, - "estimated_eval_tokens": 6792 + "serialized_chars": 13067, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All items are pull requests for model-specific refactors to standardized output capture/tracing, but they target different model implementations and code paths rather than the same underlying bug or change.", - "confidence": 0.91, + "summary": "These are related refactor PRs for standardized output tracing, but they target different model implementations (RegNet, SqueezeBert, MPNet, VisualBert, TextNet, SpeechT5). They share a theme, not the same concrete bug or change, so they should not be deduplicated across model boundaries.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "44129 is the strongest representative because it has an explicit issue link, a clear standardized output-capture refactor, and a concrete model-specific implementation change in SpeechT5.", + "canonical_pr_reason": "PR #44129 is the best representative because it has an explicit issue link, a clearly scoped model-specific refactor, and the strongest evidence of a complete end-to-end change in the standardized output capture migration.", "best_issue_reason": null, - "best_pr_reason": "44129 is the best single PR to anchor the cluster: it is clearly scoped, explicitly tracked to issue 43979, and fits the shared output-tracing migration theme.", + "best_pr_reason": "PR #44129 is the most suitable global representative: it is concrete, well-scoped, and tied to a tracking issue, while the others are parallel migrations in different models rather than duplicates of the same fix.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-tracing refactors, but they modify different models (VisualBert vs TextNet) and different forward/model wiring; they are related migration work, not the same concrete change." + "reason": "Both are output-tracing refactors, but they touch different models and code paths (VisualBert vs TextNet). Similar pattern is not enough to treat them as the same change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Same general capture_outputs migration theme, but MPNet and VisualBert are separate model implementations with distinct output-recording mappings and code paths." + "reason": "MPNet and VisualBert are separate model implementations with distinct forward/tracing logic; this looks like parallel cleanup, not one mergeable duplicate PR." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are independent model-level refactors for different architectures; they share the same refactor pattern but not the same underlying bug or patch." + "reason": "These are model-specific output-capture migrations in different files and architectures, so they do not appear to fix the same underlying bug." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model files with similar standardized-output refactors, but there is no sign they fix the same issue or could be one merged PR." + "reason": "RegNet and SqueezeBert are unrelated model code paths; the PRs share a refactor theme but not a single concrete change that should be merged together." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both touch output tracing, but SqueezeBert and SpeechT5 are distinct model-specific changes; the shared theme is too broad to treat as one duplicate change." + "reason": "SqueezeBert and SpeechT5 are different models with different output semantics; the shared standardized-tracing goal is too broad to call them duplicates." } ] }, @@ -25842,268 +25972,256 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "05fe276064742b113d5d8732a6471595a055dd72921f17d59333a3e4bfb50782", + "prepared_review_unit_hash": "a3feab9eab5a26b4f72f8f5c4e78324b52bbcfd25009f39967264224aad48af2", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40179, - "estimated_input_tokens": 10045, - "estimated_eval_tokens": 20346 + "serialized_chars": 40176, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40179, - "estimated_input_tokens": 10045, - "estimated_eval_tokens": 20346 + "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": "This cluster is a set of similarly named but model-specific output-tracing refactors across unrelated Transformers architectures. They share a theme, not a single underlying bug or change, so the soft matches are mostly false positives for duplicate triage.", - "confidence": 0.91, + "summary": "A batch of similarly titled but model-specific refactors around output tracing / can_return_tuple. They share a theme, but they do not look like duplicates of the same underlying change.", + "confidence": 0.62, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical duplicate here; if one PR must represent the cluster, pull_request:44003 is the strongest exemplar because it makes the most substantial tracing/infrastructure changes and spans closely related Mamba/Falcon-Mamba codepaths.", + "canonical_pr_reason": "PR 44025 is the cleanest representative of the cluster\u2019s shared theme: a focused output-tracing refactor with concrete code changes and related test/file updates, while still being narrowly scoped to one model family.", "best_issue_reason": null, - "best_pr_reason": "pull_request:44003 is the best representative PR for the cluster theme: it is the most substantial refactor, adds output-capture plumbing, and covers a closely related pair of model implementations rather than a narrow one-off tweak.", + "best_pr_reason": "PR 44025 is a good representative PR for the cluster because it most clearly shows the recurring pattern (adding can_return_tuple and simplifying forward signatures) without being overly broad.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and files (timm_backbone vs upernet); same refactor theme, but not the same concrete code change." + "reason": "Same refactor theme, but different models and code paths (timm_backbone vs upernet); not the same mergeable change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Both are output-tracing refactors, but they affect unrelated models (timm_backbone vs vision_text_dual_encoder) and would not merge into one PR." + "reason": "Both are output-tracing refactors, but they target unrelated architectures and forward paths." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Unrelated model implementations (timm_backbone vs univnet); shared wording is not enough for duplicate status." + "reason": "Different model implementations with separate output handling; too broad to treat as one change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and codepaths (timm_backbone vs mamba/falcon_mamba); same refactor pattern, not the same fix." + "reason": "These touch different model families and distinct forward logic, so they are not the same underlying bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "timm_backbone and codegen are unrelated subsystems; they only share the generic output-tracing refactor goal." + "reason": "CodeGen-specific forward signature refactor is unrelated to timm_backbone output tracing." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model codepaths (timm_backbone vs rwkv); no shared concrete bug or patch." + "reason": "Different model and code path; only the high-level refactor theme matches." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated models; same refactor label does not make them duplicates." + "reason": "MobileNetV1 and UnivNet are unrelated implementations; the shared theme is too broad." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "MobileNetV1 vs UperNet touches different forward implementations and outputs; not the same underlying change." + "reason": "No shared code path or concrete bug; only similar tracing cleanup." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families (MobileNetV1 vs Depth Anything variants); no shared concrete codepath problem." + "reason": "Different model families and different output-capture plumbing; not one PR." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "MobileNetV1 and VisionEncoderDecoder are unrelated architectures; only the generic tracing refactor theme overlaps." + "reason": "These are separate model-specific refactors, not the same fix." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "MobileNetV1 vs SpeechEncoderDecoder are distinct model codepaths, so these are not mergeable duplicates." + "reason": "Same broad refactor pattern, but unrelated encoder-decoder code paths." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "VisionTextDualEncoder and UnivNet are unrelated models; the PRs share a pattern, not a concrete change." + "reason": "Vision-text dual encoder and UnivNet are unrelated; no common concrete change." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different architectures and outputs (vision-text dual encoder vs UperNet); not the same bug or change." + "reason": "Different model code paths with no shared underlying defect." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "VisionTextDualEncoder and Mamba/Falcon-Mamba target different codepaths and cannot plausibly be one merged fix." + "reason": "Same general cleanup style, but on distinct architectures and forward signatures." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "VisionTextDualEncoder vs Depth Anything are unrelated model implementations; same refactor wording is coincidental." + "reason": "Different models and different tracing mechanisms; not plausibly one merged PR." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are separate model families; no shared concrete implementation issue." + "reason": "UnivNet and UperNet are unrelated; only the generic output-tracing refactor is shared." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "UnivNet and Depth Anything are unrelated codepaths, so this is only thematic similarity." + "reason": "These are separate model-specific changes with no shared concrete bug." }, { - "left": "pull_request:44001", - "right": "pull_request:44004", + "left": "pull_request:44002", + "right": "pull_request:44029", "accept": false, - "reason": "UnivNet and CodeGen are different model stacks with no common patchable bug." + "reason": "UperNet and RWKV have distinct forward paths and output behavior." }, { "left": "pull_request:44002", - "right": "pull_request:44029", + "right": "pull_request:44003", "accept": false, - "reason": "UperNet and RWKV are unrelated forward paths; the similarity is only that both refactor output handling." + "reason": "Different model families; the similarity is only stylistic/refactor-level." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba/Falcon-Mamba vs SuperPoint are unrelated subsystems; no single underlying bug or unified PR." + "reason": "Falcon/Mamba refactor and SuperPoint refactor affect unrelated code paths." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba/Falcon-Mamba and CodeGen have distinct implementations and output semantics; not a duplicate change." + "reason": "Mamba/Falcon Mamba and CodeGen changes are unrelated model-specific rewrites." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "TimmBackbone and CodeGen are unrelated model codepaths; generic refactor wording does not imply duplication." - }, - { - "left": "pull_request:44001", - "right": "pull_request:44004", - "accept": false, - "reason": "UnivNet and CodeGen are different model families with different output contracts." - }, - { - "left": "pull_request:44002", - "right": "pull_request:44004", - "accept": false, - "reason": "UperNet and CodeGen are unrelated; no shared code fix." + "reason": "Timm backbone and CodeGen do not share the same concrete output-tracing bug." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything and VisionEncoderDecoder are separate model families; they do not fix the same underlying issue." + "reason": "Depth Anything and Vision Encoder-Decoder are unrelated model code paths; only the refactor pattern matches." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth Anything and SpeechEncoderDecoder are different codepaths; only the refactor theme is shared." + "reason": "Different model architectures; not the same underlying change." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth Anything and SuperPoint are unrelated models; not the same concrete change." + "reason": "Depth Anything refactor and SuperPoint refactor are separate, model-specific changes." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth Anything and RWKV touch different model implementations and cannot be merged as one fix." + "reason": "These are distinct model implementations with different output-capture mechanics." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything and DPR are unrelated architectures; same high-level refactor theme only." + "reason": "Depth Anything and DPR are unrelated; the shared title is too broad." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are different wrapper models with different forward paths; not duplicates." + "reason": "Vision Encoder-Decoder and Speech Encoder-Decoder are separate code paths, so not duplicates." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "VisionEncoderDecoder and SuperPoint are unrelated codepaths; same pattern, different changes." + "reason": "Different model families and distinct forward behavior; not one mergeable PR." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder and RWKV are distinct model families; no shared concrete bug." + "reason": "RWKV output tracing is unrelated to vision encoder-decoder refactoring." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "VisionEncoderDecoder and DPR are unrelated implementations; not mergeable as one PR." + "reason": "DPR and Vision Encoder-Decoder are unrelated changes beyond the shared refactor theme." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are unrelated models; the overlap is only stylistic." + "reason": "Speech Encoder-Decoder and SuperPoint do not share a concrete bug or code path." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "SpeechEncoderDecoder and RWKV target different codepaths and output behavior." + "reason": "Unrelated model code paths; the match is only at the abstract refactor level." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder and DPR are unrelated; no common fix to consolidate." + "reason": "Different architectures and forward signatures; not the same underlying change." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are different model families with distinct output mechanics." + "reason": "SuperPoint and RWKV are unrelated, so these should stay separate." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR are unrelated implementations; not the same underlying change." + "reason": "No shared concrete fix; only both are output-tracing cleanup PRs." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are different model codepaths; same refactor label, different changes." + "reason": "RWKV and DPR touch different model code paths and output behavior." } ] }, @@ -26133,7 +26251,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "40bc2dc6903c011ab92ed52e7d3a967a38bcf38459348b084955f85f19dc5c60", + "prepared_review_unit_hash": "fe3e4a8c5bbc786026420618769a8e7f815fe3abf99da522f8d404c919d0f5a0", "component_budget": { "node_count": 2, "item_count": 2, @@ -26155,18 +26273,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-integration PRs: one adds PenguinVL, the other adds Voxtral TTS. They overlap only on generic Transformers plumbing and docs scaffolding, not on the same underlying code change.", + "summary": "These are unrelated model-support PRs: one adds PenguinVL, the other adds Voxtral TTS. They share some Transformers integration files, but the concrete model code, docs, and tests are for different architectures and use cases, so they are not duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR for the cluster: the two PRs implement different models and do not share the same underlying change.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good canonical representative for the other. If forced, 45401 is more self-contained because it targets a specific issue and a single model family, but it is still unrelated to 44662.", + "best_pr_reason": "PR 45401 is the cleaner representative only in the sense that it has an explicit issue target and a focused scope, but it is still not a duplicate of the PenguinVL PR.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Reject: they add different models with different implementations and test/docs sets. Shared auto-registration and docs files are generic boilerplate, not evidence of the same bug or change." + "reason": "Different model additions (PenguinVL vs Voxtral TTS) with distinct configs, modeling, processors, and tests; shared auto-registration/docs boilerplate is not enough to treat them as the same change." } ] }, @@ -26196,12 +26314,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "9b1d3e55555b635f939b928424e16df08509c2cc0338d5ad601f53e9038fdc52", + "prepared_review_unit_hash": "0240fcdb752c907b0290538b43d975612f7de9be7070fdaf1721a1051732c268", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -26209,7 +26327,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -26218,18 +26336,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about module/kernel fusion in Transformers, but they are not duplicates: #44979 introduces a low-level Module Fusion API, while #45363 adds user-facing n-to-1 kernel fusion via KernelConfig and touches additional integration points. They look complementary rather than mergeable into one PR.", - "confidence": 0.89, + "summary": "These PRs are related in the broad area of fusion, but they implement different layers of the stack: one introduces a generic Module Fusion API, while the other wires up KernelConfig-based n-to-1 kernel fusion integration. They are not duplicates.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "#45363 is the stronger canonical PR because it is broader and more directly user-facing, implementing the KernelConfig-based fusion path across core integration files rather than just the standalone API layer.", + "canonical_pr_reason": "PR #45363 is the better cluster representative because it is the more concrete end-to-end feature PR, spanning KernelConfig, modeling integration, and an example; it also appears to build on the foundational fusion abstractions rather than duplicate them.", "best_issue_reason": null, - "best_pr_reason": "#45363 is the best PR candidate for the cluster since it appears to deliver the actual end-user feature and spans the concrete fusion code path, whereas #44979 is mainly the foundational API work.", + "best_pr_reason": "PR #45363 is the strongest standalone PR in this cluster: it implements a specific user-facing kernel fusion workflow across multiple integration points, whereas #44979 is the narrower API foundation.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related feature area, but different scope and code paths: #44979 adds the Module Fusion API scaffolding, while #45363 implements KernelConfig-driven fusion integration. They are complementary, not the same change." + "reason": "Related but not the same change: #44979 adds a generic Module Fusion API, while #45363 implements n-to-1 kernel fusion via KernelConfig and integration changes. They address different code paths and would not plausibly be merged as one duplicate PR." } ] }, @@ -26259,7 +26377,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "1e27bc81667e988efce0a7d30b8e3be6460f1190eac95461e65c43497eddcc86", + "prepared_review_unit_hash": "5b5c499241a745fba2751553227f465518cd1576e649757b0a8728117e93211b", "component_budget": { "node_count": 2, "item_count": 2, @@ -26281,18 +26399,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same concrete AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the second PR adds test coverage and looks like the better canonical representative.", - "confidence": 0.97, + "summary": "Both PRs fix the same AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer` in the same code path. The later PR adds test coverage, so it is the better canonical representative.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the stronger canonical PR: it targets the same issue, contains the same core fix, and also includes test coverage plus more review activity.", + "canonical_pr_reason": "PR 45317 is the more complete version of the same fix: it applies the same code change and adds tests, with more review discussion.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best overall representative because it fixes the bug with added tests, making it the most complete and merge-ready version of the change.", + "best_pr_reason": "PR 45317 is the best representative because it covers the same bug fix as 45086 but is more complete and validated by tests.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError fix in the same code path; the diffs are substantively identical and could plausibly be merged as one PR." + "reason": "Same underlying AttributeError fix in the same function and file; the second PR is a superset of the first with added tests, so they are effectively the same change." } ] }, @@ -26322,7 +26440,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "d2fb5c7f0d10051789b7480a08666d465317fb68e412e2f321137405f39cb6ee", + "prepared_review_unit_hash": "39b2b1451df07f55f424ee0daeb0b633dbbd80c9ef1c516678da5ccee5b5c2cf", "component_budget": { "node_count": 2, "item_count": 2, @@ -26344,18 +26462,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two NemotronH-related PRs overlap on core model files, but they address different changes: one is a conversion/mapping refactor, the other is a broader split into NemotronH dense/sparse model families with docs/tests. They are related, not duplicates.", - "confidence": 0.88, + "summary": "Two draft PRs in the NemotronH family, but they address different layers of work: one is a conversion-mapping/refactor pass, the other is a broader model split/addition for NemotronH dense/sparse variants. Related, but not duplicates.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the broader, more complete implementation of the NemotronH model-family change and includes the visible end-user surface (docs, auto-mapping, tests, and new dense/sparse packages).", + "canonical_pr_reason": "PR #45569 is the better canonical representative because it is the broader, more complete change set: it adds the new NemotronH dense/sparse model structure, updates auto-mappings, docs, and tests, and appears to subsume the higher-level model-API work for this family.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the best representative because it appears to be the main functional change, whereas PR 45115 is a narrower internal refactor around conversion naming and inheritance.", + "best_pr_reason": "PR #45569 is the strongest standalone PR in the cluster because it covers the main architecture and product surface changes rather than only internal conversion renaming.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They overlap in NemotronH internals, but 45115 is a conversion/refactor PR while 45569 introduces the actual dense/sparse model split and documentation. Different concrete changes, not one mergeable duplicate." + "reason": "They share NemotronH filenames and model-family context, but the concrete changes differ: #45115 is focused on checkpoint conversion renames/inheritance wiring, while #45569 implements the larger NemotronH dense/sparse split and associated docs/auto-config updates. They do not look like the same underlying bug or change and would not plausibly be merged as one PR." } ] }, @@ -26385,7 +26503,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "940303624cc8396a20dbc338a3826cbe7d80d06f0162a05aeb7654f42ca4180c", + "prepared_review_unit_hash": "d800ba465aaa27cb95e913f48f67da21facb841296119de055f8b635b2e22a08", "component_budget": { "node_count": 2, "item_count": 2, @@ -26407,18 +26525,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two different typing-related pull requests in the same code area, but they do not appear to fix the same underlying change. One is a broad type-checking sweep across many files; the other adds typing abstractions and compatibility helpers for modeling_utils/PEFT-related code.", - "confidence": 0.88, + "summary": "These are related type-checking/typing cleanups, but they are not the same change. PR 45415 is a broad repo-wide typing pass, while PR 45425 adds typing protocols and aliases in shared typing utilities and model code.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the more coherent, focused change: it introduces/adjusts typing protocols and helpers in _typing.py and related runtime/type-checking code, rather than a broad repository-wide type annotation sweep.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the better representative PR for the cluster because its scope is narrower and more self-contained, centered on typing infrastructure changes instead of many-file cleanup.", + "best_pr_reason": "45425 is the more focused, self-contained typing-infrastructure change and is the better representative PR for the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are typing-related and share a few files, but they target different work: 45415 is a broad type-checking pass across many transformers modules, while 45425 adds specific typing protocols/helpers for modeling_utils and PEFT integration. They are not the same concrete change and would not plausibly merge as one PR." + "reason": "Reject: both are about typing, but they address different scopes and code paths. 45415 is a broad type-checking sweep across many files; 45425 introduces specific typing aliases/protocols used by model and PEFT code. They could not plausibly be merged as one concrete fix." } ] }, @@ -26448,7 +26566,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "0191b87c932eb3921eb1ca519937c9d69a80bdf15a355c0c661ec08dc936d662", + "prepared_review_unit_hash": "854f9865f286b9e8b52e66546080c200e0ee03cb68c95765c7630dbd10120c82", "component_budget": { "node_count": 2, "item_count": 2, @@ -26470,18 +26588,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs overlap on expert-parallel loading internals, but they address different bugs and code paths: one targets EP + DeepSpeed ZeRO-3 loading via accelerate launch, while the other fixes expert weights being overwritten by rank-0 broadcast under FSDP2. The similarity is only topical, not a true duplicate.", - "confidence": 0.86, + "summary": "Two PRs target expert-parallel loading behavior, but they fix different failure modes: one handles EP config/ZeRO-3 loading metadata, the other fixes experts being overwritten during FSDP2/rank-0 broadcast.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the better representative because it covers a concrete expert-parallel loading corruption path and has the broader set of code changes around the loading pipeline.", + "canonical_pr_reason": "PR #45662 is the better canonical representative because it addresses a concrete, user-visible corruption bug in the EP loading path and includes the broader code-path changes needed for that fix.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the strongest standalone PR in this cluster: it addresses a specific, user-facing EP weight overwrite bug with direct loader fixes. PR #45548 is narrower and focused on serialization/flag plumbing for a different loading scenario.", + "best_pr_reason": "PR #45662 is the strongest overall candidate: it targets a specific incorrect behavior, touches the relevant loading/dispatch code, and is more clearly actionable than the more metadata-oriented EP/ZeRO-3 patch.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "They share expert-parallel context, but #45548 fixes config serialization and EP detection for ZeRO-3/accelerate launch, while #45662 fixes rank-0 broadcast overwriting experts under FSDP2. Different underlying bugs and not mergeable as one PR." + "reason": "Both are about EP loading, but they fix different bugs in different paths: #45548 is about config serialization/accelerate ZeRO-3 loading, while #45662 fixes experts being overwritten by rank-0 broadcast under FSDP2. They are not the same underlying change and would not plausibly be merged as one PR." } ] }, @@ -26511,40 +26629,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "cceca99c094ff11badcecdc697b96bb2bcf73bfae98852068262764e365dddf3", + "prepared_review_unit_hash": "4a3b77dfcd8978051fa435049301210344a01443876160cb72aa211bf6fd6ace", "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": 4671, + "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": 4671, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist-related captured_info handling bug in testing_utils, and the second PR is a broader superset that also updates CI log collection. They look mergeable into one change set.", - "confidence": 0.9, + "summary": "The two PRs are closely related and share the same issue target, but they are not strict duplicates: #45639 focuses on making the debug log file xdist-safe in code, while #45645 also adds CI workflow changes to collect multiple captured_info files. That makes #45645 the broader, more representative PR, but the pair should not be merged as one duplicate change.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe output-file fix plus the CI workflow update to preserve and aggregate multiple captured_info files.", + "canonical_pr_reason": "#45645 is the better canonical PR because it covers the core xdist-safe logging change plus the CI workflow adjustment needed to consume the new per-worker artifacts. It is the more complete implementation of the fix.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest representative of the cluster since it covers the same underlying bug and the downstream CI artifact handling needed to make the fix usable.", + "best_pr_reason": "#45645 is the best representative of the cluster because it addresses the underlying captured_info/xdist collision and also preserves CI debug output, making it the most complete end-to-end fix.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", - "accept": true, - "reason": "Both PRs fix the same concrete captured_info xdist collision in src/transformers/testing_utils.py; 45645 is a superset that adds workflow log collection, so they could plausibly be merged into one PR." + "accept": false, + "reason": "Related, but not the same concrete change: #45639 only changes the testing utility to avoid xdist collisions, while #45645 additionally changes the workflow to aggregate multiple captured_info files. They could be complementary, not duplicates." } ] }, @@ -26640,7 +26758,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "9b6786e2d99586ddd9fa70f7041e6f194b5b981c0052955bddae2d5c11840e15", + "prepared_review_unit_hash": "8b31724bfd98051df7f0b90ff4a47968e127f9d0d32952df7395d703d28df2c6", "component_budget": { "node_count": 2, "item_count": 2, @@ -26662,18 +26780,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related by shared distributed files, but they are not duplicates. PR 46126 is a focused EP + Trainer integration change, while PR 46269 is a broad distributed branch-base PR that spans many unrelated subsystems and CI setup.", - "confidence": 0.9, + "summary": "The two PRs overlap in distributed/EP-related files, but they are not the same concrete change. PR 46126 is a focused EP + Trainer integration feature, while PR 46269 is a broad distributed branch base touching many unrelated areas and looks like an umbrella/bootstrap PR rather than the same fix.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46126 is the most canonical representative of the cluster because it targets one concrete feature/change (EP + Trainer integration) with a narrow, specific scope. PR 46269 is much broader and looks like a base branch or umbrella integration PR rather than the same change.", + "canonical_pr_reason": "PR 46126 is the more canonical change: it is narrowly scoped to EP and Trainer integration and has a coherent feature intent, whereas PR 46269 is a broad distributed branch base with many unrelated file changes.", "best_issue_reason": null, - "best_pr_reason": "PR 46126 is the best single PR to represent this cluster because it is the specific, user-facing EP/Trainer work; 46269 is too broad and includes many additional distributed and CI changes.", + "best_pr_reason": "PR 46126 is the best representative of the cluster because it is specific and self-contained; PR 46269 is too broad and mixed to serve as a canonical representative for the same underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Do not merge: the overlap is only in some distributed filenames, but the PRs have different scopes and purposes. 46126 is a focused EP/Trainer integration change; 46269 is a wide branch-base PR touching many other modules, CI, and distributed infrastructure. They do not appear to fix the same concrete code-path problem and would not plausibly be merged as one PR." + "reason": "Shared distributed filenames are not enough here. 46126 targets EP/Trainer integration, while 46269 is a wide base branch touching FSDP, generation, integrations, model loading, and more; they do not look like the same mergeable code-path fix." } ] }, @@ -26741,232 +26859,220 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "88a8f695cb6d84b2b6502d3d8abcfa40ca5e76e0849028a166c61e54b85f2502", + "prepared_review_unit_hash": "268a340dce245e0e612947feef34985206c4706dbd130e89de1c5a1db8d47571", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26684, - "estimated_input_tokens": 6671, - "estimated_eval_tokens": 13598 + "serialized_chars": 26675, + "estimated_input_tokens": 6669, + "estimated_eval_tokens": 13594 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26684, - "estimated_input_tokens": 6671, - "estimated_eval_tokens": 13598 + "serialized_chars": 26675, + "estimated_input_tokens": 6669, + "estimated_eval_tokens": 13594 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly unrelated CI/workflow maintenance PRs that happen to share a broad \"chore: update *.yml\" pattern. The only closer grouping is the pr-ci-security-gate edits, but they are still separate fixes rather than one duplicate change.", - "confidence": 0.93, + "summary": "This cluster is mostly a collection of unrelated workflow-chore PRs. The only tight similarity group is the pr-ci-security-gate workflow changes, but those PRs make different edits to different parts of the workflow, so they are not true duplicates.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46554 is the closest representative of the cluster because it contains the substantive security-gate behavior change; the other PRs are separate workflow tweaks or follow-up adjustments, not the same underlying fix.", + "canonical_pr_reason": "PR #46554 is the most substantive and central representative of the pr-ci-security-gate subgroup: it introduces the core security-gate logic, while the others are smaller follow-up tweaks to permissions, reusable-workflow usage, or secrets handling.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the strongest standalone change: it adds concrete security checks and a checkout step in the PR CI gate, making it the most meaningful and merge-worthy PR among the set.", + "best_pr_reason": "PR #46554 is the best global representative because it has the strongest structural similarity links and the broadest functional change within the cluster, even though the cluster as a whole is not duplicate-heavy.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and bugs: self-comment-ci stdin handling vs PR CI security-gate file checks." + "reason": "Both touch workflow automation, but they change different scripts and failure modes: stdin handling for self-comment CI vs. security-gate logic for PR CI." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Different files and behavior: self-comment-ci message piping vs security-gate permissions/approval logic." + "reason": "Unrelated workflow changes; one fixes comment piping, the other adjusts PR CI security-gate permissions and approval flow." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Unrelated changes; one updates self-comment-ci command invocation, the other only annotates the security-gate reusable workflow." + "reason": "Different workflow concerns: self-comment CI message handling vs. adding review notes about a reusable security-gate workflow." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different fixes in different workflows: self-comment-ci stdin usage vs removing inherited secrets in pr-ci-security-gate." + "reason": "No shared concrete bug; one updates comment ingestion, the other changes secret exposure in PR CI security gating." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Both touch shell quoting, but in different workflows and code paths; not the same underlying bug." + "reason": "Similar shell-safety flavor, but they fix different code paths in different workflows and are not one mergeable duplicate change." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows and purposes: SSH runner hardening vs benchmark workflow trigger expansion." + "reason": "Both are workflow edits, but one hardens SSH-runner/security handling while the other only broadens benchmark dispatch triggers." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Unrelated workflow updates: SSH runner secret cleanup vs anti-slop permission scoping." + "reason": "Different workflow fixes: SSH-runner secret handling and pinned download vs. anti-slop permission scoping." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different code paths: SSH runner changes vs assign-reviewers checkout ref selection." + "reason": "Different workflow behavior and targets; SSH-runner hardening is unrelated to reviewer assignment checkout behavior." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "SSH runner hardening is unrelated to the PR CI security-gate logic changes." + "reason": "Both are security-related workflow changes, but they address different concrete problems in different workflows." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and different fixes; no shared underlying bug." - }, - { - "left": "pull_request:46432", - "right": "pull_request:46563", - "accept": false, - "reason": "SSH runner changes are unrelated to a comment-only security-gate update." - }, - { - "left": "pull_request:46432", - "right": "pull_request:46716", - "accept": false, - "reason": "Different workflow concerns: SSH runner token handling vs security-gate secrets configuration." + "reason": "SSH-runner environment cleanup is not the same underlying change as PR CI security-gate permission/approval adjustments." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Anti-slop permission change and benchmark trigger change are separate workflow edits." + "reason": "Different workflows and different behavior changes: anti-slop permissions vs. benchmark dispatch conditions." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows and changes: anti-slop permissions vs assign-reviewers checkout behavior." + "reason": "No shared underlying bug; one scopes anti-slop permissions, the other changes checkout ref for reviewer assignment." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Anti-slop permissions and build-ci-docker-images shell quoting are unrelated." + "reason": "Both are workflow chores, but they patch unrelated shell/permission issues in different files." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different files, different concerns; anti-slop write permission is not the same as PR CI security gating." + "reason": "Anti-slop permission scoping and PR CI security gating are separate workflow changes, not one duplicate fix." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Assign-reviewers base-ref checkout and benchmark workflow trigger changes are unrelated." + "reason": "Reviewer assignment checkout ref and benchmark dispatch trigger are unrelated workflow changes." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow fixes: reviewer assignment checkout vs build-ci-docker-images command safety." + "reason": "Different code paths and fixes: reviewer assignment checkout vs. commit-message shell quoting in build-ci-docker-images." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "No shared bug or code path; assign-reviewers workflow vs PR CI security gate." + "reason": "These alter different workflows with different purposes; no same underlying bug or patch." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark_v2 dispatch support and build-ci-docker-images quoting are different workflow behaviors." + "reason": "Benchmark workflow dispatch logic is unrelated to shell-safe commit message parsing in build-ci-docker-images." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and code paths; benchmark trigger logic is not the same as security-gate checks." + "reason": "Different workflows and different behavior changes; not the same concrete bug." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Both are shell-related workflow edits, but they fix different commands in different workflows." + "reason": "Both are workflow-related, but one fixes commit-message parsing while the other adds PR CI security checks; different problems." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and fixes; build-ci-docker-images quoting vs security-gate permissions." + "reason": "Shell-safe commit-message handling is unrelated to PR CI security-gate permissions and approval flow." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but different fixes: 46554 adds runtime security checks; 46558 changes permissions and approval gating." + "reason": "Same file, but different edits: one adds diff-based workflow checks; the other changes permissions and an approval condition." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Same workflow file, but one changes behavior and the other only adds explanatory comments." + "reason": "Different concrete changes to the same workflow file; a comment about safety is not the same as adding file-change checks." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Same workflow file, but 46554 adds checks while 46716 changes secrets inheritance; separate issues." + "reason": "One adds security-check logic in the reusable workflow path; the other removes inherited secrets. Related, but not the same change." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Permissions/approval logic and comment-only clarification are not the same underlying change." + "reason": "Both touch the same workflow file, but one adjusts permissions/flow and the other only adds explanatory notes." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Different security-gate fixes: permissions/approval flow vs removing inherited secrets." + "reason": "Different PR CI security-gate modifications: approval gating/permissions vs. secrets inheritance removal." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Comments-only update and secrets configuration change are unrelated." + "reason": "Comment-only clarification is not the same underlying workflow/security change as swapping inherited secrets for an empty secret set." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Different workflows and different change types; quoting fix vs explanatory note." + "reason": "Unrelated workflow fixes: shell-safe commit message handling vs. a comment change in PR CI security gating." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "SSH runner hardening is unrelated to a security-gate comment update." + "reason": "SSH-runner security hardening and PR CI reusable-workflow commentary are different changes." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and different problems; command quoting vs secrets handling." + "reason": "Different workflows and different concrete fixes; no duplicate underlying bug." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "SSH runner secret cleanup and security-gate secrets removal are separate fixes in separate workflows." + "reason": "SSH-runner secret cleanup is unrelated to PR CI secrets inheritance changes." } ] }, @@ -27059,7 +27165,7 @@ "soft_pairs": [ "pull_request:46310|pull_request:47162" ], - "prepared_review_unit_hash": "1241a81830ceb1b791f537cd00a6ba0a454818842cf27b811a20613303bc8183", + "prepared_review_unit_hash": "a371da4b83d2416c5bbd12e3bd6660c94bba01de8fed8a49f34b298f98f977f4", "component_budget": { "node_count": 2, "item_count": 2, @@ -27081,18 +27187,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs fix the same off-by-one in the sliding window right-mask logic for MoonshineStreaming; one PR is a narrower Moonshine-only version, the other is a broader follow-up that includes the same Moonshine change plus related Gemma4/test updates.", - "confidence": 0.96, + "summary": "Both PRs fix the same off-by-one in the sliding-window right mask (`-dist <= right_window_size` instead of `<`) in the MoonshineStreaming mask function; one PR is a narrow subset of the other.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "Prefer PR #47162 as the canonical representative because it contains the same MoonshineStreaming fix as #46310 but adds the corresponding test coverage and a related Gemma4 adjustment, making it the more complete patch set.", + "canonical_pr_reason": "PR 47162 is the better canonical representative because it contains the MoonshineStreaming fix plus tests and an additional matching fix in Gemma4, making it the more complete patch set.", "best_issue_reason": null, - "best_pr_reason": "PR #47162 is the best representative of the cluster because it addresses the same concrete bug as #46310 and includes the more complete implementation and validation.", + "best_pr_reason": "PR 47162 is the strongest overall candidate since it addresses the same concrete bug while also adding coverage and carrying the broader related implementation fix.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:47162", "accept": true, - "reason": "Both PRs fix the same MoonshineStreaming off-by-one in right_window masking (`-dist <= right_window_size`); the overlap is on the same code path and same explicit issue target, so they are duplicate-level close enough to cluster." + "reason": "Accept: both PRs change the same off-by-one right-window boundary in the same mask logic. 47162 is a superset of 46310 for MoonshineStreaming and looks merge-plausible as one combined fix." } ] }, @@ -27122,7 +27228,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "19d206b1c9ccc75c3caad7e4c074b231b1c7c45721097518c9169533dd576261", + "prepared_review_unit_hash": "b5b50162c3c99ab4ec91a588cc567daeb923b3d42e4ef6afede63dc1f95c7045", "component_budget": { "node_count": 2, "item_count": 2, @@ -27144,18 +27250,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated PRs: one fixes CodeLlama decode-space stripping, the other fixes DeepSeek checkpoint tokenizer-class selection. They should remain separate.", + "summary": "These PRs address different problems in different parts of the tokenizer stack: one fixes CodeLlama decode-space stripping, the other fixes AutoTokenizer class selection for specific DeepSeek checkpoints. They are not duplicates and should not be merged together.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: 46574 fixes a CodeLlama decoder/space-stripping bug, while 46580 changes auto-tokenizer routing for DeepSeek checkpoints; they target different code paths.", + "canonical_pr_reason": "No canonical PR: the two pull requests target unrelated bugs in different code paths (decode behavior vs tokenizer-class resolution).", "best_issue_reason": null, - "best_pr_reason": "No best PR for deduping this cluster; both are standalone fixes for different underlying problems, so neither subsumes the other.", + "best_pr_reason": "No best PR for the cluster overall, since there is no single underlying change to represent; each PR is the right fix for its own issue.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different bugs and different fix surfaces: CodeLlama decode behavior vs. DeepSeek auto-tokenizer class selection. They are not mergeable as one PR." + "reason": "Different underlying defects: 46574 changes CodeLlama tokenizer decoder setup to preserve leading spaces on decode, while 46580 changes AutoTokenizer checkpoint-prefix overrides for DeepSeek models loading the wrong tokenizer class. They do not fix the same code path and would not plausibly merge into one PR." } ] }, @@ -27185,7 +27291,7 @@ "soft_pairs": [ "pull_request:46696|pull_request:47215" ], - "prepared_review_unit_hash": "9d65aa26ac6cf91b415c1f2ed9b8b860f8341b04de9a5290206f2acb6c7c99a5", + "prepared_review_unit_hash": "dc797de1f529c979807589e98b188c010e2744862e873840dbd4fe7f12269f08", "component_budget": { "node_count": 2, "item_count": 2, @@ -27207,18 +27313,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs address the same FlashAttention 2 long-context performance regression in `modeling_flash_attention_utils.py`; the later PR is broader and likely subsumes the earlier one.", + "summary": "Both PRs target the same FA2 long-context performance regression under issue #46693 and overlap in the flash-attention utility path, with 47215 appearing to be the broader follow-up to the narrower 46696 fix.", "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47215 is the more representative change: it targets the same FA2 long-context perf regression, includes the same core file, and expands the fix with related unpadding/benchmark/test updates rather than only the narrower tracing-condition correction in #46696.", + "canonical_pr_reason": "PR #47215 is the better canonical representative: it directly targets the FA2 long-context perf regression, touches the relevant flash-attention path, and includes broader coverage/tests/benchmarking beyond the minimal fix.", "best_issue_reason": null, - "best_pr_reason": "PR #47215 is the best surviving candidate because it appears to fix the same underlying code-path problem more completely and with broader validation, making it the more mergeable single PR.", + "best_pr_reason": "PR #47215 is the strongest overall PR to keep because it is the more comprehensive fix for the regression and covers the main code path more completely than the smaller, earlier patch in #46696.", "soft_edge_verdicts": [ { "left": "pull_request:46696", "right": "pull_request:47215", "accept": true, - "reason": "Both PRs target the same explicit issue and the same FA2 long-context decode/perf path in `modeling_flash_attention_utils.py`; the later PR looks like a broader version of the same fix, so this is a valid duplicate/merge candidate." + "reason": "Accept: both PRs are aimed at the same underlying FA2 long-context performance regression in the flash-attention code path and share the same issue target; #47215 looks like the broader version of the same fix." } ] }, @@ -27248,40 +27354,40 @@ "soft_pairs": [ "pull_request:46773|pull_request:47087" ], - "prepared_review_unit_hash": "6b61cb697cc269a6ea1c6ba4c7cd3afb4902a6964819a64d78aaf147b6d0008a", + "prepared_review_unit_hash": "9d890e8cfd6af23d7551e602ceadf646a1d4e7fffa530d967bb605cdc5fb5cca", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5432, - "estimated_input_tokens": 1358, - "estimated_eval_tokens": 2972 + "serialized_chars": 5433, + "estimated_input_tokens": 1359, + "estimated_eval_tokens": 2974 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5432, - "estimated_input_tokens": 1358, - "estimated_eval_tokens": 2972 + "serialized_chars": 5433, + "estimated_input_tokens": 1359, + "estimated_eval_tokens": 2974 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two pull requests in the same broad area (padding-mask handling), but they fix different bugs: one addresses batch-size-1 masking in linear-attention model forwards, the other addresses recurrent-mask skipping on continued/chunked decode forwards. They are related, but not mergeable as a single duplicate PR.", - "confidence": 0.93, + "summary": "These are related thematically around padding-mask handling, but they fix different bugs in different code paths: one is a model-specific batch-size-1 masking bug in linear-attention models, the other is a recurrent-mask skip bug during continued forwards/cache continuation.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47087 is the better canonical PR for this cluster because it is the more centralized masking-utils fix, has an explicit linked issue, and targets a specific recurrent-forward masking bug rather than scattered model-specific patches.", + "canonical_pr_reason": "PR 47087 is the cleaner representative of the masking-utils/recurrent-forward bug, with a focused fix, explicit issue target, and aligned tests.", "best_issue_reason": null, - "best_pr_reason": "PR #47087 is the strongest representative of the cluster: the change is narrowly scoped, well-described, and fixes a concrete masking-path regression in shared infrastructure. PR #46773 is also valid, but it is a different bug in different model forward paths.", + "best_pr_reason": "PR 47087 is the strongest standalone PR in this pair because it addresses one concrete masking path with a tighter scope and clearer problem statement; PR 46773 is broader and model-specific.", "soft_edge_verdicts": [ { "left": "pull_request:46773", "right": "pull_request:47087", "accept": false, - "reason": "Both concern padding masks, but #46773 fixes batch-size-1 masking omission in linear-attention model implementations, while #47087 fixes recurrent-mask skipping on continued/chunked decode forwards. Different code paths, different failure modes, not one underlying change." + "reason": "Different underlying bugs: 46773 fixes padding-mask application being skipped for batch size 1 in linear-attention model forwards, while 47087 fixes recurrent padding masks being skipped on continued forwards/chunked prefill/cache continuation. They share a general theme but not the same code-path problem." } ] }, @@ -27313,7 +27419,7 @@ "pull_request:47074|pull_request:47076", "pull_request:47074|pull_request:47195" ], - "prepared_review_unit_hash": "e6128578c06128ece398b38001baf3971abc414dc821f0f6a43ead1c91188dfb", + "prepared_review_unit_hash": "4c889f0dface448e72fe4cc7114ce91a4f1aee7c23155784050cdfc4ad966e0d", "component_budget": { "node_count": 3, "item_count": 3, @@ -27335,24 +27441,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "No duplicate PR cluster here: the three pull requests address different code paths (AnyToAnyPipeline input key normalization, Gemma4 audio placeholder validation, and generation length capping).", + "summary": "These are three different bug-fix PRs in adjacent areas of transformers, but they do not appear to fix the same underlying problem: one normalizes AnyToAnyPipeline multimodal keys, one validates Gemma4 audio/image placeholder batching, and one adjusts generation candidate length capping. The soft similarities are only broad multimodal/generation overlap.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47074 is the broadest and most self-contained change, with a clear API-level fix in AnyToAnyPipeline plus matching tests. The other PRs target unrelated subsystems and should not be treated as duplicates.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 47074 is the strongest standalone candidate because it fixes a concrete user-facing multimodal input normalization bug and includes test coverage. The other PRs are narrower and unrelated.", + "best_pr_reason": "PR 47074 is the clearest standalone representative of the set because it addresses a concrete pipeline bug with a minimal, well-scoped code change and explicit test updates; however, it is not a duplicate of the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:47074", "right": "pull_request:47076", "accept": false, - "reason": "Different bugs in different processors: 47074 normalizes input keys for AnyToAnyPipeline, while 47076 validates Gemma4 audio/text placeholder batching. They do not appear to fix the same underlying problem." + "reason": "Different code paths and different bugs: AnyToAnyPipeline key normalization versus Gemma4 processor placeholder validation. They are not mergeable as one fix." }, { "left": "pull_request:47074", "right": "pull_request:47195", "accept": false, - "reason": "Unrelated functionality: 47074 changes multimodal pipeline input dict keys, whereas 47195 adjusts prompt lookup candidate length capping in generation. These are not the same code-path issue." + "reason": "Different subsystems and failure modes: multimodal pipeline input keys versus generation candidate decoding length capping. Shared ML context is too broad to treat as the same change." } ] }, @@ -27382,7 +27488,7 @@ "soft_pairs": [ "pull_request:47105|pull_request:47129" ], - "prepared_review_unit_hash": "7f6694e0a4dd5f7e1034d505a197bd5b5bba79a95a982365c96c8c1ffdcd20ef", + "prepared_review_unit_hash": "a1e84b775edeaeded9ed15c758fac29d2bcb5d1ee6c4340b93f4d2b38908d276", "component_budget": { "node_count": 2, "item_count": 2, @@ -27404,18 +27510,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one re-enables and updates a VITS model forward test, while the other fixes RT-DETR v2 weight conversion mappings. They touch different models and code paths, so this cluster should not be merged as a duplicate group.", + "summary": "These two PRs are only loosely similar at a high level: one re-enables a VITS test after adjusting expectations, while the other fixes an RT-DETR v2 weight-conversion path. They touch different models, different files, and different kinds of changes, so they should not be clustered as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #47129 is the more substantive fix: it changes the RT-DETR v2 converter logic for current model keys. PR #47105 is mainly a test update/re-enable for a separate VITS model path.", "best_issue_reason": null, - "best_pr_reason": "No single PR cleanly represents the cluster because the items are unrelated. If forced to pick one, 47105 is the more self-contained regression fix, but it is not a duplicate of 47129.", + "best_pr_reason": "PR #47129 is the best representative of the cluster because it addresses an actual code-path bug rather than only updating tests, and its scope is clearer as the primary fix.", "soft_edge_verdicts": [ { "left": "pull_request:47105", "right": "pull_request:47129", "accept": false, - "reason": "Different artifacts and code paths: 47105 only updates a VITS test to re-enable forward assertions, while 47129 edits an RT-DETR v2 converter and key mappings. They do not appear to fix the same underlying bug or change." + "reason": "Different model families and different failure modes: VITS test expectation changes versus RT-DETR v2 converter key handling. They do not appear to fix the same underlying bug or be mergeable into one PR." } ] }, @@ -27437,7 +27543,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-47122-9", + "cluster_id": "cluster-47122-10", "nodes": [ "pull_request:47122", "pull_request:47123", @@ -27447,206 +27553,232 @@ "pull_request:47266", "pull_request:47280", "pull_request:47281", - "pull_request:47282" + "pull_request:47282", + "pull_request:47310" ], "soft_pairs": [ "pull_request:47122|pull_request:47281", "pull_request:47122|pull_request:47123", "pull_request:47122|pull_request:47280", + "pull_request:47122|pull_request:47310", "pull_request:47122|pull_request:47224", - "pull_request:47122|pull_request:47150", "pull_request:47123|pull_request:47280", "pull_request:47123|pull_request:47266", "pull_request:47123|pull_request:47281", "pull_request:47123|pull_request:47124", + "pull_request:47124|pull_request:47310", "pull_request:47124|pull_request:47150", "pull_request:47124|pull_request:47282", "pull_request:47124|pull_request:47281", - "pull_request:47124|pull_request:47266", + "pull_request:47150|pull_request:47310", "pull_request:47150|pull_request:47280", "pull_request:47150|pull_request:47282", "pull_request:47150|pull_request:47281", "pull_request:47150|pull_request:47224", "pull_request:47266|pull_request:47280", "pull_request:47266|pull_request:47281", - "pull_request:47266|pull_request:47282", + "pull_request:47124|pull_request:47266", + "pull_request:47266|pull_request:47310", "pull_request:47280|pull_request:47281", + "pull_request:47280|pull_request:47310", "pull_request:47281|pull_request:47282", + "pull_request:47282|pull_request:47310", "pull_request:47280|pull_request:47282" ], - "prepared_review_unit_hash": "58eb417b5ed75b0a71244622a901b82a26e230ae9eb05a8f4207e2082572b516", + "prepared_review_unit_hash": "5dcd99555f549f44cbced563bbe6bd77a03bc4d09b68868aeb690df6e2ead61d", "component_budget": { - "node_count": 9, - "item_count": 9, - "soft_pair_count": 23, - "serialized_chars": 25386, - "estimated_input_tokens": 6347, - "estimated_eval_tokens": 12950 + "node_count": 10, + "item_count": 10, + "soft_pair_count": 27, + "serialized_chars": 29374, + "estimated_input_tokens": 7344, + "estimated_eval_tokens": 14944 }, "budget": { - "node_count": 9, - "item_count": 9, - "soft_pair_count": 23, - "serialized_chars": 25386, - "estimated_input_tokens": 6347, - "estimated_eval_tokens": 12950 + "node_count": 10, + "item_count": 10, + "soft_pair_count": 27, + "serialized_chars": 29374, + "estimated_input_tokens": 7344, + "estimated_eval_tokens": 14944 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Mostly a heterogeneous set of serge-generated PRs for different model failures; only the two MiniMax-M3-VL load_error test patches look like the same underlying fix. The umbrella PR is the best cluster anchor, but it is not a duplicate of the single-model PRs.", - "confidence": 0.41, + "summary": "This cluster is not one duplicate set; it is a mix of unrelated, model-specific integration-test fixes. The only true duplicate/superset relationships here are the Edgetam and Whisper fixes inside 47224, plus the same MiniMax-M3-VL offload workaround between 47123 and 47280. Cross-model pairs should stay rejected.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47224 is the broad umbrella fix and the best anchor for this noisy cluster, but most other PRs are model-specific and not duplicates of it.", + "canonical_pr_reason": "47224 is the best umbrella representative because it bundles multiple Serge integration-test fixes and includes the concrete Edgetam and Whisper code-path patches that match smaller PRs, while the rest of the cluster is mostly separate model-specific fixes.", "best_issue_reason": null, - "best_pr_reason": "PR 47224 is the most representative member because it consolidates several concrete integration-test/code-path fixes across multiple files.", + "best_pr_reason": "47224 is the broadest single patch in the packet and best represents the cluster\u2019s integration-test sweep, even though most other PRs are not duplicates of it.", "soft_edge_verdicts": [ { "left": "pull_request:47122", "right": "pull_request:47281", "accept": false, - "reason": "Different models and different failures: EdgeTam original_sizes handling vs GLM4V input_id dtype conversion." + "reason": "Different model and code path: Edgetam kwargs cleanup vs GLM46V refactor." }, { "left": "pull_request:47122", "right": "pull_request:47123", "accept": false, - "reason": "Different model families and failure modes: EdgeTam backbone kwargs issue vs MiniMax-M3-VL load/offload test setup." + "reason": "Different models and failures: Edgetam import_or_config kwargs issue vs MiniMax-M3-VL load_error/offload workaround." }, { "left": "pull_request:47122", "right": "pull_request:47280", "accept": false, - "reason": "Same broad testing-bot pattern, but different model and unrelated load_error fix in MiniMax-M3-VL." + "reason": "Different model/code path: Edgetam backbone kwargs handling vs MiniMax-M3-VL offload setup." }, { "left": "pull_request:47122", - "right": "pull_request:47224", + "right": "pull_request:47310", "accept": false, - "reason": "47224 is an umbrella PR with several unrelated fixes; it overlaps EdgeTam but is not the same single change." + "reason": "Different model and bug: Edgetam processor kwargs cleanup vs Gemma3 generation-config behavior." }, { "left": "pull_request:47122", - "right": "pull_request:47150", - "accept": false, - "reason": "Different concrete bug: EdgeTam kwarg filtering vs Whisper generation length handling." + "right": "pull_request:47224", + "accept": true, + "reason": "Same Edgetam bug: strip original_sizes before calling the backbone; 47224 includes the same fix." }, { "left": "pull_request:47123", "right": "pull_request:47280", "accept": true, - "reason": "Both fix the same MiniMax-M3-VL load_error by supplying an offload folder for device_map=auto loading." + "reason": "Same MiniMax-M3-VL load_error/offload-folder workaround: both add a temporary offload folder for auto device_map loading." }, { "left": "pull_request:47123", "right": "pull_request:47266", "accept": false, - "reason": "Both are load_error-related but for different models and different load paths; not the same underlying bug." + "reason": "Different models: MiniMax-M3-VL load_error/offload issue vs DeepSeekV32 load_error/offload issue." }, { "left": "pull_request:47123", "right": "pull_request:47281", "accept": false, - "reason": "MiniMax-M3-VL offload-folder fix is unrelated to GLM4V token dtype casting." + "reason": "Different model and code path: MiniMax-M3-VL loading workaround vs GLM46V refactor." }, { "left": "pull_request:47123", "right": "pull_request:47124", "accept": false, - "reason": "Different models and failures: MiniMax-M3-VL load_error vs Falcon-Mamba output mismatch expectations." + "reason": "Different model and symptom: MiniMax-M3-VL load_error vs Falcon-Mamba output mismatch." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47310", + "accept": false, + "reason": "Different model and bug: Falcon-Mamba test expectation changes vs Gemma3 cache-implementation handling." }, { "left": "pull_request:47124", "right": "pull_request:47150", "accept": false, - "reason": "Different model/code path: Falcon-Mamba expected output updates vs Whisper max_length adjustment." + "reason": "Different code paths and failures: Falcon-Mamba output mismatch vs Whisper generation max_length fix." }, { "left": "pull_request:47124", - "right": "pull_request:47266", + "right": "pull_request:47282", "accept": false, - "reason": "Unrelated models and failures: Falcon-Mamba output mismatch vs DeepSeekV3.2 load_error." + "reason": "Different model bug: Falcon-Mamba output mismatch vs Mamba2 OOM/test adjustment." }, { "left": "pull_request:47124", "right": "pull_request:47281", "accept": false, - "reason": "Falcon-Mamba test expectation changes are unrelated to GLM4V input dtype handling." + "reason": "Different model and code path: Falcon-Mamba test expectations vs GLM46V changes." }, { - "left": "pull_request:47124", - "right": "pull_request:47282", + "left": "pull_request:47150", + "right": "pull_request:47310", "accept": false, - "reason": "Different model and failure: Falcon-Mamba output mismatch vs Mamba2 OOM test adjustment." + "reason": "Different models and issues: Whisper generation length bug vs Gemma3 cache-implementation behavior." }, { "left": "pull_request:47150", "right": "pull_request:47280", "accept": false, - "reason": "Whisper generation max_length fix is unrelated to MiniMax-M3-VL load/offload handling." + "reason": "Different model and bug: Whisper generation logic vs MiniMax-M3-VL load/offload workaround." }, { "left": "pull_request:47150", "right": "pull_request:47282", "accept": false, - "reason": "Different model/code path: Whisper generation config vs Mamba2 OOM test tuning." + "reason": "Different model/code path: Whisper generation fix vs Mamba2 OOM/test tuning." }, { "left": "pull_request:47150", "right": "pull_request:47281", "accept": false, - "reason": "Different model and bug class: Whisper generation logic vs GLM4V input dtype conversion." + "reason": "Different model and bug: Whisper generation config fix vs GLM46V refactor." }, { "left": "pull_request:47150", "right": "pull_request:47224", - "accept": false, - "reason": "47224 contains a Whisper hunk but is an umbrella multi-fix PR, not the same standalone PR/change." + "accept": true, + "reason": "Same Whisper bug: keep max_length aligned when conditioned on previous segments; 47224 carries the same patch." }, { "left": "pull_request:47266", "right": "pull_request:47280", "accept": false, - "reason": "Different models and load failures: DeepSeekV3.2 vs MiniMax-M3-VL." + "reason": "Different models: DeepSeekV32 offload/load_error fix vs MiniMax-M3-VL offload/load_error fix." }, { "left": "pull_request:47266", "right": "pull_request:47281", "accept": false, - "reason": "Different model and fix type: DeepSeekV3.2 offload-folder setup vs GLM4V token dtype cast." + "reason": "Different model and code path: DeepSeekV32 load_error workaround vs GLM46V refactor." }, { "left": "pull_request:47266", - "right": "pull_request:47282", + "right": "pull_request:47310", "accept": false, - "reason": "Different models and failure modes: DeepSeekV3.2 load_error vs Mamba2 OOM." + "reason": "Different model and symptom: DeepSeekV32 offload setup vs Gemma3 generation behavior." }, { "left": "pull_request:47280", "right": "pull_request:47281", "accept": false, - "reason": "Different models and unrelated fixes: MiniMax-M3-VL load_error vs GLM4V dtype conversion." + "reason": "Different models and bugs: MiniMax-M3-VL load_error workaround vs GLM46V refactor." }, { "left": "pull_request:47280", - "right": "pull_request:47282", + "right": "pull_request:47310", "accept": false, - "reason": "Different models and failure classes: MiniMax-M3-VL load_error vs Mamba2 OOM." + "reason": "Different model/code path: MiniMax-M3-VL load/offload fix vs Gemma3 cache behavior." }, { "left": "pull_request:47281", "right": "pull_request:47282", "accept": false, - "reason": "Different model/code path: GLM4V input dtype handling vs Mamba2 generation/OOM test adjustment." + "reason": "Different models and issues: GLM46V refactor vs Mamba2 OOM/test adjustment." + }, + { + "left": "pull_request:47282", + "right": "pull_request:47310", + "accept": false, + "reason": "Different model/code path: Mamba2 OOM/test tuning vs Gemma3 generation config fix." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models and failure modes: MiniMax-M3-VL load_error workaround vs Mamba2 OOM/test adjustment." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level summary is mostly grounded, but one soft-edge verdict is too broad: `pull_request:47123` and `pull_request:47266` are different models (`minimax_m3_vl` vs `deepseek_v32`) and should not be treated as the same bugfix. Likewise `pull_request:47266` and `pull_request:47280` are different model-specific load/offload fixes, not mergeable into one PR for the same issue. Please tighten the duplicate/superset claims to stay model-specific and keep cross-model pairs rejected unless the packet shows the same code path or bug." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -27669,49 +27801,46 @@ "soft_pairs": [ "pull_request:47140|pull_request:47303" ], - "prepared_review_unit_hash": "7d93742e9697845458e2a7bd6a96f0c451e712fe02dfcc5271dca3428827529f", + "prepared_review_unit_hash": "b43303c2fc3c8eb22da57b5d047f4453c3f5b173244a29ac099a9bc9cfaf68b3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, - "estimated_input_tokens": 1102, - "estimated_eval_tokens": 2460 + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, - "estimated_input_tokens": 1102, - "estimated_eval_tokens": 2460 + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are closely related chat CLI URL fixes, but the evidence only supports soft similarity: both touch `src/transformers/cli/chat.py` and tests, yet they target different issues and implement different URL corrections. They look like neighboring fixes for the same subsystem rather than one clearly mergeable bugfix.", - "confidence": 0.72, + "summary": "Both PRs are about chat CLI management URLs when the model server is mounted under a `/v1`-style base, but they address the problem at different scopes and with different implementation paths. They are related, but not close enough to treat as duplicates.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "#47303 is the better canonical PR because it has the clearer service-root routing fix and explicit linkage to issue #47138; #47140 is a narrower normalization of `/v1` base URLs tied to #47139.", + "canonical_pr_reason": "47303 is the better cluster representative: its title and diff describe the broader service-root routing fix directly, while 47140 is a narrower `/v1` base-URL normalization variant in the constructor.", "best_issue_reason": null, - "best_pr_reason": "#47303 is the strongest representative of the cluster because it directly rewrites management calls to the service root and has the more general fix shape, but it should be treated as related rather than proven duplicate of #47140.", + "best_pr_reason": "47303 is the strongest overall PR for this cluster because it cleanly captures the general management-root routing problem and makes the URL handling explicit in the request path.", "soft_edge_verdicts": [ { "left": "pull_request:47140", "right": "pull_request:47303", "accept": false, - "reason": "Reject: both address chat CLI management URL handling, but the packet shows different targets and different fixes (`/v1` base normalization vs. explicit service-root routing). That is related evidence, not enough to conclude the same underlying change or that they should be merged into one PR." + "reason": "Same subsystem and similar goal, but the PRs fix the URL handling in different ways and at different scopes; they do not clearly patch the exact same concrete code-path bug." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The summary is a bit too strong for the evidence in the packet. The two PRs are similar and both touch chat CLI URL handling, but the packet only shows soft similarity plus shared files\u2014not enough to conclude they are the same bugfix or clearly mergeable. They also point to different issue targets (#47139 vs #47138) and use different fixes (#47140 normalizes the stored base URL; #47303 rewrites a specific management call to the service root). That makes the conservative read: related, but not proven to be one single PR-worthy change." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -27735,40 +27864,40 @@ "soft_pairs": [ "pull_request:47165|pull_request:47289" ], - "prepared_review_unit_hash": "0e2f186906b40e51a9244121be30f45dfbb85629326ef5f4fe3da72e54a3bc9b", + "prepared_review_unit_hash": "f199776a6104877dc81ce688b6ee02990bb633b84d4dc1b8cb4bed6fc5ab47f2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5852, - "estimated_input_tokens": 1463, - "estimated_eval_tokens": 3182 + "serialized_chars": 5904, + "estimated_input_tokens": 1476, + "estimated_eval_tokens": 3208 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5852, - "estimated_input_tokens": 1463, - "estimated_eval_tokens": 3182 + "serialized_chars": 5904, + "estimated_input_tokens": 1476, + "estimated_eval_tokens": 3208 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated open PRs: one adds FSDP plans across many model classes, while the other implements native pipeline-parallel inference and test/marker plumbing. They do not look like the same underlying change.", - "confidence": 0.97, + "summary": "The two pull requests are both about distributed features, but they address different code paths: one adds FSDP plans to many model classes, while the other implements pipeline-parallel native inference and related test/marker plumbing. They are related by theme only, not by duplicate functionality.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for a duplicate cluster: PR #47165 is a broad FSDP-plans rollout, while PR #47289 is a separate pipeline-parallel inference feature with different code paths and supporting tests.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #47289 is the more self-contained feature PR, but it is not a duplicate of #47165; the two changes target different distributed-training/inference mechanisms.", + "best_pr_reason": "PR 47289 is the better representative of the cluster because it is a broader, more cohesive infrastructure change spanning core distributed loading/runtime code and tests. PR 47165 is a separate model-metadata change for FSDP plans and does not look like the same underlying feature.", "soft_edge_verdicts": [ { "left": "pull_request:47165", "right": "pull_request:47289", "accept": false, - "reason": "Different features and code paths: #47165 adds _fsdp_plan entries to model implementations, while #47289 adds pipeline-parallel inference support, markers, and related loading/runtime changes. They would not plausibly merge into one PR." + "reason": "Different changes: 47165 adds _fsdp_plan entries to model classes, while 47289 implements pipeline parallel native inference and marker/test plumbing. They share only a broad distributed-training theme, not the same concrete code-path problem." } ] }, @@ -27798,7 +27927,7 @@ "soft_pairs": [ "pull_request:47261|pull_request:47262" ], - "prepared_review_unit_hash": "0b3de300fb03dffd50f7617859363f16d7b1dceb112db5d9f1d65daf48ffd24c", + "prepared_review_unit_hash": "ef069c0ef5b94a79370fa567f1520ff6d89f0b022615fddf73a12dc6e1a44866", "component_budget": { "node_count": 2, "item_count": 2, @@ -27820,18 +27949,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: one fixes loss scaling during gradient accumulation with label smoothing, the other adds/respects `min_tokens_to_keep` in `TopHLogitsWarper`. They should not be clustered as duplicates.", + "summary": "These two PRs are unrelated: one fixes loss scaling with label smoothing during gradient accumulation, the other adds/enforces `min_tokens_to_keep` in `TopHLogitsWarper`. They touch different code paths and are not plausible duplicates.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these PRs address different code paths and different bugs, so there is no single underlying change to merge them into.", + "canonical_pr_reason": "PR #47261 is the more concrete bug fix and has an explicit issue link; if a representative is needed, it is the better anchor for this cluster, though it is not a duplicate of #47262.", "best_issue_reason": null, - "best_pr_reason": "PR 47261 is the better representative only because it has an explicit issue target and a narrowly scoped bug fix; PR 47262 is a separate generation feature/bug fix and not the same change.", + "best_pr_reason": "PR #47261 is the stronger standalone fix: it addresses a specific training correctness bug, has a linked issue, and is better scoped than #47262 for representative triage.", "soft_edge_verdicts": [ { "left": "pull_request:47261", "right": "pull_request:47262", "accept": false, - "reason": "Different subsystems and different problems: trainer label smoothing/gradient accumulation vs generation logits warping. They do not look like the same underlying bug or change." + "reason": "Different features and subsystems: Trainer loss scaling vs generation logits warping. No shared concrete code-path problem, so they should not be merged as duplicates." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 749b855a2ce0ea2297eba58cf5c61e9551bd2a72..3b0cfe7d75bd0650860a9479262107f00142bfb1 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260714t000025z", + "analysis_id": "hybrid-model-20260714t060029z", "archived_artifacts": { - "hybrid": "snapshots/20260714T000025Z/analysis-runs/hybrid-model-20260714t000025z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260714T000025Z/analysis-runs/hybrid-model-20260714t000025z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260714T060029Z/analysis-runs/hybrid-model-20260714t060029z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260714T060029Z/analysis-runs/hybrid-model-20260714t060029z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-07-14T00:12:00Z", + "published_at": "2026-07-14T06:12:55Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260714T000025Z", + "snapshot_id": "20260714T060029Z", "variant": "hybrid" } diff --git a/snapshots/20260714T060029Z/analysis-runs/hybrid-model-20260714t060029z/analysis-report-hybrid.json b/snapshots/20260714T060029Z/analysis-runs/hybrid-model-20260714t060029z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..9a340df2c52bba02a754aaaa6b9293996ecc1b38 --- /dev/null +++ b/snapshots/20260714T060029Z/analysis-runs/hybrid-model-20260714t060029z/analysis-report-hybrid.json @@ -0,0 +1,3624 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260714T060029Z", + "generated_at": "2026-07-14T06:12:53Z", + "evidence_quality": "full", + 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"cluster_id": "cluster-47123-2", + "canonical_pr_number": 47123, + "duplicate_pr_numbers": [ + 47280 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47123-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-47138-4", + "canonical_pr_number": 47140, + "duplicate_pr_numbers": [ + 47303 + ], + "target_issue_number": 47138, + "reason": "PRs in cluster-47138-4 are treated as duplicates because they converge on issue #47138 with closing_reference, soft_similarity evidence." + }, + { + "cluster_id": "cluster-47158-3", + "canonical_pr_number": 47158, + "duplicate_pr_numbers": [ + 47308 + ], + "target_issue_number": 47276, + "reason": "PRs in cluster-47158-3 are treated as duplicates because they converge on issue #47276 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-47210-2", + "canonical_pr_number": 47210, + "duplicate_pr_numbers": [ + 47301 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47210-2 are treated as duplicates because they share soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-46894-7", + "issue_number": 46894, + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 7 artifacts, and carries 1 discussion comments plus 10 inbound references.", + "score": 182.0 + }, + "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/20260714T060029Z/analysis-runs/hybrid-model-20260714t060029z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260714T060029Z/analysis-runs/hybrid-model-20260714t060029z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..cbce0eb8117e1970af65781047097d03018a8a99 --- /dev/null +++ b/snapshots/20260714T060029Z/analysis-runs/hybrid-model-20260714t060029z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,27975 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260714T060029Z", + "generated_at": "2026-07-14T06:12:53Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "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:24643|issue:30277", + "issue:43716|issue:46869", + "issue:34928|issue:44805", + "issue:45685|issue:46869", + "issue:45859|issue:45902", + "issue:34928|issue:36331", + "issue:43638|issue:45161", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:44292|issue:45237", + "issue:45874|issue:46294", + "issue:39290|issue:45081", + "issue:45800|issue:46515", + "issue:45823|issue:45874", + "issue:34928|issue:41720", + "issue:43425|issue:44292", + "issue:43828|issue:45161", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:45685", + "issue:45507|issue:45685", + "issue:44292|issue:44918", + "issue:43716|issue:44292", + "issue:44918|issue:45161", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805" + ], + "prepared_review_unit_hash": "4381e5748d4eb31f7c5a9c5de467b73ada10edc0c4c546d80c98f0c8218c7dc1", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 62, + "serialized_chars": 46279, + "estimated_input_tokens": 11570, + "estimated_eval_tokens": 23396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue cluster with a few clear duplicate-like groups. The strongest soft edge is the DeepSpeed ZeRO-3/BERT IndexError pair 43596/43638, which is close enough to treat as the same bug; the torch compatibility and Qwen3.5 MoE pairs also look related.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43596 is the cleanest canonical issue for the DeepSpeed ZeRO-3/BERT crash cluster: it states the core IndexError clearly and is tightly aligned with 43638.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43596 is the best global issue representative because it is the clearest, most specific report in the strongest duplicate cluster and captures the shared ZeRO-3/BERT failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different model/config bug versus a chat/completions streaming failure; no shared concrete code path." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Both are MoE-related, but they describe different failures and different runtime paths." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Unrelated failures: multimodal dtype mismatch vs AMD GPU runtime issue." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Different model/runtime bugs; autocast dtype mismatch is not the same as AMD GPU failure." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different models and different failures; not the same bug." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different MoE code paths and error surfaces; not a duplicate." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch is unrelated to ONNX export failure." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different models and failure modes; not the same underlying bug." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export failure and device-map cuda assert are unrelated." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Both are docs/task-related, but they concern different cleanup changes." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export failure is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs regressions, but they reference different removed content." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different training/resume issues with no shared concrete failure mode." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Resume-training issue and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask shape mismatch and device mismatch are different runtime bugs." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "ZeRO-3/BERT IndexError and mask/tensor shape mismatch are different concrete failures." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Different subsystems and error classes; not duplicates." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Same broad DeepSpeed context, but the concrete failure is different." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Shape/indexing bug and video token/template mismatch are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different model and failure mode; not the same bug." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Kernel dispatch issue and MoE tensor-parallel issue are different code paths." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization regression and LoRA save/reload mismatch are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "NVFP4 runtime error is unrelated to LoRA merge/reload inconsistency." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to remote-code loading error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both involve DeepSpeed, but the concrete failures differ." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Different model families and different runtime failures." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP mismatch is unrelated to mask indexing mismatch." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram error and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Same model component and same rotary-embedding state/device handling problem; one fix could plausibly cover both." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP recompute mismatch and CustomTrainer signature breakage are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3/BERT IndexError and GPT-OSS tensor-parallel issue are different bugs." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different model and failure mode; no duplicate evidence." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and different runtime failures." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error and AMD GPU support failure are distinct issues." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Inputs-embeds reverse lookup and video token/template mismatch are different features and bugs." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config/vLLM attribute error is unrelated to the Mistral regex patch error." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Both report the same torch 2.4.1 compatibility problem with nearly identical version-level context." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device mismatch with auto mapping and expensive reverse embedding lookup are different issues." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch and Qwen3 cuda assert are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Generic torch incompatibility and Qwen-3 NVFP4 runtime failure are not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS TP failure are different concrete paths." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing error is unrelated to the Mistral-3 image-preprocessor dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different model/runtime failures; no duplicate evidence." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Multimodal dtype mismatch and MPS histogram error are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoEHybrid invalid method and MPS histogram error are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error and Qwen3.5 embedding unpacking failure are distinct issues." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to the MPS histogram kernel error." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger kernel cross-entropy dispatch and autocast dtype mismatch are different problems." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Near-identical titles, same DeepSpeed ZeRO-3/BERT IndexError, and the same underlying crash path; this looks like the same bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall summary is mostly grounded, but one soft-edge verdict is too strong in the wrong direction: issue:43596 and issue:43638 are very close on the packet evidence (nearly identical titles, same DeepSpeed ZeRO-3/BERT IndexError, and the highest similarity among the pairs shown), so marking that pair as definitely non-duplicate is not conservative. Because of that misclassification, I can\u2019t accept the evaluation as precise enough." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 2, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661", + "issue:46772", + "issue:46869", + "issue:47228" + ], + "soft_pairs": [ + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:43866|issue:46402", + "issue:39290|issue:41720", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:45237|issue:45901", + "issue:44589|issue:46304", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:44841|issue:45823", + "issue:43975|issue:46015", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:44292|issue:46015", + "issue:43866|issue:44863", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43541|issue:47228", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:43596|issue:45800", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:45507|issue:46869", + "issue:43404|issue:43866", + "issue:41093|issue:41762", + "issue:45399|issue:46661" + ], + "prepared_review_unit_hash": "393ca23614c4a8d2ca62fa09f444354f24a4464caf1f76d0847fae9e1f90f257", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39739, + "estimated_input_tokens": 9935, + "estimated_eval_tokens": 20126 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a noisy mixed cluster, not one duplicate set. Most pairs are false positives across unrelated bugs. The only strong duplicate-looking pairs are the DeepSpeed ZeRO-3 index-error reports and the v5 AutoTokenizer token-ID regression reports.", + "confidence": 0.83, + "canonical_issue_reason": "If a single issue must represent the cluster, issue 46304 is the broadest and most connected version-regression item. That said, the cluster is heterogeneous and it does not cleanly cover the other sub-bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46304 is the best overall representative for the largest subtheme here (version/regression breakages), but it is still not a true umbrella for all items in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are version-compatibility regressions, but they describe different failures and code paths; not the same bug." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Different model/load failure versus a torch/distributed compatibility regression; no shared concrete bug." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Different models and symptoms; one is a corrupted checkpoint report, the other is missing text-encoder weights." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different models and different failure modes; only a loose similarity around model-specific config/runtime issues." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Both report the same ZeRO-3 init IndexError pattern at dimension 0 size 0, strongly suggesting one underlying bug." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they concern different documentation changes and are not the same underlying issue." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Unrelated failures in different tasks/models; no shared code-path bug." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the distributed-build compatibility issue." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Different subsystems and symptoms; one is about Liger Kernel dispatch, the other a video input error." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal model issues, but the device mismatch and video-feature/token mismatch are different problems." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and unrelated processor/device-mapping failures." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization regression and outdated docs are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption and ModelOpt compatibility are different problems." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Model loading failure versus docs/example staleness; not the same bug." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Both are broad regression reports, but one is about remote-code models and the other about USE_DISTRIBUTED=0 support; not the same concrete issue." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Both describe the same v5 AutoTokenizer token-ID regression across multiple model families." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "A model runtime error and outdated RAG examples are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures with no shared underlying bug." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "Bitsandbytes Int8Params incompatibility is unrelated to the distributed-build regression." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but the model families and failure modes differ enough that they do not look like the same bug." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Different IndexError symptoms and different contexts; not the same issue." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different models and different load problems; no duplicate signal." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch-version incompatibility and pydantic-model regression are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:47228", + "accept": false, + "reason": "Both are compilation/regression reports, but they affect different model/code paths and are not clearly the same bug." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization bug versus task crash; unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Completely different symptoms and subsystems." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5/chat, but one is a transformers chat crash and the other is streaming API failure; not enough to treat as the same bug." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 init IndexError and torch/transformers version incompatibility are different issues." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Different MoE runtime failures under different execution modes; not the same concrete bug." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor/model loading failure versus template compilation error are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "Different model families and different failure modes; no shared bug." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "A weight-tying bug and a corrupted checkpoint report are not the same underlying issue." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but the shapes, trigger, and code path differ; not the same bug." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback logic and remote-code config_class failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The two accepted duplicate pairs are strongly supported by the titles, and the false-negative calls avoid overstating similarity. Using issue 46304 as a representative for the version/regression subtheme is reasonable, while noting the cluster is heterogeneous." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 3, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43572", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43872", + "issue:43873", + "issue:43994", + "issue:44291", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46640", + "issue:46661", + "issue:46869", + "issue:47228" + ], + "soft_pairs": [ + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:43296|issue:43366", + "issue:43872|issue:47228", + "issue:44805|issue:44918", + "issue:43716|issue:47228", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:44387|issue:45005", + "issue:46869|issue:47228", + "issue:45507|issue:47228", + "issue:41093|issue:43596", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:44479|issue:46294", + "issue:43054|issue:43994", + "issue:46468|issue:46869", + "issue:43596|issue:46165", + "issue:45759|issue:45902", + "issue:46640|issue:46661", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:42915|issue:45399", + "issue:43404|issue:45005", + "issue:44360|issue:44512", + "issue:43873|issue:45005", + "issue:44492|issue:44512", + "issue:44530|issue:45005", + "issue:44918|issue:45507", + "issue:45183|issue:46463" + ], + "prepared_review_unit_hash": "f104af23e9bd9001515adaffac7bd536ab51649aeeb511d7cd067eb2525216db", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38035, + "estimated_input_tokens": 9509, + "estimated_eval_tokens": 19274 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most soft links are false positives between distinct Transformer/model bugs. I would accept only two duplicate pairs: the Qwen3.5 video-input regression pair and the trust_remote_code cache/module-resolution pair.", + "confidence": 0.83, + "canonical_issue_reason": "No single canonical issue cleanly covers this cluster; it is mostly a heterogeneous mix of unrelated bugs. If forced to pick a representative, issue:45070 is the broadest v5 regression report, but it should not absorb the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45070 is the most generally framed regression report in the set and the best representative of the broad config/validation-breakage subset, though it is not a duplicate target for most others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Both are version/config regressions, but they hit different fields and different failure modes." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Unrelated bugs: torch/transformers compatibility vs a device-map forward mismatch." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different model-loading problems with different architectures and code paths." + }, + { + "left": "issue:43872", + "right": "issue:47228", + "accept": false, + "reason": "bitsandbytes init-arg incompatibility is unrelated to the Sam3 bf16 compile regression." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention Qwen3.5, but the shape-mismatch and SFT embedding-unpacking failures are different defects." + }, + { + "left": "issue:43716", + "right": "issue:47228", + "accept": false, + "reason": "Image-preprocessor dtype mismatch is unrelated to the bf16 compilation regression." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different models and different runtime paths: autocast dtype mismatch vs streaming API failure." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Different bug classes with no shared concrete code path." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "The _is_hf_initialized constructor incompatibility is a different issue from the PretrainedConfig/pydantic breakage." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to config-field validation." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/OOM behavior is not the same bug as tied-weight handling." + }, + { + "left": "issue:46869", + "right": "issue:47228", + "accept": false, + "reason": "Multi-GPU device-map failure and compilation regression are separate problems." + }, + { + "left": "issue:45507", + "right": "issue:47228", + "accept": false, + "reason": "GraniteMoEHybrid invalid-method calls are unrelated to the Sam3 compiler regression." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but they arise from different code paths and symptoms." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "dtype mismatch in image preprocessing is not the same as Qwen3.5 video token/feature count mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage and torch/version incompatibility are different underlying issues." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both describe the same Qwen3.5/Qwen3.5-MoE video-input regression around chat-template/video-token handling." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the reports are not clearly the same concrete defect; one is quality/embedding degradation, the other wrong outputs in pipeline usage." + }, + { + "left": "issue:46468", + "right": "issue:46661", + "accept": false, + "reason": "Official example breakage and remote-code config_class errors are different failures." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-shape runtime error is unrelated to Qwen3.5 SFT embedding unpacking." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom-model notebook initialization and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Perplexity anomaly on gpt-oss is unrelated to the GLM5 issue." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both point to the same trust_remote_code/custom-module resolution bug, where cache/path identity leads to loading the wrong module." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failure is unrelated to flash-attn fallback behavior." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both involve tied weights, but they affect different model families and different code paths." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A discussion about the DSA indexer is unrelated to a docs typo." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization offloading and tied-weight handling are separate issues." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo and a removed-command docs issue are not the same bug." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to translation-model tied weights." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid-method calls are unrelated." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Both are validation/error-message issues, but one targets input_ids/inputs_embeds XOR logic across models and the other decoder-input validation for T5; not the same defect." + }, + { + "left": "issue:45399", + "right": "issue:46640", + "accept": false, + "reason": "Flash-attn fallback gating and a generic flash-attn issue are not the same concrete code-path problem." + }, + { + "left": "issue:45464", + "right": "issue:46640", + "accept": false, + "reason": "Streaming chat/completions failure on Qwen3.5 is unrelated to the flash-attn 2 issue." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config unwrapping and uninitialized rotary embedding after to_empty() are different bugs." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn behavior and remote-code model-class errors are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the soft links. The two accepted duplicate pairs are reasonably supported by the titles and descriptions, and the remaining pairs are mostly distinct bug classes. The representative-choice language for issue:45070 is appropriately hedged and does not overclaim a canonical merge target." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 4, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44928", + "issue:44991", + "issue:45005", + "issue:45020", + "issue:45237", + "issue:45399", + "issue:45663", + "issue:45701", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46032", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932", + "issue:47246" + ], + "soft_pairs": [ + "issue:43975|issue:44292", + "issue:44863|issue:45005", + "issue:46489|issue:46491", + "issue:39692|issue:43054", + "issue:43950|issue:44534", + "issue:36331|issue:41762", + "issue:46032|issue:47246", + "issue:43644|issue:43950", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:43054|issue:45701", + "issue:45920|issue:46489", + "issue:43828|issue:44928", + "issue:38175|issue:43054", + "issue:45987|issue:46858", + "issue:43950|issue:45902", + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:42947|issue:44387", + "issue:44403|issue:44451", + "issue:24643|issue:28530", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:41762|issue:42915", + "issue:43643|issue:45020", + "issue:42947|issue:43856", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:41553|issue:43883" + ], + "prepared_review_unit_hash": "ca45fdf39eb9412f24a608e99211f27e9faddae3216ced08f1dcf0ba25a8b8a2", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37014, + "estimated_input_tokens": 9254, + "estimated_eval_tokens": 18764 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of Transformers v5-era regressions and model-specific loading/tokenization bugs. Only a small set of soft edges are true duplicates; most are just loosely related by subsystem or version.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43950 is the clearest concrete regression report and has an obvious near-duplicate in issue:44534; it captures the shared v5 non-persistent-buffer corruption problem more precisely than the reworded follow-up.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best representative issue for the cluster because it describes a concrete, reproducible v5 state-loading regression with a direct duplicate and a clear failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different failures and models: DeepSeek detokenization regression vs Qwen NVFP4 runtime error." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Both involve model loading, but one is NemotronH checkpoint loading and the other is a broader tied-weights regression on translation models; not the same bug." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but for different model families and likely different code paths." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Related to SigLIP2, but one is a docs/example mismatch and quantization failure while the other is a text-embedding quality regression." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same non-persistent-buffer regression in v5; the titles describe the same corruption/junk-filled buffer behavior." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unrelated trainer API mismatch vs DeepSpeed ZeRO-3 model-loading index error." + }, + { + "left": "issue:46032", + "right": "issue:47246", + "accept": false, + "reason": "Both mention Mamba/NemotronH recurrence, but they describe different code paths and failure modes; too broad to merge as one PR." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same v5 non-persistent-buffer corruption bug, phrased as a broader from_pretrained regression." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different quantization/storage incompatibilities: Int8Params arg mismatch vs missing Float8 storage object." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Direct duplicate: both are about Gemma4 quantized vision/audio embedders needing the same dtype-casting fix." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "One is a SigLIP2 embedding-quality issue; the other is a general tokenization-change complaint." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a broad multi-model v5 token-ID bug and the other is a DeepSeek-Coder-specific detokenization issue." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different bugs: autocast dtype mismatch in Phi-tiny-MoE vs Qwen3.5 RLHF gradient explosion from 3D position_ids/SDPA fallback." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2, but one reports zero probabilities and the other degraded text embeddings; not enough evidence of the same root cause." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same StaticCache.get_seq_length contract bug: returning a tensor instead of a plain int breaks downstream arithmetic." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both mention bad buffer/materialization behavior, but one is from_pretrained non-persistent buffers and the other is a model-specific uninitialized-memory issue." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Different SigLIP2 problems: embedding quality regression vs HF/JAX implementation discrepancy." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a FlashAttention crash from misread 3D position_ids and the other is CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different models and failure mechanisms: Gemma4 FSDP2 shared_kv_states vs Qwen3_5Moe rotary embedding materialization." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Different performance/memory symptoms with different triggers; not the same concrete bug." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading-noise complaint vs a specific ScandiBERT load failure." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Training with DeepSpeed weight-shape error vs early stopping metric selection issue; unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Different model/runtime failures: tokenizer detokenization bug vs AMD GPU incompatibility." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Generic warning/noise issue vs a specific sleng-bert loading failure." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model-specific load/runtime errors: Gemma3 ZeRO-3 index error vs Qwen3Moe FineGrainedFP8 failure." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Related theme (remote_code loading), but one is missing fields in AutoConfig output and the other is a broader model-loading breakage; not the same bug." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA/gradient-checkpointing behavior vs MoE memory inefficiency; too different." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure for a specific model vs flash-attn2 fallback being blocked by other checks." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import error for a missing model class vs bitsandbytes Int8Params constructor incompatibility." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error message vs missing all_tied_weights_keys attribute on MolmoForCausalLM." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative on the soft edges. The accepted duplicate pairs are plausible direct matches, and the rejected pairs are generally separated by model, failure mode, or subsystem. The canonical issue choice (issue:43950) is supported by the near-duplicate issue:44534 and the shared non-persistent-buffer regression theme." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 5, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43782", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44368", + "issue:44479", + "issue:44509", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44960", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45588", + "issue:45685", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46315", + "issue:46489", + "issue:46661", + "issue:46869", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:45081|issue:45399", + "issue:45685|issue:45823", + "issue:43782|issue:44960", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:41553|issue:43881", + "issue:45020|issue:45356", + "issue:42491|issue:44368", + "issue:45715|issue:46315", + "issue:43872|issue:46869", + "issue:45759|issue:46661", + "issue:45488|issue:46489", + "issue:45020|issue:46661", + "issue:43827|issue:44509", + "issue:43404|issue:43950", + "issue:43881|issue:43883", + "issue:46894|issue:46897", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:41093|issue:44805", + "issue:44928|issue:45588" + ], + "prepared_review_unit_hash": "31aee749ffb966a864d751967c40d21da03b285e585766babb24611d4544f08b", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36629, + "estimated_input_tokens": 9158, + "estimated_eval_tokens": 18572 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous rather than one tight duplicate set. I only see a few clear duplicate subgroups: v5 docs cleanup, tokenizer regression follow-ups, Qwen3-family ZeRO-3 weight-loading failures, Qwen video-input regressions, and the training-loss double-shift bug reports. Most other pairs are only broadly related by subsystem and should stay separate.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 45020 is the broadest high-signal report in the set and the best umbrella anchor if one must be chosen, though the overall cluster is mixed.", + "canonical_pr_reason": null, + "best_issue_reason": "45020 is the most general issue among the mixed reports; it is the least specific and most reusable anchor for this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Both touch tokenizer/attention internals, but the failures are different and do not look like the same code-path bug." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "An MPS int-histogram error and a device_map forward mismatch are unrelated runtime issues." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "These are different model-loading failures on unrelated models, with no shared concrete defect shown." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote_code regression and Gemma4 device-placement mismatch are different bugs." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping plumbing and remote_code model breakage are different underlying problems." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch and device mismatch are different failure modes." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "A bad tokenizer error message and a glm-4v load failure are not the same defect." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote_code regressions and Kimi tokenizer codec handling are different code paths." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both are Qwen/LoRA-adjacent, but one is a branch compatibility problem and the other is a config-warning issue." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they hit different APIs and likely different hot spots." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is unrelated to a YOLO multi-GPU device-map failure." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "These are different AutoModel bugs: config unwrapping versus remote-code attribute resolution." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": true, + "reason": "Both point to the same tokenizer regression family in v5, where tokenization changes break DeepSeek outputs." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Both involve remote-code models, but one is a broad regression and the other is a specific missing config_class attribute error." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both are the same v5 docs cleanup: references to removed pipeline tasks still remain." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Weight-tying and non-persistent-buffer corruption are distinct bugs." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "These are unrelated model-loading failures with different root causes." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Both describe the same training-loss double-shift bug pattern across different model implementations." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper run failure is too broad to equate with a specific fbank feature-extraction bug." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "DeepSpeed weight loading and DeepSpeed gradient averaging are different bugs." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Trainer keyword/API breakage and a mask-shape mismatch are unrelated issues." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Missing checkpointing support and ineffective LoRA gradient checkpointing are different causes." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": true, + "reason": "Both are Qwen3-family ZeRO-3 weight-loading failures under DeepSpeed, so the same load-path bug is plausible." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "GLM/Nemotron load failures are unrelated model-specific problems." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Both are Qwen video-input regressions in 5.3.0 and likely stem from the same video handling path." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight errors and void segmentation-map processing are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "The masked-tensor shape mismatches are not shown to be the same bug, despite similar wording." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF gradient explosion and flash-attn sink handling are different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The proposed anchor issue 45020 is reasonably broad, and the accepted soft-edge pairs are framed as same-family matches rather than hard certainty. The false verdicts also avoid overclaiming shared root causes based only on titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 6, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44991", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:46402", + "issue:46468", + "issue:46489", + "issue:46515", + "issue:46858", + "issue:47254" + ], + "soft_pairs": [ + "issue:43716|issue:46468", + "issue:43366|issue:43828", + "issue:44530|issue:44863", + "issue:44863|issue:46402", + "issue:43366|issue:43531", + "issue:43596|issue:46515", + "issue:41553|issue:44991", + "issue:45325|issue:45902", + "issue:43366|issue:44589", + "issue:43638|issue:46515", + "issue:45663|issue:45823", + "issue:44155|issue:45584", + "issue:42915|issue:43957", + "issue:43716|issue:44560", + "issue:43824|issue:43957", + "issue:43950|issue:45834", + "issue:42617|issue:43366", + "issue:41553|issue:44488", + "issue:44560|issue:45685", + "issue:43645|issue:43646", + "issue:44560|issue:44918", + "issue:36010|issue:42915", + "issue:44910|issue:46858", + "issue:44683|issue:46515", + "issue:43550|issue:44910", + "issue:42947|issue:47254", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661" + ], + "prepared_review_unit_hash": "77c5cd651e8ce06894ac0f9fc739127c19f56876d01b09ad63e026943a6759a3", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37342, + "estimated_input_tokens": 9336, + "estimated_eval_tokens": 18928 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue cluster. The only clear duplicate pair is 43645/43646, the custom-model initialization regression. 38175/43994 is a plausible same-model match, but the evidence is still soft, so it should not be treated as a definite duplicate merge.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43646 is the cleanest representative of the custom-model initialization regression: it captures the core Transformers 5.0.0 breakage without the notebook-specific narrowing in 43645.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best general representative of the clear custom-model initialization duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different models and failures: Mistral-3 image-preprocessor dtype mismatch vs Nemotron example load breakage." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Both involve model loading/runtime behavior, but the bugs are unrelated: GGUF gpt-oss support vs Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different code paths and models: PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading failure." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different models and root causes: NemotronH checkpoint loading vs Sam3Model text encoder weights not loaded." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Same broad Qwen/GGUF area, but not the same bug: gpt-oss support vs Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Unrelated issues: ZeRO-3/Bert index error vs a generic torch 2.4.1 incompatibility report." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading reports, but they concern different models and different failure modes." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different Qwen/VL internals and different bugs: rope-index scaling vs uninitialized inv_freq after meta materialization." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "No shared bug: GGUF gpt-oss support vs a Float8 storage lookup/type error." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different problems: ZeRO-3 + non-pretrained Bert index error vs torch-version incompatibility." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but different bugs and paths: FSDP2 shared_kv_states KeyError vs device_map auto device mismatch." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different models and failures: AudioFlamingo3 track leakage vs Whisper empty-transcription handling." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different layers of the stack: FineGrainedFP8Config failure on Qwen3Moe vs meta-device model loading breakage." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different models and symptoms: Mistral-3 dtype mismatch vs Qwen3-vl-embedding StopIteration in video handling." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import error for a missing class and meta-device loading are unrelated issues." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Different regressions: non-persistent buffer corruption vs long-OCR input index error." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Different artifacts entirely: a 3d_parallel.py execution failure vs GGUF gpt-oss support." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading-related, but one is Voxtral tokenizer messaging and the other is a sleng-bert load failure." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different subsystems and bugs: Qwen3-vl video StopIteration vs MPS histogram unsupported for Int." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying regression: Transformers 5.0.0 breaks custom model initialization; 43645 just adds the Jupyter-notebook context." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different model/runtime failures: video StopIteration vs mask-shape mismatch IndexError." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Qwen3Moe FP8 configuration failure." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both involve attention/cache math, but the concrete bugs differ: Qwen3.5 3D position_ids misread as packed sequence vs device tensor seq-length arithmetic." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Different torch-version issues affecting different functionality; no shared code-path bug." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Both mention compile/attention, but they are distinct bugs in different models and paths." + }, + { + "left": "issue:42947", + "right": "issue:47254", + "accept": false, + "reason": "Related theme, but not the same concrete bug: ineffective checkpointing vs a CheckpointError under ZeRO-3." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but for different model families and different root causes." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device placement bug is not the same as a general torch 2.4.1 incompatibility." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Unrelated: a model-registration/tokenizer-mapping issue vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Same model family and likely related symptom, but the packet only gives soft similarity; not enough to treat as a definite duplicate merge." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-loading failures, but they involve different models and validation problems." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different issues: ZeRO-3 Bert index error vs add-new-model-like failing in TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Same as above: specific ZeRO-3/Bert failure vs a generic torch incompatibility report." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The clustering is mostly cautious, but it overstates certainty in a couple places. In particular, 43645/43646 is clearly the same custom-model init regression, but the writeup\u2019s claim that 43646 is the representative of the \"only clear duplicate issue pair\" is inaccurate because 38175/43994 is also being treated as a true duplicate pair. That second pairing is plausible from the titles, but the packet only gives soft evidence, so calling it definitely duplicate is a bit too strong. I\u2019d reject for that overstatement rather than accept on precision grounds." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 7, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45488", + "issue:45507", + "issue:45672", + "issue:45812", + "issue:45834", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46846", + "issue:46899" + ], + "soft_pairs": [ + "issue:45672|issue:46899", + "issue:44661|issue:44805", + "issue:42491|issue:43720", + "issue:43632|issue:45834", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:41720|issue:42915", + "issue:43644|issue:44534", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:44863|issue:46846", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:46459|issue:46512", + "issue:43644|issue:43645", + "issue:44488|issue:44991", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:43854|issue:43931", + "issue:42491|issue:45335", + "issue:42491|issue:45292", + "issue:43856|issue:44387", + "issue:43708|issue:44075", + "issue:44960|issue:46050", + "issue:44164|issue:44291", + "issue:45488|issue:45812" + ], + "prepared_review_unit_hash": "3ad289fd74cdc24bdc80cd55b191f5e18906569d7b873682d16eaf0861296f33", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35734, + "estimated_input_tokens": 8934, + "estimated_eval_tokens": 18124 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft edge looks like a true duplicate: the two Transformers v5/non-persistent-buffer issues. The rest are mostly title-level similarities within broad themes like Qwen3, SigLIP2, tokenizer loading, quantization, or offloading, but they describe different bugs or code paths.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43644 is the clearest canonical issue because it most precisely states the regression and has an exact duplicate in issue:44534 with only minor title variation.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best issue anchor: it is the earliest, most explicit statement of the shared Transformers v5 non-persistent-buffer bug and matches the accepted duplicate almost verbatim.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:46899", + "accept": false, + "reason": "Both are Gemma4 4-bit audio/vision quantization bugs, but one is a torch.finfo(uint8) failure and the other is an unsafe dtype-cast issue in multimodal embedders; related, not the same bug." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Different subsystems and failure modes: tokenizer-mapping logic vs a mask/tensor shape mismatch in indexing." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different models and code paths: Qwen3 MoE LoRA compatibility across versions vs BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Unrelated bugs: a Transformers v5 initialization flag regression versus a Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both mention loading/offload pain, but one is dequantized-model device_map loading and the other is mmap OOM on Strix Halo; not the same underlying bug." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is zero probabilities in inference and the other is a broken documentation example with model/processor mismatch and quantization failure." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both involve Qwen3, but one is an auto device-map CUDA assert and the other is a FineGrainedFP8Config failure; different concrete problems." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-verbatim duplicate: both report the Transformers v5 bug where non-persistent buffers are filled with junk." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Different issues: Qwen3Moe FP8 config failure versus mmap-related OOM on Strix Halo." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different model families and symptoms: Qwen3 MoE version compatibility versus Gemma4 resize_token_embeddings not propagating to all embeddings." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention generation are unrelated model-specific bugs." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading regressions, but they target different repositories/models and no shared failure mechanism is evident from the titles." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "Different models and failures: NemotronH checkpoint loading versus Qwen3.5 TP-plan missing linear_attn entries." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different code paths: ZeRO-3 loading of language_model weights versus save_pretrained writing incorrect visual encoder keys." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid-method call and the official Nemotron example breakage are not the same bug." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both concern dtype handling, but one is silent dtype loss during checkpoint loading and the other is stale config.dtype after from_config; different lifecycle points and fixes." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Different regressions: non-persistent buffer corruption versus Jupyter/custom-model initialization failure." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but they affect different model families and there is no evidence of a shared root cause." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same SigLIP2 family, but one is a docs example with processor mismatch/quantization issues while the other is a broader bad-output report with AutoModel/pipeline." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and paths: Qwen3 MOE weights not converted under accelerate+deepspeed versus GLM-4.7-Flash unit-test loading failure." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Memory-related, but one is Qwen3 MoE training inefficiency and the other is quantization/offloading not working as expected; not the same concrete bug." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and error surfaces: GLM-4.7-Flash loading in tests versus Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Qwen3 MoE version-compatibility bug versus t5gemma resize_token_embeddings not updating decoder embeddings." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different scopes: a Qwen3 MoE LoRA/hf4.x compatibility problem versus a generic output_embeddings resize bug." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both involve memory pressure, but one is Qwen3 MoE training efficiency and the other is a Transformers 5.x int4 quantization OOM regression." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume max_steps math and SGD optimizer arguments being ignored are unrelated training/optimizer bugs." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Different models and mechanisms: GLM5 versus a sinq-quantized save/load corruption bug." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both affect load/save flows, but one is extra_state handling and the other is an unexpected _is_hf_initialized argument during init_empty_weights; distinct issues." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different model families and different tokenizer behaviors, so they are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet. The canonical anchor on issue:43644 vs issue:44534 is well supported by the near-verbatim titles and chronology, and the rejected soft edges are conservatively framed as related-but-distinct bugs rather than duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 8, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43645", + "issue:43828", + "issue:43873", + "issue:43957", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44479", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46326", + "issue:46468", + "issue:46829", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:46897|issue:46901", + "issue:45276|issue:45335", + "issue:45362|issue:45406", + "issue:43425|issue:43957", + "issue:44291|issue:44756", + "issue:44402|issue:44488", + "issue:45663|issue:45759", + "issue:44910|issue:45588", + "issue:41720|issue:44155", + "issue:43404|issue:43454", + "issue:39692|issue:44960", + "issue:43873|issue:44387", + "issue:42947|issue:45704", + "issue:45663|issue:45859", + "issue:44079|issue:46829", + "issue:44292|issue:44912", + "issue:43957|issue:44756", + "issue:44155|issue:45823", + "issue:36010|issue:39404", + "issue:43335|issue:45663", + "issue:44387|issue:44756", + "issue:44863|issue:46468", + "issue:44479|issue:44877", + "issue:45276|issue:45292", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:43828|issue:43957", + "issue:43645|issue:44164" + ], + "prepared_review_unit_hash": "bca570c67afc979130bfd97a5854bf9f6a5f8b4795644da49482fbe3fbaa6f8f", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36183, + "estimated_input_tokens": 9046, + "estimated_eval_tokens": 18348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous. I found two likely duplicate pairs: the resize_token_embeddings propagation bug (45276/45292) and the training-loss double-shift bug (46897/46901). The rest look like separate model- or subsystem-specific failures.", + "confidence": 0.79, + "canonical_issue_reason": "No single cluster-wide canonical stands out; issue 45276 is the best anchor for the only clear duplicate subgroup because it states the core resize_token_embeddings propagation failure most completely.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45276 is the strongest representative issue in this set: it is concrete, reproducible, and broad enough to subsume the narrower 45292 report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46897", + "right": "issue:46901", + "accept": true, + "reason": "Both describe the same underlying training-loss label shift/double-shift bug; the models differ, but the failure mode is the same wrong target slicing." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both mention resize_token_embeddings, but they affect different model architectures and different subcomponents; not enough evidence of one shared code-path bug." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different models and different crash points; these look like separate application/inference bugs rather than one duplicate." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "One is a torch version compatibility complaint, the other is a meta-device loading failure; related theme, but not the same bug." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected init_empty_weights argument handling and disabling mmap for Strix Halo are unrelated issues." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both concern loading specific models, but the reported failure modes are different and model-specific; not a clear duplicate." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different model families and different problems: FSDP2 shared_kv_states behavior versus config unwrapping for multimodal Qwen." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but one is a 3D position_ids packing bug and the other is an s_aux=None AttributeError for sink-less models." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "These are unrelated failures: auto device mapping CUDA assert versus batched inference token/embedding leakage." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention untied lm_head weights, but they affect different model classes and there is no evidence they share the same fix path." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "A SigLIP2 docs example issue and a GLM5 issue are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both are quantization/memory complaints, but one is offloading behavior and the other is increased reserved memory/OOM; not the same bug." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/PEFT and T5 apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different models and different mechanisms; training FSDP2 shared_kv_states is not the same as CPU offload incompatibility in rotary embedding." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "The second may involve output fields, but it is a specific model output-class mismatch, not clearly the same generic ModelOutput key assignment bug." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantization load problems, but they involve different models and different quantization formats/failure modes." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading failures and mmap/OOM on Strix Halo are different issues." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and different symptoms; no shared code-path evidence." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "An import error for GenerationMixin and a Whisper pipeline return_language regression are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Gemma4 FSDP2 behavior are unrelated bugs." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Increased reserved memory under int4 quantization is not the same as disabling mmap to avoid OOM." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Both are Nemotron-related, but one is checkpoint loading and the other is a broken example; too broad to treat as duplicates." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regressions for Qwen variants and strict config blocking granite_speech are different problems." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings propagation bug; 45292 is the narrower output_embeddings symptom of the broader failure described in 45276." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode and Qwen3.5 position_ids/SDPA math fallback are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "State-dict extra_state handling and mmap OOM on Strix Halo are different load-time issues." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common tokenizers, but one is BPE marker handling and the other is continue_final_message formatting; not the same underlying bug." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sinkless-model crash and Gemma4 FSDP2 shared_kv_states behavior are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and meta-device loading failures are separate issues." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Custom-model initialization in Jupyter and save/from_pretrained extra_state handling do not look like the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the ambiguous pairs. The two accepted duplicate pairs are reasonably supported by the issue titles, and the rest are appropriately rejected as model- or subsystem-specific rather than over-merged." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 9, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43425", + "issue:43452", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43901", + "issue:43906", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45216", + "issue:45292", + "issue:45335", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491", + "issue:46665", + "issue:46869", + "issue:46894", + "issue:46901", + "issue:47228" + ], + "soft_pairs": [ + "issue:45684|issue:45698", + "issue:43425|issue:47228", + "issue:43854|issue:45216", + "issue:45292|issue:45335", + "issue:44589|issue:44756", + "issue:46894|issue:46901", + "issue:43646|issue:43708", + "issue:44402|issue:44451", + "issue:43425|issue:43828", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:43425|issue:46869", + "issue:44530|issue:45084", + "issue:43611|issue:43645", + "issue:39404|issue:45701", + "issue:44683|issue:45823", + "issue:43425|issue:43716", + "issue:39404|issue:46665", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43901|issue:44509", + "issue:44164|issue:45759", + "issue:43994|issue:44079", + "issue:36032|issue:43452", + "issue:44265|issue:44898", + "issue:43906|issue:44530", + "issue:46050|issue:46326", + "issue:43906|issue:46326", + "issue:44991|issue:45081" + ], + "prepared_review_unit_hash": "35c4198d5fa529cb62c3fd24fcae6b466ebc0a5ea447730ab2da1a906c3b3f66", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36562, + "estimated_input_tokens": 9141, + "estimated_eval_tokens": 18538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous. Only the two resize_token_embeddings reports look like the same underlying regression; the other soft pairs are too model- or symptom-specific to safely merge.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45292 is the broader, model-agnostic description of the resize_token_embeddings regression; issue:45335 reads like a t5gemma-specific manifestation of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the best anchor because it states the underlying bug most generally and cleanly, making it the most reusable duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save_pretrained/from_pretrained for custom models, but one is a read-only permission problem and the other is wrong-module loading; different bugs." + }, + { + "left": "issue:43425", + "right": "issue:47228", + "accept": false, + "reason": "Different failures: generic torch 2.10 incompatibility vs a Sam3 bf16 compilation regression." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different model families and failure modes; one is a GLM-4.7 test loading issue, the other is a Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same concrete bug: resize_token_embeddings is not updating all embedding modules; 45335 is a t5gemma-specific instance of the same regression." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated symptoms: missing Float8 storage object vs mmap-related OOM mitigation." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "Both mention a double-shift pattern, but they are different model reports with no clear shared code path evidence." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks is unrelated to Trainer resume_from_checkpoint max_steps calculation." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are tokenizer/model loading complaints, but the concrete bugs differ: vocab-size mismatch vs failed load for a specific model." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "One is a torch version incompatibility, the other is an autocast dtype mismatch in a specific model." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Performance regression in convert_tokens_to_ids is unrelated to CodeLlama's encode/decode space-stripping bug." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs for Granite models is a correctness bug, not the tokenizer performance regression described by 46315." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Generic torch incompatibility and YOLO multi-GPU device_map failure are different issues." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Different concrete failures in different code paths; no evidence they share the same root cause." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both relate to custom model support, but one is a base_model_prefix loading bug and the other is a Jupyter initialization issue." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to broad tokenizer version-behavior changes." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device-mapping mismatch are unrelated problems." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch incompatibility is not the same bug as the Mistral-3 image-preprocessor dtype mismatch." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Pipeline return_language regression and from_pretrained behavior inside classes are distinct issues." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for Qwen variants is unrelated to the mask/tensor shape IndexError." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and template-node compilation error are different root causes." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are documentation-related, but they concern different docs and different deprecated pipeline/task references." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to from_config failing to unwrap text_config." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Wrong SigLIP2 outputs and ModelOutput key assignment are different bugs." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer class-method conflict in T5Tokenizer is unrelated to gguf_file loading failures." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export.export with torch_compilable_check is a different code path from Perceiver interpolation/resolution handling." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "A reproduction of an older issue is not enough to identify the same bug as the Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "These address different areas: an isolated reproduction artifact vs tokenizer continue_final_message logic." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading bugs, but one is a specific model's tokenizer load failure and the other is a Mistral regex patch crash." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative overall. The only accepted soft pair, issue:45292 vs issue:45335, is supported by the titles as the same resize_token_embeddings regression with a model-specific manifestation. The other rejections are phrased cautiously and do not overclaim shared root cause evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 10, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43421", + "issue:43541", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43931", + "issue:44164", + "issue:44451", + "issue:44462", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45823", + "issue:45859", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46821", + "issue:46894", + "issue:46897", + "issue:46899", + "issue:47050" + ], + "soft_pairs": [ + "issue:44671|issue:44991", + "issue:39404|issue:44912", + "issue:45823|issue:46899", + "issue:44164|issue:46821", + "issue:45479|issue:46894", + "issue:43856|issue:44756", + "issue:43596|issue:44683", + "issue:44488|issue:44987", + "issue:43632|issue:47050", + "issue:44488|issue:45081", + "issue:45479|issue:46897", + "issue:36032|issue:42915", + "issue:43299|issue:43931", + "issue:43611|issue:43644", + "issue:42796|issue:43404", + "issue:44462|issue:46489", + "issue:43716|issue:45084", + "issue:46285|issue:46402", + "issue:44661|issue:44683", + "issue:43541|issue:45084", + "issue:44451|issue:44987", + "issue:39404|issue:44671", + "issue:42915|issue:44530", + "issue:43643|issue:44530", + "issue:44737|issue:45859", + "issue:40990|issue:43421", + "issue:40444|issue:46326", + "issue:34567|issue:40444", + "issue:36032|issue:43645", + "issue:43644|issue:43646" + ], + "prepared_review_unit_hash": "8131104e0df7878731fab417f6e5ac3d5539618f134220f2b7c0bf978cb94dc8", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36772, + "estimated_input_tokens": 9193, + "estimated_eval_tokens": 18642 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are distinct model- or subsystem-specific regressions, not duplicates. The closest cluster is around Transformers v5 custom-model/loading regressions, with issue 43646 the broadest representative.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43646 is the broadest, most general regression statement in the set (\u201cbreaks custom model initialization\u201d) and best serves as the umbrella issue for nearby v5 initialization/loading breakages.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the best single issue to anchor the cluster because it is generic, user-facing, and closer to a cross-cutting regression than the narrower model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading regressions, but they affect different models and describe different failures (bad MLM predictions vs tokenizer load failure)." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language return and MXFP4 quantization fallback are unrelated code paths and symptoms." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Same model family, but different bugs: device-map forward mismatch vs unsafe dtype casting in multimodal embedders." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "Save/from_pretrained extra_state handling and a TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Both involve training loss, but one is a generic classification loss edge case and the other is an ASR double-shift bug." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory/OOM, but the underlying causes and fixes are different." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Zero3/BertModel init failure and compiled flex_attention on torch>=2.9 are different failures." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but they concern different repositories/models and likely different loader bugs." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "_is_hf_initialized regression and fp16 ONNX attention dtype mismatch are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different model families and different tokenizer-load failure mechanisms." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Same broad training-loss theme, but not the same concrete bug or code path." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3-VL loading issues, but one is a v5 regression and the other is a shape mismatch on a specific model checkpoint." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one concerns base_model_prefix loading and the other non-persistent buffer initialization." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Mistral tokenizer BPE marker handling and Mistral3 lm_head tying are different bugs." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer-related, but one ignores tokenizer.json entirely while the other produces incorrect output for a specific model family." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image-preprocessor/model dtype mismatch and a template-node compilation error are unrelated." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP structure inconsistency and Sam3Model text-encoder loading are different model-specific regressions." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Model-listing logic and flex_attention compilation are unrelated subsystems." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure and template-node compilation failure are different compiler/tracing issues." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model loading failures, but they are distinct checkpoints with no evidence of a shared bug." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language return and CamemBERT masked-LM output issues are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Both are Qwen-family problems, but one is FP8 config failure and the other is a cache group-type crash." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss and PagedAttentionCache linear_attention crash are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both involve device placement/offload, but the affected models and failing operations differ." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression and runtime special-token post-processor updates are not the same bug." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multi-image IterableDataset finetuning failure and mistral_common continue_final_message behavior are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token accounting and multimodal finetuning dataset handling are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Related v5 regressions, but the titles indicate different concrete failures and no shared code path is evident." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 11, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:42175", + "issue:42915", + "issue:43208", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43582", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44206", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:46178", + "issue:46326", + "issue:46661", + "issue:46869", + "issue:46899", + "issue:47013", + "issue:47312" + ], + "soft_pairs": [ + "issue:42175|issue:46178", + "issue:44206|issue:44220", + "issue:43582|issue:43632", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43452|issue:43482", + "issue:44811|issue:45584", + "issue:43482|issue:47312", + "issue:43746|issue:46326", + "issue:43317|issue:43482", + "issue:43208|issue:47013", + "issue:43645|issue:46661", + "issue:44403|issue:45081", + "issue:43262|issue:43377", + "issue:43792|issue:46869", + "issue:42915|issue:45084", + "issue:43646|issue:44534", + "issue:44987|issue:45081", + "issue:43377|issue:43819", + "issue:44849|issue:45325", + "issue:42915|issue:44291", + "issue:28530|issue:34567", + "issue:43404|issue:44466", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:44451|issue:45081", + "issue:43994|issue:44610", + "issue:44008|issue:46899", + "issue:42915|issue:44589" + ], + "prepared_review_unit_hash": "d5d3f2441a1a473a4ce2390f2e8e975fbb804b9f88b8a39b7dad6e9d23dbad01", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36553, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: a few loose theme overlaps around Transformers v5 model-init/loading regressions, but none of the proposed soft pairs look like the same concrete bug strongly enough to merge as duplicates. The best representative issue is the v5 `_is_hf_initialized` regression subgroup, while the clearest actionable report is the init_empty_weights/_is_hf_initialized TypeError case.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 43632 is the broadest representative of the recurring v5 initialization breakage theme and can serve as the umbrella issue for the small related subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44291 is the most concrete, reproduction-friendly report in the initialization regression family, with a precise failure mode and upgrade boundary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both mention backend handling, but one is about missing TensorFlow in the torch extra and the other is a backend-mapping error for tensorflow_text; different bugs." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio feature-extraction regressions, but the failures are different: unsupported center arg vs a low-level _torch_extract_fbank_features issue." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Completely different code paths: Apple Silicon allocator warmup TypeError vs a v5 initialization flag regression." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are v5 loading failures, but they affect different model/tokenizer setups and there is no concrete shared failure mode shown." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated errors: template compilation failure vs an invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both involve GGUF loading, but one is a generic gguf_file API break and the other is a specific Qwen2.5-GGUF v5 failure; not enough evidence of one bug." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Same Whisper area, but different concrete problems: batch_decode skip_special_tokens handling vs empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43482", + "right": "issue:47312", + "accept": false, + "reason": "GGUF loading vs kernel compatibility; no meaningful overlap." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "Different subsystems and failure modes: PEFT checkpoint loading vs mistral_common continue_final_message behavior." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Different loading failures: dequantized model offload with device_map=auto vs GGUF-specific v5 loading breakage." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Same model family, but one is a bundle of three issues for small-model training and the other is a specific return_last_states=False unpack crash." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Both concern custom/remote model initialization, but one is a Jupyter notebook regression and the other is a remote-code config_class AttributeError." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Noise/logging on load vs a Mistral regex patch crash; unrelated bugs." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Both audio-related, but one is chat-template sampling-rate defaulting and the other is batched-vs-single encoder output mismatch from missing padding masks." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper runtime failure and YOLO multi-GPU device_map issue are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FP8 config failure vs template compilation error; no shared code-path." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is custom model initialization and the other is non-persistent buffer serialization corruption." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "No shared concrete bug: a specific model-loading regression vs a Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-model correctness bugs, but one is padding-mask batching and the other is DAC.from_latents missing STE behavior." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different model-specific regressions: hidden-states output bug vs RoPE/temporal position scaling bug." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both touch newer initialization/precision paths, but one is FineGrainedFP8Config and the other is init_empty_weights/_is_hf_initialized; different failures." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Unrelated trainer behaviors: early stopping metric selection vs num_input_tokens_seen not updating." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head.weight/tied weights, but one is a model-specific untied weight bug and the other is device-dependent serialization inconsistency." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer loading failures for different models and different root causes; not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-arg conflict vs a specific model-loading failure; too little evidence they are the same issue." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different model-loading problems with no shared failure path." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-related, but one is a model/pipeline output issue and the other is a processor size mismatch." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Both are Gemma-family issues, but one is a forward variable-name collision and the other is an unsafe dtype cast in multimodal embedders." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Both are FP8-adjacent, but one is a config-driven model failure and the other is a storage backend lookup 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": 28, + "review_unit_index": 12, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42796", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43381", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43872", + "issue:43883", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44464", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44991", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45812", + "issue:45923", + "issue:45987", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899", + "issue:47254" + ], + "soft_pairs": [ + "issue:43531|issue:44877", + "issue:45923|issue:47254", + "issue:36032|issue:41720", + "issue:44464|issue:45987", + "issue:44265|issue:44610", + "issue:43632|issue:46821", + "issue:43322|issue:43540", + "issue:44479|issue:45325", + "issue:43089|issue:45987", + "issue:43425|issue:44403", + "issue:43296|issue:43531", + "issue:43883|issue:44488", + "issue:40444|issue:45325", + "issue:45216|issue:45357", + "issue:43872|issue:44291", + "issue:43611|issue:44534", + "issue:44220|issue:44683", + "issue:44991|issue:46315", + "issue:43716|issue:46899", + "issue:44403|issue:44991", + "issue:45812|issue:46491", + "issue:42796|issue:43746", + "issue:43381|issue:45923", + "issue:44291|issue:44589", + "issue:33666|issue:40444", + "issue:43792|issue:44589", + "issue:43632|issue:44756", + "issue:40990|issue:44811", + "issue:42796|issue:46710", + "issue:43883|issue:44991", + "issue:35707|issue:40444" + ], + "prepared_review_unit_hash": "baa02f718ccc618dd134d5792c1a6ae4a7a726b893905d3c9fd167d0243b5e8d", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36924, + "estimated_input_tokens": 9231, + "estimated_eval_tokens": 18718 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, with one clear duplicate theme around Transformers v5 loading regressions involving `_is_hf_initialized`, plus one Qwen3.5 save_pretrained pair. The rest look like unrelated bugs across tokenizer, multimodal, generation, export, and performance areas.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43632 is the broadest root-cause report in the cluster: it names the Transformers v5 `_is_hf_initialized` regression directly, which also explains the more specific loading failures in issue:43872 and issue:44291.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43632 is the best cluster representative because it captures the underlying cross-cutting v5 loading breakage rather than a single package-specific manifestation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Different bugs: Qwen3-MoE sliding_window behavior vs granite_speech strict config loading." + }, + { + "left": "issue:45923", + "right": "issue:47254", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is a missing flag and the other is a ZeRO-3/PEFT checkpoint error; not the same concrete bug." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer method name conflict vs CUDA assert during Qwen3 auto device mapping." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Compiled chunked generation inconsistency is different from the StaticCache return-type bug." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to an OmDet processor input-size mismatch." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "Transformers v5 `_is_hf_initialized` loading regression is unrelated to the TimesFM `window_size` AttributeError." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Segfault while loading Llava Next models is not the same as Qwen3OmniMoe video-input ValueError." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen multimodal issues, but one is a broad video-input regression and the other is a still-image RoPE scaling bug; different code paths." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation sync/dispatch overhead is a performance issue, not the StaticCache length contract bug." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility and loading noise are different problems with no shared failure mode." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo missing `all_tied_weights_keys` is a different loading failure from sleng-bert tokenizer loading." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset with multiple images per prompt is a finetuning/data-collation issue, not the same as the Qwen2.5-VL still-image position-id regression." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression: both report incorrect checkpoint/visual encoder keys from the save path." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized` incompatibility during model loading; 44291 is the generic reproduction and 43872 is a bitsandbytes manifestation." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading breakage is unrelated to non-persistent buffers being filled with junk." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "fbank feature extraction and compiled flex_attention on newer torch versions are separate bugs." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading regression and convert_tokens_to_ids performance slowdown are different issues." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both are multimodal dtype problems, but they affect different models/modalties and do not clearly share the same concrete code path." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Unnecessary loading noise is not the same as tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "These are both tokenizer regressions, but one is wrong token IDs for Granite models and the other is a CodeLlama space round-trip issue." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT local-checkpoint loading are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing incompatibility is different from a missing `supports_gradient_checkpointing` flag." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "The `_is_hf_initialized` argument bug is unrelated to the missing Float8 storage object." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL and iterable-dataset multi-image finetuning failures are not the same bug." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and Float8 storage lookup failure are distinct loading/runtime issues." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Transformers v5 loading regression is unrelated to disabling mmap on Strix Halo to avoid OOM." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on GPT-OSS is not the same as Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker handling and DeepSeek-R1 accuracy regression are different failure modes." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo missing tied-weights metadata is unrelated to tokenizer loading regression for est-roberta." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The `_is_hf_initialized` loading regressions are a coherent cluster theme, and the Qwen3.5 save_pretrained pair is plausibly the same bugfix. The remaining pairwise rejections are appropriately cautious and do not overclaim equivalence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 13, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43818", + "issue:43856", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44509", + "issue:44534", + "issue:44568", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45701", + "issue:45812", + "issue:45834", + "issue:46402", + "issue:46821", + "issue:46909", + "issue:47217" + ], + "soft_pairs": [ + "issue:44079|issue:45663", + "issue:43531|issue:44291", + "issue:43482|issue:43525", + "issue:41720|issue:45081", + "issue:43421|issue:44568", + "issue:42175|issue:45542", + "issue:43296|issue:46821", + "issue:42175|issue:43296", + "issue:44462|issue:45812", + "issue:44079|issue:44534", + "issue:43482|issue:45538", + "issue:43317|issue:43856", + "issue:44509|issue:46909", + "issue:43611|issue:43646", + "issue:43377|issue:45491", + "issue:43818|issue:46402", + "issue:44265|issue:45072", + "issue:43644|issue:44079", + "issue:40444|issue:45381", + "issue:45325|issue:45834", + "issue:43818|issue:45357", + "issue:43493|issue:43994", + "issue:45325|issue:45381", + "issue:44291|issue:44877", + "issue:43454|issue:44466", + "issue:44829|issue:45479", + "issue:40444|issue:47217", + "issue:43873|issue:45701", + "issue:43701|issue:45325", + "issue:42796|issue:45381" + ], + "prepared_review_unit_hash": "2be1e46700510b6cacccc1cd5cfec15d401b66cde8a42f4250cc3fcd151930ab", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36999, + "estimated_input_tokens": 9250, + "estimated_eval_tokens": 18756 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edge looks like a true duplicate. The set is mostly broad v5-era regressions across unrelated code paths (tokenizers, quantization/offload, multimodal position ids, configs, and docs), with only loose thematic overlap.", + "confidence": 0.72, + "canonical_issue_reason": "If one issue has to anchor the cluster, 45812 is the best fit: it is a concrete, user-visible v4\u2192v5 tokenizer regression with multiple inbound references and a clear reproduction path.", + "canonical_pr_reason": null, + "best_issue_reason": "45812 is the strongest representative issue here because it is specific, reproducible, and high-signal; the rest of the items are too heterogeneous to merge into a single canonical bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "Different code paths: ModelOutput key assignment vs Gemma-4 FSDP2 shared_kv_state rebuilding." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3 sliding-window behavior is unrelated to init_empty_weights/_is_hf_initialized construction errors." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different model families and failures: GGUF loading vs missing pad_token_id on Llama4Config." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "CUDA assert during Qwen3 device mapping is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizer behavior, but one is runtime post-processor updates and the other is add_special_tokens handling for a specific tokenizer." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Packaging/backend dependency issues are different: torch extra missing TensorFlow vs tensorboard-only installs causing tf backend errors." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Different subsystems and failures; dependency extras vs model loading in vLLM." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are AutoTokenizer regressions, but one ignores tokenizer.json while the other miscomputes Granite token IDs." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key bookkeeping is unrelated to non-persistent buffer initialization." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF load failure and CLIPTokenizer max_length behavior are unrelated tokenizer/model issues." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device-map offload failure is not the same bug as Qwen3 MoE memory inefficiency." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation issues, but they refer to different docs problems and different content." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is about base_model_prefix loading and the other about custom model initialization." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both mention batching/padding, but the affected models and failure mechanisms differ." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA weight/temporal-attention issue is unrelated to Sam3Model text encoder weights not loading." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/checking issues are unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel inference." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk and ModelOutput key assignment are separate internal bugs." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is training with multi-image IterableDataset and the other is video position-id calculation." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL rope-index scaling and Kosmos2.5 OCR index errors are different model-specific bugs." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA weight sharing is unrelated to Qwen3.5 save_pretrained visual key serialization." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "General SigLIP2 implementation discrepancy is not the same as the specific AutoModel/pipeline bad-output report." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL position-id bugs, but one is still-image temporal scaling and the other is video input vision_position_ids." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "init_empty_weights constructor argument handling is unrelated to strict granite_speech config loading." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Tied lm_head weight wiring and device-dependent serialization are related broadly, but not the same concrete bug." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "FlashAttention-3 training degeneration is a different failure from the num_labels=1 zero-loss classification bug." + }, + { + "left": "issue:40444", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL prompt/input issues, but one is multi-image finetuning and the other is image-placeholder placement in user text." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offload behavior and version-dependent tokenization are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch is not the same bug as Qwen2.5-VL rope-index scaling." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling for Ministral is unrelated to Qwen2.5-VL video position ids." + } + ] + }, + "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": 28, + "review_unit_index": 14, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43550", + "issue:43572", + "issue:43582", + "issue:43606", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:44186", + "issue:44265", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45584", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46821" + ], + "soft_pairs": [ + "issue:43606|issue:44265", + "issue:44479|issue:45823", + "issue:40990|issue:45584", + "issue:43828|issue:46821", + "issue:43262|issue:43746", + "issue:34634|issue:35707", + "issue:35707|issue:41720", + "issue:41720|issue:45823", + "issue:44186|issue:44265", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:43257|issue:45923", + "issue:45823|issue:46821", + "issue:42617|issue:42915", + "issue:40990|issue:42947", + "issue:42796|issue:46209", + "issue:44568|issue:45920", + "issue:43454|issue:45072", + "issue:43377|issue:44610", + "issue:41553|issue:43582", + "issue:43749|issue:44534", + "issue:36331|issue:42617", + "issue:43317|issue:43873", + "issue:43454|issue:43720", + "issue:43377|issue:44898", + "issue:43572|issue:45759", + "issue:41720|issue:43322", + "issue:46305|issue:46315", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:43322|issue:46050", + "issue:41720|issue:44977" + ], + "prepared_review_unit_hash": "2eb185010e90e115eaa042fa0256be2d01e3161ee20d7220162aa033d5bf468e", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36771, + "estimated_input_tokens": 9193, + "estimated_eval_tokens": 18642 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab bag of unrelated issues. I found no soft-edge pairs that look like the same underlying bug/change, so all candidate links should be rejected. For a representative canonical issue, the broadest and most centrally referenced report is the offloading/quantization issue.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43873 is the broadest, most central item here (offloading + quantization, with multiple inbound references), so it works best as the representative canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most general and most-connected issue in the set, making it the best single issue to anchor the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "Different failures: CPU offload device mismatch vs export failing on torch_compilable_check." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different model areas and symptoms: video-input regression vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated: perplexity regression on gpt-oss-20b vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Different subsystems: autocast dtype mismatch vs TimesFM window_size AttributeError." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug is unrelated to GraniteSpeech adapter loading." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Different code paths: Bark voice preset handling vs generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation bug is unrelated to Qwen3 auto device-mapping crash." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both are device-related, but one is a Qwen3 CUDA assert and the other is a Gemma4 forward device mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crash is unrelated to export-time torch_compilable_check behavior." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both touch audio-ish models, but one is offload/device mismatch and the other is a DAC STE consistency bug." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight-tying failure in AyaVision is unrelated to Bamba torch.compile/SDPA behavior." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Accelerate+deepspeed weight conversion issue is not the same as a missing gradient-checkpointing flag." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Device-mapping mismatch and TimesFM AttributeError are different concrete bugs." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py failure is unrelated to Qwen3Moe FineGrainedFP8Config loading." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression is unrelated to gradient checkpointing with PEFT LoRA." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to FP8 inference on B200." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different APIs and failure modes; not the same bug." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Different issues: missing lm_head weight tying vs bfloat16 dtype mismatches." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask inconsistency is unrelated to OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral is unrelated to AppleSilicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "Broken FSDP CPU RAM efficient loading is not the same as non-persistent buffers being filled with junk." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer compute_loss signature mismatch is unrelated to 3d_parallel.py execution failure." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both involve offloading/quantization, but the concrete bugs differ: dequantized model loading vs generic offloading behavior." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision weight tying and BitNet packed-weight unpacking are different model-loading problems." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI batched-vs-single output mismatch is unrelated to Perceiver non-default-resolution failure." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to unwrapping text_config for composite Qwen multimodal configs." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device mapping crash and Llava Next segmentation fault are separate model-loading failures." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Streaming mask off-by-one and tokenizer lookup slowdown are unrelated regressions." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer API mismatch is unrelated to Qwen3Moe FP8 loading failure." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config handling for granite_speech is unrelated to est-roberta tokenizer loading regression." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next segfault on load is unrelated to sinq quantized model save/load breakage." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Different concrete failures: CUDA assert under auto device mapping vs flash-attention generation 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": 28, + "review_unit_index": 15, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:33666", + "issue:36010", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43450", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44610", + "issue:44756", + "issue:44898", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45685", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46402", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:44387|issue:45704", + "issue:40990|issue:45701", + "issue:41720|issue:42617", + "issue:43450|issue:45701", + "issue:44466|issue:45357", + "issue:43873|issue:44756", + "issue:26413|issue:28530", + "issue:45685|issue:46821", + "issue:44186|issue:45072", + "issue:43295|issue:45701", + "issue:44451|issue:47020", + "issue:43065|issue:46402", + "issue:36010|issue:42617", + "issue:46612|issue:46858", + "issue:43646|issue:46665", + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "issue:44186|issue:44610", + "issue:43550|issue:43606", + "issue:43404|issue:45357", + "issue:42915|issue:43317", + "issue:46821|issue:46869", + "issue:43881|issue:44488", + "issue:41720|issue:45161", + "issue:44610|issue:44898", + "issue:44008|issue:45823", + "issue:28530|issue:33666", + "issue:44423|issue:45406", + "issue:43531|issue:43572" + ], + "prepared_review_unit_hash": "514290bf40f8431113889618e6a6d63ed6dc1006f958b4b5198457852f9519e9", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36428, + "estimated_input_tokens": 9107, + "estimated_eval_tokens": 18470 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All proposed soft links look like false positives: the paired issues share broad themes (training, quantization, tokenization, loading, generation), but the concrete failures and code paths differ. No PRs are present, so this is an issue-only cluster; the strongest representative is the detailed `resume_from_checkpoint`/`max_steps` regression report.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43708 is the clearest, most actionable representative: it has a specific regression, a well-scoped code path (`resume_from_checkpoint` + `max_steps` calculation), and a concrete reproduction involving batch-size changes.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43708 is the best issue to anchor the cluster because it describes a precise bug with enough detail to reason about the fix and verify behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both mention memory/performance regressions, but one is int4 CUDA OOM and the other is an Apex RMSNorm memory leak; different subsystems and fixes." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "One reports high perplexity on a specific model/dataset, the other a tokenization behavior change across versions; not the same underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert and a 3d_parallel.py runtime failure are unrelated concrete failures." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Incorrect batched video processor output shape is unrelated to tokenization changing across versions." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve serialization in multimodal models, but one is tied lm_head weight inconsistency and the other wrong visual encoder keys during save_pretrained." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization offload behavior and Strix Halo mmap OOM are different resource-management bugs with different triggers." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume failure from empty epoch iterator is unrelated to early stopping disabling due to missing eval metric." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS histogram support for ints is unrelated to TimesFM's `window_size` attribute error." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer padding/truncation crashes and dtype mismatches in inference are separate problems." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor/tokenizer API regression is not the same as a version-dependent tokenization output change." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-load failures, but they affect different model/tokenizer implementations and failure modes." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Dummy Conv2d in a pixel decoder and missing text-encoder weights in Sam3Model are distinct model-loading/model-architecture issues." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "Importing `GenerationMixin` and failing to run a parallel training script are unrelated." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both are generation/cache-related, but one skips beam-search cache reorder while the other breaks slice arithmetic from a device tensor sequence length." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Custom model initialization breakage and inconsistent `from_pretrained` behavior in Python classes are overlapping only at a very high level." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba and packed-weight unpacking during accelerate loading are different code paths and fixes." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "dtype propagation in Blip2 loading is unrelated to incorrect `max_steps` computation on checkpoint resume." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and OmDet-Turbo processor resolution mismatch are different preprocessing bugs." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "One is a torch.compile SDPA bug; the other is a CPU offload device mismatch for Bark. Same broad area, different failure." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "A tied `lm_head.weight` bug in Mistral3 is not the same as wrong visual encoder keys being saved in Qwen3.5." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and dequantized model loading with device_map=auto are different quantization/load issues." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM `window_size` attribute errors and YOLO multi-GPU device-map failures are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "glm-4v-9b loading failure and ScandiBERT loading failure are separate model-specific import/load issues." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert and GPT-OSS tensor-parallel failure are both distributed inference issues, but not the same concrete bug." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Processor output size mismatch for OmDet-Turbo and Perceiver failure on non-default resolution are different image-processing behaviors." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n variable-name collision in forward and Gemma4 PLE device mismatch are unrelated bugs." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric lookup and Qwen2-VL multi-GPU training are not the same underlying issue." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous batching crash in multimodal serve and Gemma4Processor missing `_tokenizer` are separate serve/runtime failures." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding window behavior and missing `pad_token_idx` in StableLmConfig are distinct configuration/model issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 16, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42915", + "issue:43257", + "issue:43316", + "issue:43322", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43653", + "issue:43716", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44361", + "issue:44464", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44913", + "issue:44991", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:46291", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:47020", + "issue:47145", + "issue:47254" + ], + "soft_pairs": [ + "issue:42915|issue:46291", + "issue:36331|issue:41720", + "issue:44734|issue:46858", + "issue:44671|issue:44743", + "issue:44464|issue:46858", + "issue:44186|issue:44361", + "issue:45632|issue:45684", + "issue:43716|issue:46821", + "issue:28530|issue:30064", + "issue:43316|issue:44913", + "issue:45701|issue:47145", + "issue:29159|issue:36032", + "issue:30064|issue:34634", + "issue:42915|issue:43322", + "issue:43452|issue:47020", + "issue:33357|issue:35707", + "issue:43881|issue:44991", + "issue:43873|issue:45704", + "issue:43540|issue:43782", + "issue:43531|issue:45759", + "issue:44534|issue:46665", + "issue:43526|issue:43883", + "issue:41720|issue:43746", + "issue:44492|issue:44509", + "issue:43550|issue:43653", + "issue:43257|issue:47254" + ], + "prepared_review_unit_hash": "dcf93e06d4169107eda6b535b183d2bbd6549862f27500e3bdfd29320012277e", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35431, + "estimated_input_tokens": 8858, + "estimated_eval_tokens": 17972 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: the items span unrelated tokenizer, multimodal, cache/compile, config, and training bugs. I found no pair that clearly describes the same underlying issue, so all soft edges are rejected.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the strongest anchor in this mixed set: it is open, has comparatively high discussion/inbound references, and describes a substantive runtime bug rather than a narrow typo or one-off report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best single representative because it has the most signal and linkage in the set; there is no clearly superior duplicate target among these unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Different subsystems and failures: Qwen3MoE FP8 loading vs pipelines import dependency validation." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer API signature mismatch vs Qwen3 device-mapping CUDA assert; no shared code path." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache logic, but one is serve KV continuation indexing and the other is static-cache seq-length arithmetic on non-CUDA backends." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT MLM prediction bug and Qwen3 recurrent-state reset are different model-specific behaviors." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both touch compiled generation/cache, but the concrete failures are different and not mergeable as one fix." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizers, different task failures, and no evidence of the same bug." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to save_pretrained permission propagation." + }, + { + "left": "issue:43716", + "right": "issue:46821", + "accept": false, + "reason": "Image preprocessor dtype mismatch vs TimesFM window_size attribute error are unrelated." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early-stopping metric resolution and void segmentation-map processing are unrelated bugs." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but they affect different fields and model classes with different root causes." + }, + { + "left": "issue:45701", + "right": "issue:47145", + "accept": false, + "reason": "Tokenization changes across versions do not match silent FP8 weight_scale omission." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is not the same as T5 special-method name collision on load." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image-segmentation-map processing and BarkProcessor voice_preset are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3MoE FP8 loading and Llava Next segfault are different model-loading failures." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "GGUF/AutoModel loading breakage is unrelated to XLMRobertaTokenizer passing a dict to Unigram." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are different bugs." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "glm-4v-9b loading failure and tokenizer loading regression for est-roberta are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and T5 apex RMSNorm memory leak do not share the same failure mode." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video-input validation in Qwen3OmniMoe is distinct from Qwen3VL weight_only loading errors." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and from_config text_config unwrapping are separate issues." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer corruption in v5 and from_pretrained behavior inside Python classes are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and Molmo tied-weights metadata are different code paths." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping crash and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Cache-strategy typo and removed pipeline-task docs are both docs-adjacent but not the same defect." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:47254", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is not the same bug as PEFT+ZeRO-3 checkpoint errors." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 17, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42886", + "issue:43329", + "issue:43381", + "issue:43388", + "issue:43531", + "issue:43540", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43844", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "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:45406", + "issue:45464", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46402", + "issue:46665", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:42490|issue:43329", + "issue:43606|issue:43720", + "issue:34567|issue:35707", + "issue:43531|issue:46821", + "issue:45406|issue:45464", + "issue:34634|issue:41720", + "issue:43531|issue:44589", + "issue:43606|issue:43653", + "issue:43388|issue:45059", + "issue:45759|issue:45859", + "issue:44451|issue:44991", + "issue:43540|issue:46858", + "issue:45357|issue:46402", + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:44625|issue:45479", + "issue:41720|issue:45704", + "issue:44918|issue:44936", + "issue:39692|issue:44610", + "issue:43381|issue:43844", + "issue:43746|issue:46050", + "issue:43381|issue:45704", + "issue:42886|issue:44843", + "issue:44368|issue:45357", + "issue:44514|issue:44545" + ], + "prepared_review_unit_hash": "4a956f9ca5e94825eaccdda2af3bc4dabc055426cc21b2deed1595ee44df1d93", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36436, + "estimated_input_tokens": 9109, + "estimated_eval_tokens": 18474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a semantic-nearby-but-not-duplicate set of unrelated bug reports. Only one pair looks like an exact duplicate: the Qwen2.5-VL batched apply_chat_template crash. No PRs are present.", + "confidence": 0.9, + "canonical_issue_reason": "Only one clear duplicate pair appears here: issue:44514 and issue:44545. issue:44514 is the better canonical because it is the earlier, fuller report of the same batched `apply_chat_template` crash; the rest of the items are distinct bugs in different code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the strongest representative of the only confirmed duplicate pair: it is earlier, more detailed, and maps directly to issue:44545.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash local-path import warning vs undefined video-token helpers in multimodal token counting; unrelated bugs." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Bark CPU offload device mismatch vs BitNet packed-weight unpacking during accelerate loading; different models and failure modes." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counter not updating vs progressive generation with `inputs_embeds`/`past_key_values`; no shared code-path evidence." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Both mention windowing, but one is Qwen3-MoE `sliding_window`, the other is a TimesFM `window_size` attribute error; different subsystems." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing `_tokenizer` in transformers serve vs Qwen3.5 streaming chat/completions failure; not the same bug." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Bark `voice_preset` issue vs Qwen3 auto device mapping CUDA assert; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding window bug vs `Float8_e4m3fnStorage` load error; different concrete problems." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Bark CPU offload mismatch vs BigBirdTokenizer special-token registration; different code paths." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "`gather_for_metrics` truncation of tuple labels vs SAM3 text/box behavior; no clear shared bug." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite Qwen config `text_config` unwrapping vs CPU-offload incompatibility in `Qwen3_5MoeTextRotaryEmbedding`; distinct issues." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-load failures, but for different models and likely different regressions; too broad to merge." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError vs cache length device-tensor arithmetic in `_prefill`; unrelated." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Incorrect visual-encoder keys on save vs Sam3 text-encoder weights not loading; different save/load paths." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "`post_init` policy for patchtsmixer vs Qwen3.5 `num_labels` propagation; unrelated configuration bugs." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffers filled with junk vs inconsistent `from_pretrained` behavior inside Python classes; no shared root cause." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Model loading regression for `physical-intelligence/fast` vs PIL backends incorrectly requiring torchvision; unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "`AddedToken(..., special=...)` argument conflict vs ScandiBERT load failure; different tokenizer bugs." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver resolution/interpolation issue vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel; different failures." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "`num_labels` propagation bug vs degenerate zero-loss with `problem_type='single_label_classification'` and `num_labels=1`; related area but different bug." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert vs T5 apex RMSNorm memory leak; unrelated." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Qwen3.5 embedding unpacking with TRL SFT trainer vs `trainer.evaluate()` failing after `trainer.train()`; different trainer issues." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 docs example errors vs OmDet-Turbo processor/model image-size mismatch; different models and symptoms." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode vs abnormal gradients with HfDeepSpeedConfig + ZeRO-3; not the same bug." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT-adapter local checkpoint loading vs sinq quantized model save/load breakage; different persistence paths." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction vs T5 apex RMSNorm leak; unrelated." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both concern HF_HUB_OFFLINE tokenizer loading, but 44843 is a specific Mistral-regex/model_info bug while 42886 is a broader cache-load report; not enough evidence to merge strictly." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 LoRA warning about `tie_word_embeddings` vs incorrect visual-encoder keys on save; different config/save issues." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same exact bug: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`; 44514 is the earlier fuller report." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Model load regression for one repo vs PIL backend requiring torchvision; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative on the soft-edge pairs. The only accepted duplicate, issue:44514 vs issue:44545, is well supported by the near-identical titles, matching bug description, and the earlier/larger report as canonical. No PRs are present, and the remaining pair judgments are appropriately non-committal rather than overconfident." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 18, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:43295", + "issue:43421", + "issue:43526", + "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:43881", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44464", + "issue:44488", + "issue:44625", + "issue:44671", + "issue:44857", + "issue:44995", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45759", + "issue:45834", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46294", + "issue:46463", + "issue:46655", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:47020", + "issue:47050" + ], + "soft_pairs": [ + "issue:43421|issue:43927", + "issue:46655|issue:46693", + "issue:45759|issue:45923", + "issue:43746|issue:43873", + "issue:30064|issue:36010", + "issue:43421|issue:43653", + "issue:39692|issue:43873", + "issue:43994|issue:44671", + "issue:44464|issue:47050", + "issue:44995|issue:46858", + "issue:46032|issue:46463", + "issue:45081|issue:45356", + "issue:44857|issue:47050", + "issue:43782|issue:45381", + "issue:43421|issue:44186", + "issue:45356|issue:45907", + "issue:39692|issue:47050", + "issue:43526|issue:43881", + "issue:43720|issue:43819", + "issue:43596|issue:44220", + "issue:43295|issue:45834", + "issue:43540|issue:46294", + "issue:43550|issue:43927", + "issue:43550|issue:43819", + "issue:44062|issue:44488", + "issue:44625|issue:47050", + "issue:43653|issue:43720", + "issue:43531|issue:43643", + "issue:45381|issue:46693", + "issue:44488|issue:47020", + "issue:46829|issue:46832", + "issue:43611|issue:46665" + ], + "prepared_review_unit_hash": "28acdd6e28257c2a2809092aa6cee943908123b753fd2b752b68089241617870", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37660, + "estimated_input_tokens": 9415, + "estimated_eval_tokens": 19086 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated issue reports that only share broad transformer/tokenizer/model-loading vocabulary. I do not see any soft pair that meets the bar for a true duplicate or same underlying change.", + "confidence": 0.39, + "canonical_issue_reason": "issue:43421 is the broadest tokenizer-state regression in the set and the closest umbrella for the few tokenizer-related reports, even though it is not a true duplicate of them.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43421 is the best representative issue for the cluster because it is the most general and reusable tokenizer-related bug among otherwise unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both are tokenizer-related, but one is runtime special-token updates and the other is save/load token ID loss; different bugs and code paths." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video padding calculation in a processor versus a long-context FA2 performance regression; not the same defect." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Different problems: composite config unwrapping in from_config versus a missing gradient-checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT local checkpoint loading and quantization/offloading behavior are separate load-path issues." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Segmentation-map processing and an import error for GenerationMixin are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Runtime special-token mutation is not the same as BigBird mask-token registration/decode behavior." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Documentation/example errors in SigLIP2 are unrelated to quantization offloading failures." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 pipeline output quality versus CamemBERT masked-LM predictions." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Compiled chunked generation inconsistency and ONNX fp16 dtype mismatch are different code paths." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache behavior, but one is stale indexer state and the other is device-tensor seq length arithmetic under static cache compile." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "A silent Mamba2 cache correctness bug is not the same as a T5 decoder-input validation error message." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a crash in Mistral regex patching and the other is Kimi-K2.5 codec handling/warning behavior." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Different failures: AMP loss crash in LwDetr versus fp16 ONNX export dtype mismatch in Canine." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL loading with weight_only and Qwen2.5-VL video position IDs are distinct multimodal bugs." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Special-token runtime updates and LayoutLMv2 tokenizer crashes on NER/padding are different tokenizer problems." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression in Kimi-K2.5 versus a CI bug where list_repo_files must forward revision; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "SigLIP2 example/model mismatch and Canine ONNX dtype mismatch do not share a code-path bug." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Beit label reduction and glm-4v-9b loading failure are unrelated model-specific issues." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading in BitNet and DAC latent reconstruction mismatch are different bugs." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed zero3/BertModel index error is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression for images and Kosmos2.5 long OCR index errors are different multimodal issues." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve Qwen video inputs, but one is a video processing ValueError and the other is chat-template token/feature mismatch." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and DiaConfig token-ID loss are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different model failures: Bamba compile/SDPA versus DAC.from_latents correctness." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken constructor argument conflict and failure to load a specific model are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:47050", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 and Canine ONNX export dtype mismatch are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration and BitNet packed-weight loading are unrelated bugs." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and missing fields in trust_remote_code AutoConfig are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Video position IDs and FA2 long-context performance regression are different issues." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "A model-loading failure for sleng-bert and an XLMRobertaTokenizer Unigram type mismatch are not the same bug." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Hidden_states misassignment in VideoPrism and RT-DETR feature-level mismatch are unrelated vision-model defects." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "base_model_prefix loading regression and inconsistent from_pretrained behavior inside Python classes are separate loading-path issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 19, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43540", + "issue:43606", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43756", + "issue:43819", + "issue:44008", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44561", + "issue:44661", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46291", + "issue:46829", + "issue:46858", + "issue:46932", + "issue:47020" + ], + "soft_pairs": [ + "issue:41720|issue:44991", + "issue:44220|issue:44661", + "issue:30064|issue:36331", + "issue:44821|issue:45084", + "issue:44843|issue:45081", + "issue:45987|issue:46829", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:43540|issue:44008", + "issue:44008|issue:46858", + "issue:43335|issue:43756", + "issue:34634|issue:36010", + "issue:43643|issue:44877", + "issue:44991|issue:47020", + "issue:45987|issue:46932", + "issue:39692|issue:45834", + "issue:43618|issue:43697", + "issue:44561|issue:45020", + "issue:44448|issue:44671", + "issue:44186|issue:44442", + "issue:45584|issue:45834", + "issue:44805|issue:44936", + "issue:44991|issue:46291", + "issue:43322|issue:45685", + "issue:43421|issue:44811", + "issue:45183|issue:45479", + "issue:43606|issue:45072" + ], + "prepared_review_unit_hash": "2fe7f73ff6d548da5e46c502dc0082f0acc1000a7ce88da3b414ea460caf5fe6", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36105, + "estimated_input_tokens": 9027, + "estimated_eval_tokens": 18310 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers bug reports. The soft-similarity pairs do not describe the same underlying defect or change, so none should be merged as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue: the items span different models, tokenizers, processors, training code, and runtime/backends, so the cluster is too heterogeneous for a true duplicate canon.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the broadest umbrella report in the set ('recent transformers versions break models using remote_code'), so it is the closest thing to a representative issue, though it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Different failures: Qwen3 auto device mapping CUDA assert vs tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Unrelated code paths: audio fbank feature extraction vs add-new-model-like/tokenizer mapping generation." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Different subsystems: image processor segmentation-map handling vs CustomTrainer compute_loss signature change." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "No shared bug: loading AutoImageProcessor from URL vs a template-node compilation TypeError." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch Mistral regex patching, but the concrete failures differ: offline model_info call vs missing backend_tokenizer attribute." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "Different problems: cache sequence length type contract vs VideoPrism hidden_states/output packing." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Different models and failures: LayoutLMv2 tokenizer NER/padding crash vs Perceiver non-default resolution image classification." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token decode bug vs DAC.from_latents / forward mismatch; unrelated failure modes." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different model paths: Qwen3OmniMoe video input processing vs Gemma3n variable-name collision in forward()." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Unrelated: Gemma3n attribute error vs static cache sequence-length tensor/device arithmetic." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different architecture bugs: SwitchTransformers sparse-layer creation vs Smollm3 RoPE layer dropping." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset issue is unrelated to the GenerationMixin import regression." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Different config-loading failures: missing fields with trust_remote_code vs strict config blocking granite_speech." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but they affect different models and code paths and are not the same underlying bug." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache seq-length contract bug vs Gemma4 quantized embedder dtype casting; no overlap." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Documentation example errors for SigLIP2 vs long OCR input index error in Kosmos2.5." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions assignment regression is unrelated to RTDetrV2 output differences." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both involve remote_code breakage, but one is specifically is_torch_fx_available removal while the other is a broader recent-version regression report." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different model regressions: Pegasus output drift vs CamemBERT masked-LM predictions." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash vs AutoTokenizer loading FastSpeech2ConformerTokenizer; unrelated." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation bug and Kosmos2.5 long-input index error are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/index shape mismatch during model ops vs trainer.evaluate() failure after train()." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading regression vs pipelines import failure due to kernels version/revision requirements." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next loading segfault vs MPS histogram op not implemented for Int; different backends and failures." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Special-token post-processor update bug vs Whisper batch_decode ignoring skip_special_tokens; related domain but not the same defect." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Validation error-message bug vs degenerate zero-loss classification behavior; unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Different inference bugs: Bark CPU-offload device mismatch vs SwitchTransformers/TimmWrapper bfloat16 dtype mismatch." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 20, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43388", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44479", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44977", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45563", + "issue:45701", + "issue:45834", + "issue:46032", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46846", + "issue:47276" + ], + "soft_pairs": [ + "issue:44479|issue:45834", + "issue:43577|issue:43818", + "issue:46294|issue:46463", + "issue:43550|issue:45072", + "issue:43644|issue:43749", + "issue:43716|issue:44008", + "issue:43782|issue:44977", + "issue:43582|issue:46512", + "issue:45563|issue:47276", + "issue:43825|issue:43994", + "issue:28218|issue:29159", + "issue:43931|issue:46846", + "issue:43388|issue:46032", + "issue:43540|issue:45381", + "issue:44610|issue:45072", + "issue:43645|issue:46665", + "issue:43749|issue:44291", + "issue:34634|issue:36331", + "issue:43720|issue:45072", + "issue:44671|issue:45701", + "issue:42175|issue:45081", + "issue:46697|issue:46728", + "issue:43577|issue:43582", + "issue:43825|issue:43827", + "issue:43742|issue:45020", + "issue:43782|issue:45325", + "issue:44589|issue:45042" + ], + "prepared_review_unit_hash": "ea721975dfa9c599db54dd6efbf5fa75d479954b986b9a041897b936e6a243e4", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35513, + "estimated_input_tokens": 8879, + "estimated_eval_tokens": 18014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of Transformers regressions and model-specific loading/processing bugs. The soft-edge pairs are broadly similar in theme but do not look like the same concrete underlying defect, so I would not merge any of them.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45020 is the best umbrella issue: it is broad, high-level, and captures the recurring pattern of recent-version breakages better than the model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the strongest representative of the cluster because it is the most general regression report and most likely to subsume related version-breakage discussions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both involve video/image inputs, but they are different models and different failure modes: a broad v5.3 video-input regression versus a Kosmos2.5 OCR indexing bug." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "One is a BLIP2 dtype-loading issue; the other is a Video-LLaVA architecture problem with a missing temporal-attention path and weight sharing. Not the same bug." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5 video chat-template mismatch and T5 decoder-input validation are unrelated code paths and model families." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Bamba SDPA torch.compile failure is unrelated to the SwitchTransformers/TimmWrapperModel bfloat16 mismatch." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk in v5.0.0 and FSDP CPU RAM efficient loading are different loading/runtime problems." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Both mention dtype, but one is Mistral image preprocessor dtype mismatch and the other is a Gemma3n variable-name collision causing an AttributeError." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading failure and Qwen3.5 flash-attention generation issues are different subsystems and failure modes." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to from_config leaving config.dtype stale." + }, + { + "left": "issue:45563", + "right": "issue:47276", + "accept": false, + "reason": "Both are warning-message issues, but the paged generate num_return_sequences warning and synced_gpus warning in continuous batching are distinct messages and paths." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "A v5 translation-task support error message and a SIGLIP2 nonsensical-output issue are not the same underlying problem." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Tokenizer added-space behavior and slow/fast tokenizer inconsistency overlap conceptually, but the reports are not specific enough to prove the same defect." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3.5 TP-plan missing linear_attn entries are separate model-loading and tensor-parallel issues." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "gather_for_metrics dropping tuple labels and Mamba2Mixer use_cache corruption are unrelated training/eval bugs." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Video input ValueError in Qwen3OmniMoe and Qwen2.5-VL vision_position_ids regression are different video-processing failures." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch and dtype mismatches in other models do not share the same code path." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Custom models in Jupyter notebooks and from_pretrained inside Python classes are different class-definition/loading behaviors." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading broken and init_empty_weights receiving unexpected _is_hf_initialized are related to loading, but they are distinct API breakages." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset failure and CustomTrainer.compute_loss num_items_in_batch TypeError are unrelated components." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weights unpacking during accelerate loading and dtype mismatches in inference are different bugs." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and generic version-dependent tokenization changes are not the same concrete issue." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Missing TensorFlow backend in pip install '.[torch]' and a Mistral regex patch AttributeError are unrelated setup/loading problems." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Swin2SR over-padding and Aria wrong patch counting are both image-sizing issues, but they affect different functions and model-specific logic." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Both are loading-related, but BLIP2 dtype propagation and Apple Silicon warmup TypeError are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is a runtime error message regression after pipeline removals; the other is stale documentation. Different artifacts and not one bug." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM key error is a specific model-loading issue, while remote_code breakage is a broad compatibility regression; not the same underlying defect." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL rope-index scaling bug are separate Qwen vision-language issues." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure and PIL backend requiring torchvision are different environment/backend 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": 28, + "review_unit_index": 21, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:36010", + "issue:36331", + "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:43696", + "issue:43697", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45003", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45759", + "issue:45859", + "issue:46175", + "issue:46209", + "issue:46285", + "issue:46291", + "issue:46326", + "issue:46932", + "issue:47050", + "issue:47217" + ], + "soft_pairs": [ + "issue:43262|issue:47217", + "issue:43262|issue:43819", + "issue:43653|issue:44912", + "issue:43582|issue:44857", + "issue:46175|issue:46932", + "issue:45003|issue:46285", + "issue:36010|issue:43645", + "issue:45372|issue:46326", + "issue:36010|issue:36331", + "issue:43550|issue:44912", + "issue:43531|issue:45042", + "issue:43638|issue:44936", + "issue:44060|issue:44368", + "issue:43257|issue:43329", + "issue:42175|issue:46291", + "issue:43452|issue:44991", + "issue:43526|issue:43697", + "issue:43906|issue:46209", + "issue:45081|issue:45406", + "issue:43819|issue:43927", + "issue:43746|issue:44811", + "issue:43854|issue:44977", + "issue:45084|issue:45538", + "issue:45859|issue:47050", + "issue:42490|issue:43257", + "issue:43643|issue:45759", + "issue:43257|issue:43696" + ], + "prepared_review_unit_hash": "465e5b4aed8f041d4321371c2db5c3e703a2d79a9efdb08a8fdcc8a54399ae6f", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36349, + "estimated_input_tokens": 9088, + "estimated_eval_tokens": 18432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous; the soft edges are all cross-topic false positives, not true duplicate pairs. The issues cover unrelated bugs in audio, loading, training, quantization, multimodal tokenization, and model-specific regressions.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the reports span unrelated bugs across audio, loading, training, quantization, multimodal tokenization, and model-specific regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for dedupe; the cluster is too mixed for one issue to stand in for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:47217", + "accept": false, + "reason": "Audio processor sampling-rate default bug vs VL image-placeholder handling; unrelated code paths." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "apply_chat_template audio sampling-rate issue vs DAC latent reconstruction mismatch; different bugs." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug vs GPT-oss MXFP4 quantization load fallback; unrelated." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "AppleSilicon warmup TypeError vs LwDetrImageLoss AMP/CUDA crash; different failure modes." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Both Gemma4-related, but one is a huge one-hot position embedding issue and the other is a dtype-casting fix for quantized embedders; not the same bug." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access vs CLIP text model structure inconsistency; unrelated problems." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import failure vs Jupyter custom-model initialization breakage; different root causes." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common, but one is a missing ReasoningEffort import and the other is continue_final_message behavior; not the same issue." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin vs Trainer compute_loss signature change; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure vs GPT-oss quantization loading fallback; different code paths." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs PIL backend requiring torchvision; unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO3 index error with non-pretrained Bert vs trainer.evaluate() failing after train(); not the same bug." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both are tied-weights warnings, but they concern different Qwen model families and different warning triggers; too broad to merge." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MOE weight-conversion issue vs undefined names in multimodal video token counting; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Missing TensorFlow backend from torch extra vs kernels import dependency/version check; different dependency issues." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file loading breakage vs tokenizer loading failure for a specific model; both loading-related but distinct causes." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT image labels reduction bug vs RTDetrV2 differing outputs in v5; unrelated vision issues." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "Isolated reproduction of an old issue vs FP8 inference failure on B200; not the same change or bug." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral regex patch crash in tokenizer loading vs Gemma4Processor missing _tokenizer in serve; different objects and failures." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC.from_latents / missing STE mismatch vs DiaConfig save-load custom token ID loss; unrelated model bugs." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "GraniteSpeech PEFT checkpoint loading vs Whisper batch_decode skip_special_tokens behavior; unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7 unit-test loading issue vs Qwen3.5 flash-attention generation bug; different model-specific failures." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation TypeError vs CLIPTokenizer max_length constant; unrelated tokenizer/model issues." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "Qwen3_5Moe CPU offload incompatibility vs Canine fp16 ONNX dtype mismatch; different execution paths." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local-path import warning vs Qwen3 MOE weight conversion bug; unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "trust_remote_code config fields missing vs composite Qwen multimodal config unwrapping; both config-related but not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MOE conversion bug vs GPT-oss CUDA OOM; 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": 28, + "review_unit_index": 22, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:34567", + "issue:34689", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43425", + "issue:43450", + "issue:43525", + "issue:43526", + "issue:43540", + "issue:43650", + "issue:43742", + "issue:43749", + "issue:43906", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45200", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701", + "issue:47020", + "issue:47145", + "issue:47254" + ], + "soft_pairs": [ + "issue:43329|issue:45600", + "issue:43262|issue:44811", + "issue:43526|issue:44554", + "issue:38175|issue:44610", + "issue:45200|issue:47254", + "issue:39692|issue:44912", + "issue:42915|issue:44821", + "issue:42915|issue:43742", + "issue:43329|issue:44479", + "issue:44291|issue:45042", + "issue:43329|issue:43450", + "issue:34567|issue:40990", + "issue:43257|issue:43931", + "issue:44387|issue:44617", + "issue:29159|issue:34567", + "issue:44912|issue:47145", + "issue:45459|issue:45803", + "issue:45081|issue:47020", + "issue:44987|issue:45538", + "issue:43650|issue:43906", + "issue:43525|issue:46291", + "issue:43425|issue:46291", + "issue:45859|issue:47254", + "issue:46421|issue:46424", + "issue:28282|issue:29870", + "issue:43749|issue:44756", + "issue:28282|issue:34689", + "issue:43540|issue:46701" + ], + "prepared_review_unit_hash": "06de7bbfdf56afb0b346ec8ed3be4f720888c775ab6650aef612b8a46050186b", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36168, + "estimated_input_tokens": 9042, + "estimated_eval_tokens": 18340 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue cluster; only one soft duplicate pair looks like the same underlying video-input regression in Qwen VL/MoE handling.", + "confidence": 0.71, + "canonical_issue_reason": "issue:44479 is the clearest user-facing report of the shared video-input regression across several Qwen VL/MoE variants, aligning with the same video-branch bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest standalone issue in the cluster because it describes a broad, concrete regression affecting multiple models and a specific code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Different bugs: undefined video-branch variables in multimodal token counting vs stale auto_mapping references to removed configs." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Different processor behaviors: audio chat-template sampling-rate default vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Unrelated components: BeitImageProcessorFast label reduction vs an MPS attention correctness issue." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-related, but one is zero probabilities in SigLIP2 and the other is an input-size mismatch in OmDet-Turbo." + }, + { + "left": "issue:45200", + "right": "issue:47254", + "accept": false, + "reason": "Different failures: Gemma 4 token-type defaults vs a PEFT/DeepSpeed checkpointing error." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Docs/example errors for SigLIP2 are not the same as MXFP4 quantization fallback for gpt-oss-20b." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different areas: Qwen3Moe FP8 loading vs AutoImageProcessor URL loading." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading problems: FineGrainedFP8Config failure vs MobileLLM key error." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Both describe the same video-input regression path in Qwen/VLM processing; 43329 points to the undefined video-branch logic underlying the broader regression in 44479." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Different causes and subsystems: init_empty_weights argument mismatch vs PIL backend image processors requiring torchvision." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both involve video, but one is token counting in multimodal logic and the other is batched video processor output shape." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token accounting bug vs a perplexity regression on gpt-oss-20b are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen model-loading issues: accelerate/deepspeed MOE conversion vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but the quantization memory regression and Sam3Video OOM are different problems." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState num_input_tokens_seen not updating." + }, + { + "left": "issue:44912", + "right": "issue:47145", + "accept": false, + "reason": "Both touch quantization/loading, but one is MXFP4 fallback behavior and the other is missing weight_scale application." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but they are separate code paths and distinct bugs." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Different tokenizer implementations and failures: Mistral regex patch crash vs XLMRoberta/Unigram init mismatch." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different issues: loading a specific model fails in v5.1.0 vs CLIPTokenizer's absurd model_max_length." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No substantive relation; one item is non-technical noise and the other is a reproduction of a different issue." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4Config pad_token_id missing is unrelated to pipelines failing on kernels v0.15 metadata requirements." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 compatibility and kernels import requirements are different failures." + }, + { + "left": "issue:45859", + "right": "issue:47254", + "accept": false, + "reason": "Different bugs: CPU offload incompatibility in Qwen rotary embeddings vs PEFT/ZeRO-3 checkpoint errors." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is lazy-init recompilation and the other is max_cache_length being ignored outside quantized cache." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "PyTorch import error for AutoModel is unrelated to Bart generate() using decoder_attention_mask before assignment." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory-related, but FSDP CPU RAM-efficient loading and Strix Halo mmap OOM are distinct issues." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "General model loading failure without PyTorch vs a specific Llama 3.2 Vision loading regression." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal pipeline failures: Qwen3OmniMoe video ValueError vs DiffusionGemma image-text-to-text pipeline breakage." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly treats the cluster as mostly unrelated and conservatively keeps nearly all soft pairs as non-duplicates. The only accepted soft pair, issue:43329 with issue:44479, is plausibly the same video-input regression path and is supported by the titles. No overstated evidence or mergeability concerns are present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 23, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:36331", + "issue:39379", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44554", + "issue:44560", + "issue:44568", + "issue:44821", + "issue:44857", + "issue:44936", + "issue:44991", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47254" + ], + "soft_pairs": [ + "issue:43454|issue:43577", + "issue:44568|issue:45356", + "issue:33357|issue:34567", + "issue:43404|issue:45127", + "issue:42175|issue:43824", + "issue:43742|issue:44291", + "issue:44936|issue:46821", + "issue:43697|issue:45357", + "issue:45137|issue:45405", + "issue:28282|issue:29127", + "issue:44479|issue:46693", + "issue:39379|issue:44554", + "issue:43582|issue:47254", + "issue:44291|issue:44821", + "issue:42915|issue:45538", + "issue:44857|issue:46832", + "issue:24643|issue:29159", + "issue:44062|issue:44991", + "issue:45538|issue:46869", + "issue:42915|issue:43749", + "issue:43452|issue:43582", + "issue:27957|issue:28282", + "issue:44568|issue:45488", + "issue:41720|issue:43540", + "issue:43540|issue:44560", + "issue:43531|issue:44821", + "issue:43577|issue:46512", + "issue:43540|issue:44479", + "issue:42175|issue:44488", + "issue:34567|issue:36331" + ], + "prepared_review_unit_hash": "d687d8b4ab13bd096c80449b12f30b0f5d8330d05d5ebec341de12bca53c3e14", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36140, + "estimated_input_tokens": 9035, + "estimated_eval_tokens": 18326 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it contains many unrelated Transformers bugs (tokenizers, model loading, training, device mapping, RT-DETR, Qwen, etc.) rather than one duplicate family. No soft edge looks like the same underlying bug/change, so all candidate links should stay rejected. If forced to pick a representative issue, 45488 is the broadest and most actively discussed tokenizer regression, but it does not truly unify the cluster.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45488 is the strongest representative by breadth and impact: it describes a concrete tokenizer regression with multiple inbound references and active discussion. It is still only a weak canonical, because the surrounding issues are not actually one duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "45488 is the best single issue to stand in for the cluster, but only as a loose representative. The cluster is too diverse to have a real canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Both concern model dtype/weight handling, but one is a tied-lm_head bug in AyaVision and the other is Blip2/qformer dtype propagation; different models and code paths." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but the failures are different: add_special_tokens behavior vs Kimi-K2.5 codec/warning handling." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "Completely different problems: MacOS bus error on a CLIP model vs TrainerState token-count tracking." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Shared theme of tied embeddings, but one is a missing lm_head tie in a specific model class and the other is LoRA merge collapse with extended vocab; not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Both are import/load issues, but one is missing TensorFlow in a torch install and the other is a missing model class export." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Different loading failures: a MobileLLM config key error vs init_empty_weights passing an unexpected internal argument." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated training/eval failure vs TimesFM window_size AttributeError." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different regressions in different subsystems: RT-DETR output changes vs Qwen3.5 save_pretrained key handling." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO-3 deque failure and a PEFT minimum-version packaging issue are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "AutoModel missing-PyTorch import error is unrelated to LayoutLMv3 box-clarity handling." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Both are regressions, but one is a video-input correctness bug and the other is an FA2 long-context performance regression." + }, + { + "left": "issue:39379", + "right": "issue:44554", + "accept": false, + "reason": "Both mention attention correctness, but the actual bugs are different model/runtime paths: mllama masking vs MPS value/query head-dim handling." + }, + { + "left": "issue:43582", + "right": "issue:47254", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and PEFT+DeepSpeed checkpointing failure are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Both involve loading, but one is an unexpected internal argument with init_empty_weights and the other is image processor loading from URL." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Different issues entirely: Qwen3Moe FP8 config failure vs CLIPTokenizer max_length behavior." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Both touch RT-DETR, but one is an AMP loss crash and the other is a forward-shape mismatch when feature levels exceed backbone outputs." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-shape runtime error and tokenizer slow/fast inconsistency are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-related, but one is an AddedToken kwarg collision and the other is a model-specific tokenizer loading regression." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "CLIPTokenizer model_max_length and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading breakage and Apple Silicon allocator warmup TypeError do not share the same underlying bug." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 and missing-PyTorch import error are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different code paths: special-token insertion vs LlamaTokenizer overriding tokenizer.json pre-tokenizer behavior." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different Qwen families and different failures: auto device mapping cuda assert vs video-input ValueError." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related, but one is a Qwen3OmniMoe input-processing error and the other is a Qwen3-vl StopIteration regression." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype propagation, but one is a Blip2 loading bug and the other is a from_config stale-config issue; not the same concrete defect." + }, + { + "left": "issue:44488", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure for cjvt/sleng-bert and a PEFT version bump are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading breakage and Apple Silicon warmup TypeError are different code paths." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO-3 deque error and PEFT package-version mismatch are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token tracking and CustomTrainer compute_loss signature mismatch are separate trainer 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": 28, + "review_unit_index": 24, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:38175", + "issue:42796", + "issue:43257", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44062", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44792", + "issue:44849", + "issue:44877", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:45005", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45600", + "issue:45672", + "issue:45674", + "issue:45701", + "issue:45823", + "issue:45907", + "issue:46399", + "issue:46463", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46899", + "issue:47276" + ], + "soft_pairs": [ + "issue:44849|issue:45701", + "issue:44479|issue:45381", + "issue:44062|issue:45081", + "issue:44987|issue:45907", + "issue:45042|issue:45081", + "issue:38175|issue:44898", + "issue:44792|issue:44964", + "issue:43742|issue:44589", + "issue:43257|issue:43756", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:46463|issue:47276", + "issue:44737|issue:46463", + "issue:45672|issue:45674", + "issue:43716|issue:46701", + "issue:45823|issue:46463", + "issue:45405|issue:45600", + "issue:43906|issue:46693", + "issue:44568|issue:46491", + "issue:43577|issue:45072", + "issue:44625|issue:44877", + "issue:24643|issue:29870", + "issue:43540|issue:46693", + "issue:43452|issue:44488", + "issue:28282|issue:32090", + "issue:42796|issue:43906", + "issue:46463|issue:46899", + "issue:44466|issue:45005" + ], + "prepared_review_unit_hash": "70cfcb29f6eb74e489102d5e02548c3a769916cef7fa9a2f6229b16301d9652b", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "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": "This cluster is mostly a grab-bag of unrelated bug reports across different models/features. The only strong duplicate-like pair is the Qwen video-input regression around wrong `vision_position_ids`/video position handling; the rest should stay separate.", + "confidence": 0.68, + "canonical_issue_reason": "issue:44479 is the broader, more representative report: it covers the v5.3.0 video-input regression across multiple Qwen VL variants, while the other Qwen issue is a narrower symptom on the same code path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best issue to anchor this subcluster because it names the affected release, model families, and regression class most clearly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Different bugs: one is a Qwen3.5 hidden-states issue, the other is a tokenizer/version-tokenization change." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same underlying Qwen VL video-input regression; both point to incorrect video position handling in v5.3.0, with one reporting the broader regression and the other a narrower manifestation." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated tokenizer/parser failures in different code paths: AddedToken kwarg handling vs Mistral regex patching." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Both involve hub/loading behavior, but they describe different failures and fixes; not the same concrete bug." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Different subsystems and symptoms: PIL image processor dependency handling vs Mistral tokenizer regex crash." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model problems, but the models and failure modes are different and not the same code-path bug." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal failures affecting different models and pipelines." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Separate loading/runtime issues: a key error for MobileLLM vs a float8 storage lookup error." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different model families and different problems: DeepSpeed/accelerate loading vs RoPE layer dropping." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Both touch Qwen-related internals, but one is about RoPE layer configuration and the other about kernel registration; not the same bug." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen multimodal bugs: RoPE layer loss vs still-image temporal position scaling." + }, + { + "left": "issue:46463", + "right": "issue:47276", + "accept": false, + "reason": "Both are message/validation wording issues, but they concern different checks and different code paths." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU placement bug is unrelated to T5 decoder-input validation messaging." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are 4-bit inference problems, but they stem from different mechanisms and models." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal regressions: dtype mismatch in preprocessing vs pipeline output handling for DiffusionGemma." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-mapping mismatch is unrelated to T5 validation error messaging." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Package-version pinning issue vs stale auto-mapping references; unrelated CI/setup problems." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "An isolated reproduction of one issue is not the same as a FA2 long-context performance regression." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and behaviors." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype mismatches, but they affect different models and likely different conversion paths." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Different config-loading bugs: num_labels propagation vs strict config rejection." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed training weight-shape error and Bart generate() local-variable error are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Video-input validation failure is unrelated to the FA2 long-context performance regression." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Different loading failures: gguf_file support vs a specific model load regression." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch import failure and Trainer broadcast type error are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer BPE-marker handling and an isolated reproduction of another issue are not the same bug." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "Both are Gemini/Gemma-family adjacent, but one is an error-message issue and the other is a quantization/dtype corruption bug." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both involve tied weights, but they describe different serialization/load behaviors and are not clearly the same change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only pair plausibly treated as a duplicate is issue:44479 / issue:45381, which is supported by both titles pointing to the same Qwen video-input / vision_position_ids regression in v5.3.0. The rest of the pair rejections are appropriately cautious and do not overstate duplication." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 25, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:40444", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44493", + "issue:44737", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:44991", + "issue:45216", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45701", + "issue:45704", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46701", + "issue:46821", + "issue:46829", + "issue:46846", + "issue:47000" + ], + "soft_pairs": [ + "issue:45663|issue:46846", + "issue:44913|issue:46121", + "issue:43452|issue:44843", + "issue:41762|issue:44936", + "issue:44737|issue:45588", + "issue:43697|issue:46829", + "issue:43526|issue:45479", + "issue:43697|issue:45216", + "issue:45357|issue:45920", + "issue:43720|issue:44898", + "issue:44493|issue:46050", + "issue:43653|issue:44361", + "issue:43688|issue:43749", + "issue:44361|issue:44442", + "issue:38175|issue:43295", + "issue:43643|issue:45375", + "issue:43531|issue:43742", + "issue:43994|issue:44898", + "issue:44821|issue:46821", + "issue:44843|issue:44991", + "issue:40444|issue:44811", + "issue:29159|issue:33357", + "issue:45372|issue:46170", + "issue:44857|issue:47000", + "issue:43688|issue:45704", + "issue:43688|issue:45701", + "issue:43525|issue:46701" + ], + "prepared_review_unit_hash": "a8c68907a30633dba0091ae879639b50e6d38966733911371d62320ceca89d5f", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36173, + "estimated_input_tokens": 9044, + "estimated_eval_tokens": 18344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very noisy: most items are distinct Hugging Face regressions across different models and code paths, with only broad thematic overlap around tokenization/loading. I would treat it as an over-soft cluster and reject all proposed soft merges.", + "confidence": 0.26, + "canonical_issue_reason": "issue:45920 is the best representative because it is a broad, user-facing tokenizer regression affecting multiple models and likely captures the widest slice of the shared theme in this noisy cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 has the strongest cross-model scope and the clearest general tokenizer regression framing, so it is the best single issue to anchor the cluster if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Different model families and failure modes: Gemma-4 FSDP shared_kv_states KeyError vs Qwen3.5-MoE TP plan missing linear_attn entries." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both mention RoPE-related config handling, but one is persistence of rotary_pct on reload and the other is a TypeError converting JSON-loaded ignore_keys_at_rope_validation; not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both are tokenizer loading regressions, but one concerns gguf_file breaking AutoTokenizer/AutoModel loading and the other is an unconditional model_info() call in _patch_mistral_regex breaking offline mode." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Completely different code paths: Gemma3 ZeRO-3 load-time IndexError vs trainer.evaluate() failing after train()." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU device placement bug and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different model outputs and different components: RTDetrV2 output mismatch vs VideoPrism hidden_states field corruption." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and sequence-classification zero-loss bug are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 inference regression and Qwen3.5 save_pretrained checkpoint corruption are different bugs." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Both are v5 regressions, but one is Qwen3.5 visual encoder key saving and the other is tokenizer ID generation across multiple models; different subsystems and fixes." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading failure and Perceiver interpolation failure are unrelated." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "One is unexpected position_id keys, the other is quantized model save/load breakage; not the same underlying issue." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer issues, but BigBirdTokenizer special-token registration and MLukeTokenizer AttributeError are different defects." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer failures in different classes with different symptoms; no evidence of a shared code path." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Both involve processor/tokenizer behavior in multimodal models, but one is zero probabilities in SigLIP2 and the other is a regression in processor.tokenizer access and image passing." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig and a specific Qwen3_5MoeVisionConfig strict-field drop are not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue and MobileLLM-125M key error are unrelated loading/model bugs." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision model inference problems, but SigLIP2 nonsensical outputs and Perceiver non-default resolution failure are different issues." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading regressions, but offline model_info() misuse and EMBEDDIA/est-roberta tokenizer loading failure are distinct root causes." + }, + { + "left": "issue:40444", + "right": "issue:44811", + "accept": false, + "reason": "Qwen2.5-VL multi-image iterable dataset finetuning failure and Whisper batch_decode skip_special_tokens bug are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and a CLIP MacOS bus error are not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Windows ROCm/torch.distributed import issue and RoPE JSON list TypeError are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Both are detection-loss crashes, but LwDetrImageLoss AMP/CUDA failure and RTDetrLoss infeasible cost matrix are different failure modes." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Auxiliary loss normalization and T5 apex.FusedRMSNorm memory leak are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization and version-dependent tokenization changes are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4Config pad_token_id attribute error and DiffusionGemma image-text-to-text 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": 28, + "review_unit_index": 26, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42898", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43504", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43782", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44561", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44977", + "issue:45356", + "issue:45405", + "issue:45440", + "issue:45542", + "issue:46050", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46612", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46932", + "issue:47013", + "issue:47254" + ], + "soft_pairs": [ + "issue:43646|issue:43749", + "issue:43295|issue:45356", + "issue:45542|issue:46178", + "issue:43756|issue:46402", + "issue:43653|issue:44568", + "issue:46832|issue:46932", + "issue:43761|issue:46829", + "issue:43761|issue:47013", + "issue:43653|issue:43927", + "issue:33666|issue:36010", + "issue:44479|issue:44625", + "issue:44464|issue:44743", + "issue:43452|issue:43577", + "issue:43550|issue:44361", + "issue:42898|issue:46491", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:41720|issue:44464", + "issue:33666|issue:36331", + "issue:44977|issue:46693", + "issue:44464|issue:44977", + "issue:43688|issue:45440", + "issue:43504|issue:43550", + "issue:44484|issue:44704", + "issue:43278|issue:43688", + "issue:43782|issue:46693", + "issue:45405|issue:47254", + "issue:43643|issue:44561", + "issue:44734|issue:46612" + ], + "prepared_review_unit_hash": "3e290a3123ab56aba555c46a416e0b3e1b7e06815ff2d0c7322444026803120a", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36680, + "estimated_input_tokens": 9170, + "estimated_eval_tokens": 18596 + }, + "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 and regressions across different models/subsystems. No soft pair looks like the same underlying issue, so I would not merge any of them as duplicates.", + "confidence": 0.36, + "canonical_issue_reason": "Issue #43646 is the broadest framework-level regression in the set (\u201cTransformers 5.0.0 breaks custom model initialization\u201d), so it is the closest thing to a cluster anchor, even though the cluster is too heterogeneous to have a strong canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "#43646 is the best representative issue because it is the most general and architecture-level of the reports, while most others are narrow model-specific symptoms. It still should not be treated as a duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Different failures: custom model initialization regression vs FSDP CPU RAM efficient loading breakage." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions, but one is custom processor/tokenizer image handling and the other is Kimi-K2.5 codec/tokenizer behavior." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both mention backend errors, but they are different problems: undefined TF backend from tensorboard-only install vs unsupported tensorflow_text backend mapping." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "SmolLM3 RoPE-layer config bug and Sam3 text-encoder weight loading bug are unrelated model-specific issues." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizers, but one is BigBird mask-token special-token registration and the other is mdeberta-v3 BOS/EOS addition behavior." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR feature-level mismatch and Gemma4 quantized vision/audio dtype casting are unrelated code paths." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Different model outputs: CLIPVision hidden_states regression vs VideoPrism output field mix-up." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "CLIPVision hidden_states regression and xLSTM return_last_states unpacking crash are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird special-token registration and DiaConfig custom token ID persistence are different tokenizer/config bugs." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training and GenerationMixin import failure do not share the same underlying bug." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression for Qwen variants vs num_labels propagation in Qwen3.5 are distinct issues." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both touch generation/statefulness, but one is compiled-forward chunked generation inconsistency and the other is recurrent state reset with cache." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file/from_pretrained loading failure is unrelated to BLIP2 dtype casting." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer-related regressions, but one is clean_up_tokenization_spaces semantics and the other is CodeLlama leading-space round-trip loss." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer gpu_broadcast NoneType error is not the same as Qwen2-VL multi-GPU training behavior." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Different save/load bugs: lm_head.weight serialization inconsistency vs quantized sinq model restoration failure." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert on Qwen3 is unrelated to compiled-forward chunked generation inconsistency." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training and CustomTrainer.compute_loss signature change are different trainer API issues." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3.5 flash-attention output bug and long-context FA2 performance regression are different concrete problems." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "OLMoE/GPT-Oss auxiliary-loss normalization and DeepseekV3MoE divergence from remote implementation are different MoE bugs." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "BEiT legacy-field loading and Bamba torch.compile/SDPA issues are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Default shard size question is unrelated to AutoProcessor not forwarding kwargs to cached_file." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype mismatch in eval vs auxiliary-loss normalization in MoE models are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only loading error and FA2 long-context performance regression are different issues." + }, + { + "left": "issue:45405", + "right": "issue:47254", + "accept": false, + "reason": "PEFT version pinning and PEFT+DeepSpeed checkpointing crash are not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both affect trust_remote_code flows, but one is missing fields in AutoConfig and the other is removal of is_torch_fx_available." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Both involve generation/cache logic, but the serving KV-cache indexing crash and beam-search cache reorder omission are different code paths and models." + } + ] + }, + "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": 28, + "review_unit_index": 27, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:39692", + "issue:42796", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43572", + "issue:43575", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43720", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44466", + "issue:44488", + "issue:44514", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45491", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46710", + "issue:46846", + "issue:47276" + ], + "soft_pairs": [ + "issue:44625|issue:47276", + "issue:43504|issue:43720", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:39692|issue:43493", + "issue:43504|issue:44610", + "issue:43577|issue:44554", + "issue:43611|issue:46846", + "issue:43525|issue:43572", + "issue:43720|issue:44361", + "issue:44514|issue:45290", + "issue:44964|issue:45405", + "issue:43493|issue:43825", + "issue:28218|issue:33357", + "issue:44977|issue:46209", + "issue:45823|issue:46050", + "issue:45491|issue:46002", + "issue:44554|issue:46365", + "issue:39692|issue:43295", + "issue:44488|issue:44843", + "issue:43994|issue:46192", + "issue:42796|issue:44977", + "issue:43334|issue:45759", + "issue:43278|issue:43844", + "issue:43646|issue:44466", + "issue:43334|issue:43572", + "issue:43278|issue:43701", + "issue:44568|issue:46489", + "issue:44568|issue:45812", + "issue:43493|issue:43844", + "issue:43927|issue:44361", + "issue:46209|issue:46710", + "issue:43575|issue:45405" + ], + "prepared_review_unit_hash": "2678852c1455e318ae3f6c0a05fffdd2e1f482385fb2cd4713272f2362dd0e2a", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37873, + "estimated_input_tokens": 9469, + "estimated_eval_tokens": 19194 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of distinct model/config/tokenizer regressions, not a tight duplicate set. The soft edges are broadly similar at a subsystem level, but none look like the same concrete bug or change. If a representative issue is needed, the Granite tokenizer regression is the broadest and most canonical-looking one.", + "confidence": 0.39, + "canonical_issue_reason": "issue:45812 is the broadest, clearest regression report in the set: it describes a silent v4\u2192v5 tokenizer break affecting all Granite models, with concrete user impact and a specific failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best representative issue because it is well-scoped, high-impact, and clearly framed as a regression with a model-wide blast radius; the other issues are mostly narrower, model-specific failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:47276", + "accept": false, + "reason": "Different problems: config propagation for Qwen3.5 vs a misleading continuous-batching warning message." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Unrelated failures: BEiT legacy-field load bug vs BitNet accelerate-loading/unpacking bug." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Different code paths and symptoms: BitNet packed-weight loading vs DiaConfig token-ID persistence/generation IndexError." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DiaConfig losing custom token IDs." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but docs-example errors are not the same bug as HF-vs-JAX implementation divergence." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different model loaders/processors: BEiT legacy preset issue vs OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation and MPS attention correctness are separate issues." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Base-model-prefix loading breakage is unrelated to Qwen3.5 TP plan omissions causing OOM/shape errors." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing pad token fields, but they affect different configs/models and likely different fixes." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet accelerate loading and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but the triggers differ materially: batched padding vs assistant tool-call messages with no content." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure and an unreleased dependency version bump are not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to a pipeline error message about translation support." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing after added tokens and a CLIP MacOS bus error are unrelated symptoms." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Flash-attention generation failure and FP8 inference failure on B200 are different hardware/model issues." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma device-mismatch during forward and Sinq quantized save/load breakage are separate code paths." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "NaNs in Gemma3 sliding-window attention are not the same as NaNs in classification heads after checkout/init." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "An MPS attention correctness bug is unrelated to Trainer import being affected by datasets installation." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation-example mistakes are distinct from a regression in processor.tokenizer access and image passing." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "A specific model failing to load is not the same as an offline-mode failure caused by unconditional model_info() calls." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 wrong outputs and return_tensors being ignored when text_kwargs is passed are different bugs." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling for Ministral is unrelated to Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL config and failing to unwrap text_config in composite Qwen configs are different regressions." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Evaluation dtype drift and DeepSpeed ZeRO-3 gradient growth are unrelated training/eval issues." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and device-dependent lm_head serialization inconsistency are not the same defect." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Different missing-token-field regressions in different model configs; no shared underlying bug is evident." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype changes and resume_from_checkpoint key mismatches are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different failure mechanisms; too broad to merge." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer failures: missing BOS/EOS insertion for one model vs wrong token IDs for all Granite models." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch and DeepSpeed gradient explosion are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig custom-token-ID persistence and MLukeTokenizer task AttributeError are separate issues." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference on B200 and post-upgrade accuracy regression on DeepSeek-R1-Distill-Llama-8B are different failure modes." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Qwen2 TP OOM and an unreleased peft version bump are entirely 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": 28, + "review_unit_index": 28, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:38175", + "issue:42490", + "issue:42947", + "issue:43381", + "issue:43504", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44464", + "issue:44493", + "issue:44589", + "issue:44849", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45357", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46209", + "issue:46285", + "issue:46399", + "issue:46710", + "issue:46821", + "issue:46832", + "issue:46846", + "issue:47013", + "issue:47145", + "issue:47254" + ], + "soft_pairs": [ + "issue:43572|issue:44291", + "issue:33357|issue:33666", + "issue:43824|issue:44589", + "issue:44589|issue:45520", + "issue:46821|issue:46832", + "issue:43504|issue:43606", + "issue:44849|issue:46209", + "issue:44849|issue:45357", + "issue:44493|issue:46285", + "issue:45245|issue:46710", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:43994|issue:44493", + "issue:45072|issue:46832", + "issue:44464|issue:45584", + "issue:43873|issue:46050", + "issue:42490|issue:43696", + "issue:15354|issue:38175", + "issue:43844|issue:44964", + "issue:44849|issue:47145", + "issue:42947|issue:43381", + "issue:46399|issue:46846", + "issue:47013|issue:47254", + "issue:29159|issue:32090", + "issue:45229|issue:45823", + "issue:45084|issue:45520", + "issue:28218|issue:34567", + "issue:45200|issue:45229", + "issue:45588|issue:46050" + ], + "prepared_review_unit_hash": "1c2535aa25daf73536d2b46ea9fa8a739de7b325a25c54f39a300a40d41fe877", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36470, + "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 a broad set of mostly unrelated issues that were linked only by soft textual similarity. I do not see a single underlying bug/change that unifies them, so there is no good canonical issue or PR here. All soft edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both are load-time/configuration errors, but one is a missing config field and the other is an unexpected init_empty_weights argument; different failure modes and code paths." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error with a community CLIP model vs multi-GPU training for Qwen2-VL; unrelated symptoms and subsystems." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for a missing model class vs a storage-object type error; no shared concrete bug." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "One concerns FP8 storage lookup, the other a flash_attn import-utils KeyError on Python 3.13; distinct issues." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window_size AttributeError and RT-DETR forward shape/type error are separate model-specific bugs." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy preset field loading for Beit vs CPU offload device mismatch for bark-small; not the same problem." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states output bug vs FP8 inference failure on B200; different model paths and failure causes." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "One is an output_hidden_states regression, the other incorrect visual encoder keys on save_pretrained; related model family but different bugs." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys vs CLIP text-model structure inconsistency; not the same underlying defect." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-cardinality runtime limit vs accuracy regression after upgrade; unrelated behavior." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT legacy-field loading vs BigBirdTokenizer special-token registration; different tokenizer/model components." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A real model offload/device mismatch vs a stale CI test failure; one is not a duplicate of the other." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP pipeline/AutoModel nonsensical outputs vs unexpected key with position id; different observable bugs and likely different causes." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "bfloat16 dtype mismatch in inference vs RT-DETR feature-level mismatch; not the same code path." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency vs Whisper empty transcription after special-token alignment; different generation bugs." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Offloading/quantization interaction vs broken quantized save/load roundtrip; same broad area but not the same concrete defect." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning vs CUDA OOM on GPT-oss-20b; unrelated." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure vs unexpected zero probabilities in SigLIP2; no overlap in bug mechanism." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "DeepSpeed ZeRO-3 gradient anomaly vs model loading failure for Phi-4 multimodal; different subsystems." + }, + { + "left": "issue:44849", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3.5 hidden-states regression vs FP8 weight_scale omission on checkpoint load; both are model regressions but distinct." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Gradient checkpointing ineffective with LoRA vs gradient checkpointing forbidden in eval mode; related theme, but different concrete problems." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Missing decorator in Qwen3.5 rotary-pos-emb registration vs missing TP-plan entries causing OOM/shape errors; different bugs." + }, + { + "left": "issue:47013", + "right": "issue:47254", + "accept": false, + "reason": "xLSTM return_last_states unpacking crash vs PEFT+DeepSpeed ZeRO-3 checkpoint error; separate training issues." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer inconsistency vs Trainer NoneType broadcast error; unrelated." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 multi-GPU OOM vs Gemma4 PLE device mismatch with device_map=auto; same family but different failure modes." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation error vs flash_attn import KeyError on Python 3.13; distinct code paths." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Extra space after added token vs trainer token-count state not updating; not the same tokenizer behavior." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Missing mm_token_type_ids default vs Gemma4 multi-GPU inference OOM; unrelated." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "flash_attention.py AttributeError on s_aux=None vs quantized model save/load breakage; different components and symptoms." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 29, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:29870", + "issue:29942", + "issue:30333", + "issue:37428", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44869", + "issue:44977", + "issue:45072", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46369", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821" + ], + "soft_pairs": [ + "issue:44423|issue:44734", + "issue:43493|issue:43701", + "issue:43937|issue:46701", + "issue:44869|issue:46752", + "issue:41720|issue:46710", + "issue:44554|issue:45446", + "issue:37428|issue:43957", + "issue:43065|issue:46369", + "issue:43295|issue:43450", + "issue:44977|issue:46701", + "issue:29942|issue:30333", + "issue:44977|issue:46710", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:45406|issue:46121", + "issue:43295|issue:43873", + "issue:43572|issue:46821", + "issue:43540|issue:45200", + "issue:45823|issue:46192", + "issue:44186|issue:46192", + "issue:43295|issue:44610", + "issue:43450|issue:43575", + "issue:43572|issue:43957", + "issue:43550|issue:43844", + "issue:37428|issue:43824", + "issue:45520|issue:46178", + "issue:45200|issue:45823", + "issue:29870|issue:29942", + "issue:42490|issue:43493", + "issue:39692|issue:46192", + "issue:43295|issue:43493", + "issue:42915|issue:43824", + "issue:44521|issue:45290" + ], + "prepared_review_unit_hash": "e3035813d880ac9fe3131ce0141d629aec32672ccfa52ece502b2427922101a8", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37717, + "estimated_input_tokens": 9430, + "estimated_eval_tokens": 19116 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: it mixes unrelated bugs in serving, multimodal processors, attention kernels, loading/config handling, and model-specific regressions. None of the soft pairs look like the same underlying defect or change, so I would not merge any of them as duplicates.", + "confidence": 0.34, + "canonical_issue_reason": "issue:43873 is the broadest and most active report in the set (open, many discussion entries, multiple inbound references), so it is the best anchor issue even though the cluster itself is not cohesive.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the strongest triage signal and the widest scope among the listed issues, making it the most useful representative for this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both involve transformers serve crashes, but one is a multimodal model `.to` attribute error and the other is a KV-cache continuation indexing bug; different code paths and failure modes." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated bugs." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Invalid GenerationConfig and a broken image-text-to-text pipeline are different issues." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decoding with a trailing replacement character is unrelated to apply_chat_template on an empty list." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "One is an auto device mapping cuda assert, the other is an accuracy regression after upgrade; not the same defect." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a PyTorch version check bug in flex_attention are separate problems." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Missing flash_attention import and torch.device('meta') loading failures are distinct loading/runtime issues." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as a memory overflow in sam3-litetext." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression and batched video input shape bugs are different multimodal failures." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and DiffusionGemma pipeline failure are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLFlow reporting on failed training jobs do not share a code-path." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "A flash-attention generation bug is unrelated to an accuracy regression after version upgrade." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "BF16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures are not the same issue." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "A flash_attention.py crash on sink-less models and an AutoModelForCausalLM.from_config text_config unwrapping bug are separate." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to rope parameter conversion TypeError." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantization offloading behavior are different bug classes." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video input processing failure in Qwen3OmniMoe and Gemma 4 token type defaults are different multimodal issues." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Device-map forward mismatch and return_tensors being ignored with text_kwargs are unrelated API bugs." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash is not the same as return_tensors precedence behavior." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "A processor.tokenizer regression is unrelated to OmDet-Turbo producing the wrong image size." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video shape handling and tensor-parallel OOM on Qwen2-57B are different problems." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Missing StableLmConfig pad_token_idx and meta-device loading breakage do not share a concrete failure path." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile with SDPA on Bamba-9B-v2 is unrelated to gradient growth under ZeRO-3." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Flash-support import failure and missing Qwen2_5_VLForConditionalGeneration export are different import problems." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "A flash_attn KeyError on Python 3.13 and a BACKENDS_MAPPING validation error for tensorflow_text are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting and Gemma4 PLE device mismatch are separate issues." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart generate UnboundLocalError and Flash Attention 2 test failures do not describe the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Trailing-slash local model import warning and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 documentation example errors are not the same as return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "processor.tokenizer regression in custom model code and SigLIP2 HF/JAX discrepancy are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Qwen2_5_VL import error are different model/import issues." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "All-zero assistant masks for multimodal inputs and crashes on assistant messages with tool calls/no content are distinct apply_chat_template 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": 28, + "review_unit_index": 30, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43452", + "issue:43525", + "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:44466", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44737", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43334|issue:43525", + "issue:43278|issue:43856", + "issue:28218|issue:35141", + "issue:44737|issue:46894", + "issue:45381|issue:46209", + "issue:43824|issue:43975", + "issue:44466|issue:45127", + "issue:43262|issue:43450", + "issue:43975|issue:45520", + "issue:43950|issue:46285", + "issue:43452|issue:46512", + "issue:43653|issue:44112", + "issue:44561|issue:46234", + "issue:44442|issue:45198", + "issue:45200|issue:46899", + "issue:44479|issue:46192", + "issue:43819|issue:44112", + "issue:44898|issue:45412", + "issue:43335|issue:43550", + "issue:45200|issue:45325", + "issue:45200|issue:46932", + "issue:41720|issue:46209", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:37428|issue:43425", + "issue:43606|issue:45083", + "issue:43827|issue:43901" + ], + "prepared_review_unit_hash": "e7930712514a78cb360f9187e086c9c173a656567234af2c2f789707d6fb055e", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35630, + "estimated_input_tokens": 8908, + "estimated_eval_tokens": 18072 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated transformers bugs/docs regressions that only share broad themes like tokenizer/model loading, multimodal processing, or v5 regressions. The soft pairs look superficially similar but do not describe the same underlying defect, so I would not merge any of them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43950 is the strongest standalone report in the set: it describes a concrete core `from_pretrained` regression with a clear failure mode and broad library impact.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43950 is the best representative issue overall because it is self-contained, high-signal, and concerns a central loading/serialization path rather than a model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing `pad_token_id`, but they affect different configs/models and appear to be separate integration bugs." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "One is a dtype change in `evaluate()`, the other is Qwen3 MoE memory usage; different symptoms and code paths." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization after resizing." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "CPU `arange` device placement and ASR training double-shift are unrelated defects." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "A video position-id regression and an FP8/B200 inference failure are different problems." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Importing a missing class and incorrect detokenization are different failure modes." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both touch tied weights, but one is serialization inconsistency while the other is LoRA merge collapse after vocab extension." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sample-rate handling is unrelated to batched video output-shape bugs." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization corruption and a flash-attn import KeyError do not share a concrete code path." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption is unrelated to CLIP text-model structure inconsistency." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "GGUF loading failures and stale `config.dtype` after `from_config()` are separate API bugs." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration and a stale CI test are not the same bug." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "These are different missing-import regressions affecting different symbols and remote-code paths." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Both involve FastSpeech2ConformerTokenizer, but one is AutoTokenizer loading and the other is save/tokenization behavior; not enough to treat as the same defect." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Defaulting multimodal token type IDs is unrelated to unsafe dtype casts in quantized embedders." + }, + { + "left": "issue:44479", + "right": "issue:46192", + "accept": false, + "reason": "A video-input regression and `return_tensors` being ignored are different API issues." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent reconstruction mismatch has nothing to do with a stale CI test." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver non-default-resolution failure and RT-DETR memory release are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Sparse-layer construction in SwitchTransformers and Bamba torch.compile/SDPA failure are different code paths." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "`mm_token_type_ids` defaults and Qwen2.5-VL rope-index scaling are unrelated multimodal bugs." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "These are both Gemma4-related, but one is token-type defaults and the other is quantized embedder dtype casting; different bugs." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3 auto device mapping on A800 and FP8 inference on B200 are distinct hardware/runtime issues." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor output-size mismatch and AMP/CUDA loss crash are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent mismatch and qwen3_omni_moe length-helper behavior are different components and failures." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "A missing flash-attention helper import and Torch 2.10 incompatibility are not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch and a feature-length helper bug are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues, but they refer to different API removals and different pages; not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 31, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:28282", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:43335", + "issue:43388", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44466", + "issue:44617", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45290", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45859", + "issue:46170", + "issue:46285", + "issue:46326", + "issue:46424", + "issue:46431", + "issue:46512", + "issue:46566", + "issue:46697", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:44792|issue:45563", + "issue:43335|issue:43653", + "issue:44857|issue:45593", + "issue:46512|issue:46821", + "issue:44206|issue:45584", + "issue:45759|issue:46285", + "issue:28282|issue:33357", + "issue:43388|issue:43526", + "issue:38175|issue:45412", + "issue:29942|issue:32090", + "issue:43611|issue:44466", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:46424|issue:46858", + "issue:43550|issue:44112", + "issue:43335|issue:45083", + "issue:43335|issue:44112", + "issue:45520|issue:46170", + "issue:46431|issue:46566", + "issue:45290|issue:46326", + "issue:43335|issue:43606", + "issue:44448|issue:44743", + "issue:37428|issue:44351", + "issue:44617|issue:46697", + "issue:42490|issue:43854", + "issue:45588|issue:45859", + "issue:34689|issue:35141" + ], + "prepared_review_unit_hash": "b19827e7e07f22ae33b5d7e2e501b978390ea1fb2f1a59e1d5456c714a2af2f9", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36254, + "estimated_input_tokens": 9064, + "estimated_eval_tokens": 18384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated Transformers issues rather than one duplicate family. The soft-similarity pairs share broad subsystem vocabulary at best, but none look like the same concrete bug or fixable with a single PR.", + "confidence": 0.86, + "canonical_issue_reason": "No single issue is a clear duplicate hub for the cluster; the items span unrelated failures across model loading, tokenizers, cache logic, audio/vision processors, and training/runtime backends.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43335 is the strongest standalone report here: it has the highest discussion volume and a concrete, reproducible runtime failure. It is still not a duplicate of the other items, but it is the best representative issue in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Both are generation-related, but one is a Janus image-generation test failure and the other is a stale warning about paged generate/num_return_sequences; different bugs and code paths." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "MacOS CLIP bus error vs BigBirdTokenizer special-token registration; unrelated subsystems and failure modes." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP crash in LwDetrImageLoss is not the same bug as D-FINE dropping auxiliary losses when denoising is off." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Stale config dtype after from_config is unrelated to TimesFM's window_size AttributeError." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Both touch audio-related preprocessing, but one is an unsupported center argument and the other is empty transcription after special-token alignment; different code paths." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite Qwen text_config unwrapping and CLIP text-model structure changes are distinct model-loading issues." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch import and a MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Different label-handling bugs: one drops tuple elements in gather_for_metrics, the other truncates labels in BeitImageProcessorFast." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unexpected zero probabilities and RT-DETR memory not releasing are different bugs with different symptoms." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and a _gpu_broadcast_one NoneType error in Trainer are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "Both involve v5 model compatibility, but one is base_model_prefix loading and the other is lm_head serialization/tied weights." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "CLIP MacOS bus error vs BEiT legacy-field load failure; not the same bug." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 torch.jit parsing failure is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "max_cache_length being ignored for quantized cache is a different cache bug from device-tensor seq_length breaking static-cache arithmetic." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba torch.compile SDPA failure and GraniteSpeech stale device-override CI failure are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "MacOS CLIP bus error is unrelated to qwen3_omni_moe feature-length helper arithmetic." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "MacOS CLIP bus error and GraniteSpeech stale device override are unrelated." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "flash_attn KeyError on Python 3.13 and Windows ROCm distributed import failure are different import/runtime issues." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Missing chat template ValueError and DiffusionGemma staying on meta with device_map=auto are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve chat templating, but one crashes on assistant tool calls with no content while the other is a mistral_common continue_final_message bug; not the same path." + }, + { + "left": "issue:43335", + "right": "issue:43606", + "accept": false, + "reason": "CLIP bus error on MacOS and bark-small CPU-offload device mismatch are different bugs." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output regression and qwen recurrent-state reset with cache are unrelated model behavior bugs." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Missing _flash_supports_window_size and missing HybridCache are both import errors, but for different symbols and causes." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM for Sam3Video is unrelated to Swin2SR image over-padding." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path import warning and GLM-4.7-Flash test loading failure are different issues." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "flash_attention.py s_aux=None crash and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are different code paths." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision load regression and post_init reinitializing lm_head on resize 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": 28, + "review_unit_index": 32, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:26413", + "issue:27957", + "issue:28218", + "issue:29127", + "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:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45593", + "issue:45823", + "issue:46234", + "issue:47000" + ], + "soft_pairs": [ + "issue:43819|issue:44493", + "issue:44514|issue:44521", + "issue:39692|issue:43526", + "issue:43606|issue:44857", + "issue:29127|issue:32090", + "issue:44206|issue:45823", + "issue:39692|issue:44493", + "issue:43278|issue:43825", + "issue:28218|issue:32090", + "issue:10000|issue:15354", + "issue:43720|issue:44112", + "issue:43701|issue:45083", + "issue:44448|issue:44779", + "issue:45310|issue:45478", + "issue:26413|issue:31501", + "issue:45127|issue:45245", + "issue:44857|issue:45072", + "issue:32090|issue:33357", + "issue:43550|issue:45083", + "issue:42490|issue:43575", + "issue:38175|issue:44493", + "issue:45459|issue:46234", + "issue:44360|issue:44561", + "issue:45593|issue:47000", + "issue:27957|issue:34689", + "issue:29942|issue:35141", + "issue:29870|issue:32090", + "issue:43278|issue:43329" + ], + "prepared_review_unit_hash": "d9a3d0d8e487b3059b94309302e0054f466ff424ba0b42416ad13425b1919173", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35578, + "estimated_input_tokens": 8895, + "estimated_eval_tokens": 18046 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous; almost all soft pairs are clearly different bugs. The only clear duplicate is the Qwen3.5 MoE `from_pretrained` regression (45310/45478).", + "confidence": 0.89, + "canonical_issue_reason": "issue:45478 is the cleanest canonical anchor: it is an exact duplicate of 45310 with the same concrete Qwen3.5 MoE `from_pretrained` failure and slightly more discussion.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45478 is the best representative issue in the cluster because it captures the only true duplicate pair and states the bug concretely and consistently.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different problems: DAC latent conversion parity vs a broad model-loading unexpected-key warning." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same subsystem, but different symptoms and conditions: batched padding=False crash vs all-zero assistant masks for multimodal inputs." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Unrelated: SigLIP2 docs/example issues versus BEiT fast processor label reduction bug." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Different code paths: CPU offload device mismatch vs float16 AMP crash in a detection loss." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message/validation issue is unrelated to Trainer `_gpu_broadcast_one` NoneType failure." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Both are device-related, but they affect different models and distinct failure modes; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Doc/example errors are not the same underlying issue as the unexpected key/position-id regression." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Training/eval dtype drift is unrelated to the v5 pipeline translation-support error message." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing bug and Trainer broadcast NoneType error are unrelated." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Completely different models and failures: German DistilBERT issue vs torch.jit generator expression export problem." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight loading bug vs GraniteSpeech CI test failure are different issues." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v4/v5 regressions, but in different subsystems: Pegasus output drift vs DeepSeek tokenizer regression." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact duplicate reports of the same Qwen3.5 MoE `from_pretrained` regression with the same title and root cause." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Resume-from-checkpoint epoch-iterator empty error is not the same as FineWeb training not starting." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge/vocab-collapse bug is unrelated to the 2^24 category-limit RuntimeError." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both involve numeric precision, but they are different failures in different models and code paths." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer NoneType broadcast failure is unrelated to the MacOS bus error on a CLIP model." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure and qwen3_omni_moe feature-length bug are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning is unrelated to Qwen2-57B tensor-parallel OOM." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero-probability behavior is a different bug from the unexpected key/position-id warning." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error handling and missing `is_falcon_mamba_ssm_available` symbol are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to v5 removal of `is_torch_fx_available`." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Both are detection-loss issues, but they describe different concrete failures and code paths." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support issue and model-loading regression are different bugs." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing Flash Attention 2 tests are unrelated to embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART `generate()` decoder mask bug is unrelated to the Trainer `_gpu_broadcast_one` NoneType error." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Training/eval dtype drift is unrelated to the undefined-name bug in the video branch of `_get_num_multimodal_tokens`." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Summary is well grounded in the packet and stays conservative on the soft pairs. The only clearly supported duplicate is 45310/45478, which share the same title and specific Qwen3.5 MoE from_pretrained regression. No soft-edge verdict appears overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 33, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29870", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:37428", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43381", + "issue:43526", + "issue:43575", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:44186", + "issue:44361", + "issue:44448", + "issue:44464", + "issue:44466", + "issue:44530", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46421", + "issue:46424", + "issue:46655", + "issue:46858", + "issue:47276" + ], + "soft_pairs": [ + "issue:37428|issue:42175", + "issue:45290|issue:45381", + "issue:44464|issue:46424", + "issue:43257|issue:43299", + "issue:29870|issue:33290", + "issue:44448|issue:44977", + "issue:43278|issue:43381", + "issue:40444|issue:43526", + "issue:44855|issue:46399", + "issue:32090|issue:33290", + "issue:25251|issue:32090", + "issue:45290|issue:46655", + "issue:43927|issue:45698", + "issue:45920|issue:46192", + "issue:44977|issue:45229", + "issue:44530|issue:47276", + "issue:44561|issue:44779", + "issue:42490|issue:43873", + "issue:43873|issue:45229", + "issue:29127|issue:34567", + "issue:43381|issue:43701", + "issue:44871|issue:44977", + "issue:44448|issue:44466", + "issue:46421|issue:46858", + "issue:33357|issue:39692", + "issue:44186|issue:45198", + "issue:45588|issue:45823", + "issue:43278|issue:43575", + "issue:41720|issue:45229", + "issue:44361|issue:45198" + ], + "prepared_review_unit_hash": "b53ca65699c65d88e88573f571486140ec46d27b1e784450caf6b9282b9c7b98", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36957, + "estimated_input_tokens": 9240, + "estimated_eval_tokens": 18736 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: the issues span unrelated regressions in tokenizers, cache/compile paths, model loading, docs, and trainer/runtime behavior. The semantic overlap is mostly broad subsystem vocabulary rather than the same concrete bug or fix.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 45920 is the best representative if one must be chosen: it has broad model impact, multiple inbound references, and a concrete regression description. That said, the cluster as a whole is heterogeneous, so this is only a weak canonical fit.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the most central/high-signal issue in the set and the closest thing to a cluster anchor; the rest are mostly isolated, non-duplicate failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Unrelated problems: a flash-attention import error vs TensorFlow missing from a torch-only install." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Both are chat/VL input bugs, but one is apply_chat_template tool-call handling and the other is Qwen2.5-VL video vision_position_ids." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Both touch cache/generation, but one is chunked generation with compiled forward and the other is max_cache_length behavior for quantized cache." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Same model family, different failure modes: accelerate+deepspeed weight conversion vs v5 load break for Qwen3VL MoE." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Bart generate() UnboundLocalError is unrelated to a DeepSpeed Adafactor OOM." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different bugs: Pegasus output regression vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "One is dtype drift in evaluate; the other is gradient checkpointing being invalid in eval mode." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Different components and symptoms: Qwen2.5-VL iterable multi-image finetuning vs BeitImageProcessorFast label reduction." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both mention decorator-related failures, but they are distinct import/parse vs registration issues in different model code paths." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to Adafactor memory blowup under DeepSpeed." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting change is unrelated to trainer GPU broadcast type errors." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "apply_chat_template tool-call crash and SmolVLM video padding bug are different code paths." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load behavior, but one is config token IDs lost and the other is wrong custom module loading." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer regression vs return_tensors being ignored when text_kwargs is passed are different API bugs." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation failure is not the same as multi-GPU CUDA OOM." + }, + { + "left": "issue:44530", + "right": "issue:47276", + "accept": false, + "reason": "PagedAttentionCache crash on Qwen3.5 is unrelated to a misleading synced_gpus warning." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "One is a trust_remote_code API removal breakage; the other is a DeepSeek tokenizer regression." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path import warning is unrelated to quantization offloading not working." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are not the same underlying bug." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id config inconsistency is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus output regression and lm_head.weight serialization inconsistency are distinct v4/v5 issues." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/prefill, but one is recompilation from lazy init and the other is a tensor-type bug in get_seq_length arithmetic." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 docs-example errors are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and Wav2Vec2 save/tokenization failures are unrelated tokenizer/model bugs." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention sinkless-model AttributeError and Gemma4 PLE device mismatch are different forward-path problems." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift during eval is unrelated to Qwen2-57B tp loading OOM." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and Gemma4 multi-GPU OOM are different device-placement failures." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save_pretrained/tokenization failure 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": 28, + "review_unit_index": 34, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43381", + "issue:43412", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43976", + "issue:43994", + "issue:44077", + "issue:44206", + "issue:44265", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44568", + "issue:44743", + "issue:44977", + "issue:45198", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45803", + "issue:46121", + "issue:46693", + "issue:46701", + "issue:47217", + "issue:47276" + ], + "soft_pairs": [ + "issue:43976|issue:45440", + "issue:29942|issue:30064", + "issue:43611|issue:46121", + "issue:45198|issue:45803", + "issue:44206|issue:44479", + "issue:44568|issue:45491", + "issue:43412|issue:45588", + "issue:29870|issue:34689", + "issue:44077|issue:47276", + "issue:43653|issue:44743", + "issue:42915|issue:42994", + "issue:43756|issue:45440", + "issue:44977|issue:45563", + "issue:43653|issue:44442", + "issue:44265|issue:45198", + "issue:43575|issue:43701", + "issue:43065|issue:43994", + "issue:29127|issue:33357", + "issue:42490|issue:43381", + "issue:45491|issue:46693", + "issue:43065|issue:45412", + "issue:43575|issue:44387", + "issue:29127|issue:35141", + "issue:43994|issue:45412", + "issue:45372|issue:45588", + "issue:43526|issue:47217", + "issue:45440|issue:45593", + "issue:45406|issue:46701", + "issue:45459|issue:45712" + ], + "prepared_review_unit_hash": "fcdc33d3d9843063a7b28c083868cf63b727fc74c8672824a695a9d783f76735", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36002, + "estimated_input_tokens": 9001, + "estimated_eval_tokens": 18258 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft links are superficial: these issues cover many unrelated bugs, regressions, and feature gaps rather than one underlying defect.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue; these reports span unrelated bugs/regressions across different models and subsystems.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a reliable cluster representative for the same reason.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Different failure modes: Python-version compatibility vs model output divergence." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash-Attention 2 test failures vs void-segmentation image processing." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "`base_model_prefix` loading regression is unrelated to rope-parameter type handling." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure vs broad bare-except bug in Fuyu." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported `center` arg in LaSR vs Qwen VL video-input regression." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token addition issue vs Gemma3 NaN embeddings." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export/guard problem vs flash-attention `s_aux=None` crash." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generate-mask bug vs Llama 3.2 vision model-loading regression." + }, + { + "left": "issue:44077", + "right": "issue:47276", + "accept": false, + "reason": "PatchTSMixer `post_init` API issue vs misleading warning text." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBird special-token decode bug vs Qwen recurrent-state reset." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FP8 config failure vs quantized-model save failure." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch vs DeepSeek implementation divergence." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attn generation bug vs stale warning for `num_return_sequences`." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBird tokenizer decode issue vs FastSpeech2Conformer tokenizer loading." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "Torch export/check failure vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "TP OOM on Qwen2 vs checkpoint-key mismatch on resume." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3 dummy Conv2d cleanup issue vs SigLIP2 bad outputs in AutoModel/pipeline." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-content error handling vs CLIP MacOS bus error." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash import warning vs gradient-checkpointing-in-eval bug." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 mixed-length NaNs vs long-context FA2 performance regression." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy layer cleanup vs RT-DETR memory release bug." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Different OOM causes: tensor-parallel loading vs int4 reserved-memory regression." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Error-message clarity issue vs embedding reinitialization bug." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 inference correctness vs RT-DETR memory leak." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor import failure vs flash-attention `s_aux` attribute crash." + }, + { + "left": "issue:43526", + "right": "issue:47217", + "accept": false, + "reason": "BEiT Fast label reduction bug vs VL placeholder-in-text failure." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeek implementation divergence vs D-FINE auxiliary-loss omission." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4 processor `_tokenizer` crash vs DiffusionGemma pipeline output bug." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking vs leftover dummy classes in repo checks." + } + ] + }, + "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": 28, + "review_unit_index": 35, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42915", + "issue:43066", + "issue:43316", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43646", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44279", + "issue:44442", + "issue:44462", + "issue:44514", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:45072", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45381", + "issue:45406", + "issue:45412", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45834", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693", + "issue:46821", + "issue:47312" + ], + "soft_pairs": [ + "issue:43334|issue:43531", + "issue:44625|issue:45584", + "issue:43421|issue:45491", + "issue:44442|issue:45072", + "issue:45372|issue:45406", + "issue:45250|issue:46640", + "issue:43066|issue:44462", + "issue:45412|issue:46369", + "issue:45245|issue:45563", + "issue:43526|issue:45834", + "issue:45372|issue:45459", + "issue:27957|issue:33290", + "issue:33290|issue:34689", + "issue:27957|issue:29127", + "issue:33290|issue:35141", + "issue:43526|issue:46693", + "issue:43824|issue:44279", + "issue:43994|issue:46369", + "issue:43381|issue:43873", + "issue:44857|issue:45588", + "issue:42915|issue:43931", + "issue:45588|issue:46821", + "issue:46121|issue:46399", + "issue:43316|issue:47312", + "issue:44514|issue:45381", + "issue:43646|issue:44077", + "issue:44743|issue:44811" + ], + "prepared_review_unit_hash": "8c935f0c550b3072a1892a273b56bb6074f6f84cdff1f60b3d89b82cb4daeee0", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34987, + "estimated_input_tokens": 8747, + "estimated_eval_tokens": 17750 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs only show superficial topical overlap (Qwen, Gemma, Flash Attention, tokenizers, memory, etc.), but not the same concrete bug or fix path. I would not merge any of the suggested pairs as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "No strong canonical duplicate anchor; the issues span unrelated subsystems and failure modes, so there isn't a single issue that clearly represents the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45372 is the most concrete/high-signal report in the set: it has a specific reproducible Gemma 4 processor loading failure and clear user impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Both mention Qwen, but one is a Qwen3-VL loading AttributeError and the other is a sliding_window bug in Qwen3-MoE; different code paths and fixes." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated: Qwen3.5 num_labels propagation vs Whisper generation on empty transcription after align_special_tokens." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer post-processor updates at runtime are unrelated to Gemma3 sliding-window NaN embeddings." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading failure is not the same bug as dtype mismatches in SwitchTransformers/TimmWrapperModel bfloat16 inference." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma4, but one is a missing mistral_common import and the other is a missing _tokenizer attribute in serve; different root causes." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are about Flash Attention 2 in name only; one is a generic FA2 issue, the other is a specific open bug report with different symptoms." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong decoder type in v5 is a different tokenizer-stack issue from AutoTokenizer ignoring tokenizer.json in a repo." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory, but RT-DETR GC/leak behavior and sam3-litetext memory overflow are distinct problems." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count overflow and stale num_return_sequences warning are unrelated generate/model-validation issues." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 long OCR index errors." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor loading via missing ReasoningEffort import is not the same as tokenizer decode errors hidden when protobuf is absent." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLM-RoBERTa Flash Attention 2 support and Adafactor/deepspeed OOM are different performance/runtime issues." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor OOM and Llama 3.2 Vision model loading break are separate failures with different causes." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support for XLM-RoBERTa is unrelated to LayoutLMv3 box-validation error messaging." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer OOM in deepspeed does not match the token-embedding resize / post_init reinitialization bug." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Beit label handling and FA2 long-context performance regression are different models and different symptoms." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Qwen2.5-VL import failure is not the same as a vague dependency issue with transformers." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and sam3-litetext memory overflow are unrelated model-specific bugs." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and offloading with quantization are distinct runtime/configuration issues." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA crash in LwDetrImageLoss is unrelated to flash_attention.py crashing on sink-less models with s_aux=None." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are different bugs in different model families." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Flash-attention sink-less model crash and TimesFM window_size AttributeError do not share the same code path." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "ROPE validation TypeError and Qwen3.5 missing decorator for kernel registration are unrelated implementation bugs." + }, + { + "left": "issue:43316", + "right": "issue:47312", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is not the same as incompatibility with kernels 0.16." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Qwen2.5-VL batched chat-template crash and video vision_position_ids mismatch are different processor/model-input bugs." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Broad custom model initialization break in Transformers 5.0 is not the same as patchtsmixer's optional post_init contract issue." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset with cache and Whisper batch_decode skip_special_tokens 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": 28, + "review_unit_index": 36, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:28282", + "issue:29870", + "issue:42175", + "issue:42490", + "issue:42617", + "issue:43262", + "issue:43316", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43643", + "issue:43701", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44190", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44743", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45245", + "issue:45325", + "issue:45440", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46697" + ], + "soft_pairs": [ + "issue:43761|issue:45859", + "issue:43262|issue:44206", + "issue:44442|issue:44898", + "issue:44977|issue:45245", + "issue:45325|issue:46697", + "issue:43720|issue:44442", + "issue:42490|issue:44743", + "issue:42175|issue:46234", + "issue:44077|issue:44479", + "issue:27957|issue:29870", + "issue:43873|issue:44871", + "issue:43493|issue:43827", + "issue:44062|issue:45907", + "issue:43643|issue:44913", + "issue:43316|issue:45759", + "issue:44964|issue:45440", + "issue:43316|issue:43525", + "issue:25251|issue:28282", + "issue:43749|issue:43931", + "issue:44987|issue:46178", + "issue:42617|issue:43575", + "issue:44855|issue:45137", + "issue:43550|issue:43701", + "issue:43931|issue:45216", + "issue:44190|issue:44496", + "issue:43575|issue:43742" + ], + "prepared_review_unit_hash": "38ff7cfe4efc5899bf4a263c6110e378a415408ee1821b22fb3c5506fd2797ca", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35634, + "estimated_input_tokens": 8909, + "estimated_eval_tokens": 18074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair appears to describe the same underlying bug or change; the titles point to distinct subsystems, models, and failure modes throughout.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43761 is a clear, well-scoped regression report with a concrete symptom and version context, making it the cleanest representative issue in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43761 is the most precise and actionable issue here; it clearly states the affected model, API behavior, and regression nature.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Different components and failures: CLIP vision hidden_states regression vs Qwen rotary embedding CPU offload incompatibility." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Both are processor-related, but one is audio chat template sampling-rate handling and the other is a vision extractor passing an unsupported argument." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Unrelated models and bugs: tokenizer loading failure vs Perceiver image classification resizing/interpolation failure." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen flash-attention generation bug is unrelated to the categorical-limit runtime error." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Both involve image/video preprocessing, but the concrete bug is different: Qwen2.5-VL rope indexing vs Swin2SR over-padding." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Packed-weight loading in BitNet is unrelated to AutoTokenizer failing on FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local path import warning is unrelated to Qwen3.5 recurrent state reset behavior." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Different backend/package issues: tensorflow missing from torch extra vs missing import_utils availability flag." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init validation is unrelated to Qwen video-input regression." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support is a model/backend compatibility issue, not the BART decoder_attention_mask assignment bug." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantized offloading behavior and Gemma eos_token_id mismatch are different bugs with different symptoms." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation drift is unrelated to stale docs still referencing pipeline()." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-arg duplication is unrelated to list_repo_files not forwarding revision." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig is unrelated to GPTNeoX rotary_pct persistence on reload." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is not the same as AutoModelForCausalLM.from_config failing to unwrap composite text_config." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Phi-4 multimodal loading failure and DeepseekV3MoE implementation divergence are distinct model-specific issues." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output shape change is unrelated to an ImportError about missing PyTorch." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading breakage is unrelated to Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Loading physical-intelligence/fast with newer transformers is unrelated to tensorflow_text backend registration." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution failure is unrelated to Qwen2-57B-A14B-Instruct OOM during TP load." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 indentation parsing failure in DebertaV2Model is unrelated to a DeepSpeed ZeRO3 deque IndexError." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba-9B-v2 is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3-VL shape mismatch on load is a different problem from Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a trainer script is unrelated to unrecognized model config loading." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM while tensor-parallel loading a large Qwen model is unrelated to a key error loading MobileLLM-125M." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading related, but one is FSDP/offloading infrastructure and the other is a model weight shape mismatch." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 37, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:27957", + "issue:32090", + "issue:42490", + "issue:42907", + "issue:43065", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43352", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44079", + "issue:44162", + "issue:44188", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46421", + "issue:46506", + "issue:46640", + "issue:46829", + "issue:46932", + "issue:47217", + "issue:47276" + ], + "soft_pairs": [ + "issue:43701|issue:46506", + "issue:43761|issue:44079", + "issue:43606|issue:43701", + "issue:44442|issue:45803", + "issue:27957|issue:32090", + "issue:42490|issue:47276", + "issue:43232|issue:43388", + "issue:46829|issue:46932", + "issue:43761|issue:44188", + "issue:43295|issue:44871", + "issue:43316|issue:43716", + "issue:44871|issue:45584", + "issue:43295|issue:43825", + "issue:42907|issue:45698", + "issue:44521|issue:47217", + "issue:16998|issue:22355", + "issue:44077|issue:44534", + "issue:43646|issue:44913", + "issue:46234|issue:46291", + "issue:43452|issue:44496", + "issue:44871|issue:46050", + "issue:44464|issue:46421", + "issue:43404|issue:43441", + "issue:43352|issue:46640", + "issue:44162|issue:44792", + "issue:45803|issue:46365", + "issue:43065|issue:44617" + ], + "prepared_review_unit_hash": "cd759ba6b940f12c958f6704c934e62c159b4ec39132f1175858bf8ca674f2a5", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35600, + "estimated_input_tokens": 8900, + "estimated_eval_tokens": 18056 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: the soft pairs mostly share only broad subsystem themes, not the same concrete bug. I would reject all soft edges as duplicates and treat this as a mixed bucket rather than one duplicate set.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #44871 is the most central self-contained report here: it has concrete repro details, clear user impact, and sits near several other config/regression-style reports, even though none are true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "#44871 is the best single representative of the set because it is specific, actionable, and well-scoped compared with the more diffuse or unrelated reports around it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch in resume flow is unrelated to PPDocLayoutV3 CPU/CUDA output divergence." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "One is a CLIPVision forward regression; the other is a generic ModelOutput key-assignment bug. Different code paths." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and a bare-except in tensor conversion are unrelated bugs." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention support in XLMRoberta is unrelated to a Trainer/_gpu_broadcast_one NoneType error." + }, + { + "left": "issue:42490", + "right": "issue:47276", + "accept": false, + "reason": "Both are warning-message issues, but about different messages and different code paths." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs syncing and metric-label truncation are distinct problems in different subsystems." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "A hidden_states output bug in VideoPrism is unrelated to Gemma4 quantized-embedder dtype casting." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVision hidden_states handling is unrelated to attention-kernel branching under torch.compile." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Custom processor/tokenizer regression is different from Gemma-3 eos_token_id config mismatch." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image-preprocessor dtype mismatch are separate issues." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Both involve token ids, but one is config serialization mismatch and the other is Whisper generation after align_special_tokens." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to an incorrect pipeline error message." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are different bugs." + }, + { + "left": "issue:44521", + "right": "issue:47217", + "accept": false, + "reason": "Both are multimodal-template-adjacent, but all-zero assistant masks and image-placeholder failures are not the same concrete bug." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "model_max_length handling and missing transformers.onnx module are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init enforcement is not the same as non-persistent buffer junk values in v5." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "A missing import_utils helper and a kernels dependency-version failure are different import-time issues." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file breaking from_pretrained is unrelated to an unrecognized model_type config error." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma-3 eos_token_id mismatch and sinq save/load breakage are distinct serialization/loading bugs." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Chunked-generation output inconsistency is not the same as cache lazy init causing recompilation." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Weight tying in Mistral3ForConditionalGeneration is unrelated to FlashAttention failure in Ministral-3." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention, but one is explicit lack of FA2 support for a model and the other is an unspecified issue." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a janus image-generation test failure are unrelated." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except swallowing errors in Fuyu conversion is unrelated to Trainer import failing with datasets installed." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to a Sam3Video CUDA OOM symptom." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 38, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43388", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43931", + "issue:44060", + "issue:44242", + "issue:44479", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45381", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46082", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46369", + "issue:46424", + "issue:46693", + "issue:46697", + "issue:46894", + "issue:47217" + ], + "soft_pairs": [ + "issue:43540|issue:44514", + "issue:44242|issue:46894", + "issue:43572|issue:46178", + "issue:45381|issue:47217", + "issue:44610|issue:46369", + "issue:45632|issue:46424", + "issue:43504|issue:45698", + "issue:45542|issue:46234", + "issue:44479|issue:47217", + "issue:44534|issue:44913", + "issue:44792|issue:44977", + "issue:44792|issue:45600", + "issue:43525|issue:43531", + "issue:25251|issue:27957", + "issue:45803|issue:46170", + "issue:46082|issue:46697", + "issue:45127|issue:45200", + "issue:43931|issue:44060", + "issue:43650|issue:46202", + "issue:35141|issue:42490", + "issue:46693|issue:47217", + "issue:41950|issue:43475", + "issue:43673|issue:44743", + "issue:43388|issue:43688", + "issue:44855|issue:45588" + ], + "prepared_review_unit_hash": "c47d70ab7e9efc51f7e3b62f45d7a45bccae95aef505113eee550425b830bbbe", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34710, + "estimated_input_tokens": 8678, + "estimated_eval_tokens": 17612 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues span unrelated bugs in pipelines, configs, loading, caching, and model-specific regressions. None of the soft pairs look like the same underlying bug or change, so no canonical issue/PR emerges from these candidates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are VL/video-processing bugs, but one is a Qwen3OmniMoe video-input ValueError and the other is a Qwen2_5_VLProcessor batched chat-template crash with padding=False; different code paths and failure modes." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Both concern training losses, but one is missing load-balancing loss when router logits are disabled and the other is a double-shift bug for CohereASR; not the same defect." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Completely different areas: StableLmConfig missing pad_token_idx versus a backend registry error for tensorflow_text." + }, + { + "left": "issue:45381", + "right": "issue:47217", + "accept": false, + "reason": "Both involve VL models, but one is wrong vision_position_ids for Qwen2.5-VL video input and the other is failure when the image placeholder appears in user text; distinct root causes." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Different problems: OmDet-Turbo processor output size mismatch versus SAM3-LiteText memory overflow." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "One is a cache-path collision for trust_remote_code local models; the other is max_cache_length being ignored except for Quantized Cache." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both affect model loading, but one is a legacy field issue in BeitForSemanticSegmentation and the other is loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Unrelated utility/import issues: undefined tf backend when only tensorboard is installed versus a missing import_utils availability helper." + }, + { + "left": "issue:44479", + "right": "issue:47217", + "accept": false, + "reason": "One is a broad v5.3.0 video-input regression across several VL models; the other is specifically about image placeholders in user text." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization junk versus GPTNeoX rotary_pct not persisting on reload; different subsystems." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "A janus test failure and a Qwen3.5 flash-attention generation bug are not the same underlying issue." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Test failure for janus versus broken auto_mappings references to removed Sam3LiteText configs; unrelated failures." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different config bugs: missing pad_token_id on Llama4Config versus a sliding_window issue in Qwen3-MoE." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k output nesting bug versus XLMRoberta Flash Attention 2 support; no shared underlying defect." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except in Fuyu tensor conversion versus Windows/ROCm import errors from torch.distributed dependency; unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "LlamaConfig head_dim validation bug and Swin2SR over-padding are separate concerns." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings versus Gemma 4 mm_token_type_ids defaulting; different model behaviors." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Model shape mismatch on load versus incorrect tied-weights warning; different code paths and symptoms." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "The titles do not indicate the same bug; one is a vague placeholder issue, the other is a Gemma pipeline roundtrip failure on a special token." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization after resize versus slash-ending local path import warning; unrelated." + }, + { + "left": "issue:46693", + "right": "issue:47217", + "accept": false, + "reason": "Performance regression with FA2 and long-context generation versus VL image-placeholder handling failure; not the same issue." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor selection bug versus SAM3VisionEncoderOutput missing attribute; different components." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache/state, but one is missing GenerationMixin cache in chunked_prefill and the other resets recurrent states in modular_qwen3_5; not mergeable as one fix." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Gather_for_metrics drops tuple labels in the last batch; auxiliary loss normalization is a separate training-loss bug." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 IndentationError from torch.jit.script parsing versus flash_attention AttributeError on s_aux=None; unrelated 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": 28, + "review_unit_index": 39, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:25251", + "issue:29870", + "issue:35141", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43526", + "issue:43550", + "issue:43644", + "issue:43827", + "issue:43854", + "issue:43994", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:45072", + "issue:45245", + "issue:45276", + "issue:45362", + "issue:45381", + "issue:45405", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46369", + "issue:46399", + "issue:46617", + "issue:46655", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", + "issue:46932", + "issue:47013", + "issue:47312" + ], + "soft_pairs": [ + "issue:44190|issue:44964", + "issue:44792|issue:45405", + "issue:29870|issue:35141", + "issue:43827|issue:43994", + "issue:45072|issue:46932", + "issue:45245|issue:46858", + "issue:44734|issue:45406", + "issue:43644|issue:44913", + "issue:43335|issue:44855", + "issue:44869|issue:46832", + "issue:44617|issue:45584", + "issue:46399|issue:47312", + "issue:45588|issue:47013", + "issue:45632|issue:46617", + "issue:41720|issue:45245", + "issue:44242|issue:46897", + "issue:45381|issue:46369", + "issue:43550|issue:44190", + "issue:45563|issue:45584", + "issue:25251|issue:29870", + "issue:43854|issue:44792", + "issue:43065|issue:44610", + "issue:44933|issue:45362", + "issue:45381|issue:46655", + "issue:43335|issue:44190", + "issue:44479|issue:44734", + "issue:44617|issue:46369", + "issue:43295|issue:45276", + "issue:39692|issue:44190", + "issue:43526|issue:46697" + ], + "prepared_review_unit_hash": "7628b82bec9d0d29749104a89f95c2594ca4a399820efdb4dedfc4b5ea79b8c8", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36947, + "estimated_input_tokens": 9237, + "estimated_eval_tokens": 18730 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs are mostly topical similarities across unrelated bugs, not true duplicates. I would not merge any of the paired items.", + "confidence": 0.93, + "canonical_issue_reason": "No single true canonical issue stands out because the cluster spans many unrelated bug reports; if forced to pick one representative, issue 45276 is the clearest self-contained report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45276 is the strongest representative of its pairwise theme: it is concrete, reproducible, and narrowly scoped around resize_token_embeddings/output_embeddings.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Different failures in different loading paths: local dataset script vs multimodal model loading." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A test failure in janus generation vs a version pin mismatch; unrelated bugs." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "One is a decoder_attention_mask generation crash, the other an embedding reinit regression." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still mention pipeline() versus a model producing bad outputs; same area, not the same bug." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both involve dtype issues, but they affect different models and code paths." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Completely different problems: category-count overflow vs static-cache slice arithmetic." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Different serve crashes: KV-cache indexing vs missing processor tokenizer attribute." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization bug vs config reload losing rotary_pct." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer config bug and a Python 3.13 IndentationError are unrelated." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper decode crash vs RT-DETR feature-level mismatch; different subsystems." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription handling." + }, + { + "left": "issue:46399", + "right": "issue:47312", + "accept": false, + "reason": "Kernel registration decorator bug is not the same as broad incompatibility with kernels 0.16." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Different runtime crashes in different models and code paths." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both are cache-related, but one is a path collision and the other a FileNotFoundError." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 device-mapping cuda assert and category-count overflow are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "MoE load-balancing loss handling does not match a Florence2 double-shift training bug." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Video position ID regression vs Sam3 memory overflow; different bugs." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA crash and local dataset loading failure are unrelated." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning in paged generate is unrelated to Whisper transcription failure." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline top_k nesting bug and BART generate UnboundLocalError are different issues." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "Both are test failures, but they describe different models and failure modes." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo image size mismatch are not the same bug." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils and a Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video processing, but the position-id bug and padding bug are distinct." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and dataset-loading script failure are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression and serve KV-cache indexing crash are different code paths." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Same model family name, but OOM in Sam3Video is not the same as Sam3-litetext memory overflow." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression and resize_token_embeddings/output_embeddings bug are different issues." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/example errors and a local dataset loading issue are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and Swin2SR over-padding are distinct image-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": 28, + "review_unit_index": 40, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:27957", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42796", + "issue:43317", + "issue:43335", + "issue:43404", + "issue:43531", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:44112", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46234", + "issue:46421", + "issue:46489", + "issue:46752", + "issue:46858", + "issue:47217", + "issue:47312" + ], + "soft_pairs": [ + "issue:45127|issue:45357", + "issue:43673|issue:46421", + "issue:44779|issue:46489", + "issue:45276|issue:45584", + "issue:43540|issue:44734", + "issue:44112|issue:45600", + "issue:43643|issue:44496", + "issue:43854|issue:44964", + "issue:43317|issue:47312", + "issue:45290|issue:46752", + "issue:44462|issue:45907", + "issue:44521|issue:45381", + "issue:27957|issue:35141", + "issue:44246|issue:45003", + "issue:43673|issue:46858", + "issue:44737|issue:45803", + "issue:44112|issue:44964", + "issue:44964|issue:45600", + "issue:44938|issue:45542", + "issue:42175|issue:44279", + "issue:42796|issue:44521", + "issue:32090|issue:35141", + "issue:43404|issue:45216", + "issue:45632|issue:46234", + "issue:44496|issue:47217", + "issue:43531|issue:45600", + "issue:43335|issue:45593", + "issue:36246|issue:41628", + "issue:36246|issue:38617" + ], + "prepared_review_unit_hash": "cd3bcb3f32feb80452098a76b6371f4fa78d898f8410d68fdc96b95faef9eccf", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36637, + "estimated_input_tokens": 9160, + "estimated_eval_tokens": 18576 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose topical grouping of unrelated transformers issues. None of the soft pairs look like true duplicates or the same fixable code-path bug, so all soft edges should be rejected. No single canonical issue stands out.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both involve checkpoint/save-pretrained behavior, but one is LoRA/vocab merge collapse and the other is wrong visual-encoder keys in Qwen3.5; different code paths and symptoms." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill/cache, but one is a missing GenerationMixin cache in v5.0.0 and the other is lazy cache init causing recompilation; not the same bug." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Both are DeepSeek tokenizer regressions, but they target different model families and the second is explicitly a gap in an earlier fix; not enough evidence of one underlying issue." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Different subsystems: token embedding resize/output-embedding syncing versus Whisper generation after align_special_tokens." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "One is a Qwen3OmniMoe video-input validation error, the other is a serve/KV-cache tensor indexing crash; unrelated code paths." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI failures, but caused by different files and problems: a stale GraniteSpeech device-override test versus outdated auto_mappings config references." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are config-loading problems, but one drops fields with trust_remote_code and the other lacks a model_type in config.json; different failure modes." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-load failures, but for different models and likely different root causes; too broad to merge." + }, + { + "left": "issue:43317", + "right": "issue:47312", + "accept": false, + "reason": "Device-map/offload loading bug versus kernel-version incompatibility; no shared concrete code path." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both crash in apply_chat_template edge cases, but one is tool calls with no content and the other is an empty list IndexError; distinct conditions." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "One is tokenizer.json being ignored by AutoTokenizer, the other is list_repo_files failing to forward revision; unrelated APIs." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal-related, but one is assistant mask generation in apply_chat_template and the other is wrong vision_position_ids for video input." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Different areas entirely: Flash Attention support for XLMRoberta versus embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowdown is a performance issue; unsafe sys.modules access is a correctness/safety issue." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/chunked prefill, but one is missing cache state in v5 and the other is a device-tensor seq-length bug in static cache with torch.compile." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU arange bug versus Fuyu's bare except swallowing interrupts/errors; unrelated implementations." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flake in GraniteSpeech versus runtime model loading failure for Phi-4 multimodal; not the same problem." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Model loading failure versus stale auto_mappings references; different fixes and code paths." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Both concern environment/backend issues, but Python 3.14 load failure and missing TensorFlow backend from a torch install are different packaging problems." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Different dependency complaints: torch extra missing TensorFlow backend support versus a generic dependency issue." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling for a specific model versus multimodal assistant-mask generation; different bugs." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to token-embedding resize reinitialization." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Mistral3 weight-tying bug versus Qwen3.5 save_pretrained checkpoint regression; separate model families and code paths." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "trust_remote_code cache-path collision is unrelated to a missing import_utils helper." + }, + { + "left": "issue:44496", + "right": "issue:47217", + "accept": false, + "reason": "Unrecognized model/config loading failure versus VL image-placeholder handling in user text; not the same issue." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and removed-config CI breakage are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer construction bug versus missing auxiliary losses when denoising is off; different model components." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Specific Qwen2_5_VLImageProcessor import failure versus general AutoImageProcessor import failure; similar surface area but not the same concrete bug." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing imports in different modules; no shared underlying code-path failure." + }, + { + "left": "issue:44246", + "right": "issue:46858", + "accept": false, + "reason": "Import-time slowdown versus cache arithmetic bug in non-CUDA static cache; 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": 28, + "review_unit_index": 41, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:41950", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43582", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44327", + "issue:44336", + "issue:44496", + "issue:44683", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45375", + "issue:45405", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:46082", + "issue:46121", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46614", + "issue:46752", + "issue:46932", + "issue:47085", + "issue:47217" + ], + "soft_pairs": [ + "issue:44496|issue:45042", + "issue:43295|issue:45335", + "issue:45083|issue:46506", + "issue:41950|issue:44016", + "issue:44295|issue:46506", + "issue:43976|issue:44987", + "issue:43673|issue:46424", + "issue:43582|issue:46932", + "issue:44496|issue:45759", + "issue:44683|issue:45446", + "issue:43526|issue:43901", + "issue:46082|issue:46121", + "issue:43673|issue:44336", + "issue:43381|issue:45593", + "issue:44016|issue:44220", + "issue:42907|issue:43441", + "issue:43650|issue:44220", + "issue:44327|issue:46752", + "issue:44016|issue:44062", + "issue:44792|issue:46424", + "issue:43441|issue:45588", + "issue:44279|issue:46515", + "issue:43976|issue:44279", + "issue:45335|issue:45584", + "issue:43824|issue:44933", + "issue:43479|issue:45375", + "issue:43901|issue:44496", + "issue:43299|issue:45216", + "issue:43901|issue:47217", + "issue:46614|issue:47085", + "issue:43295|issue:44779", + "issue:44279|issue:45405" + ], + "prepared_review_unit_hash": "82e58504bf519c0f1271d62542f41c9aa8d0b5594fe6228ed033e4d1adb72b86", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37178, + "estimated_input_tokens": 9295, + "estimated_eval_tokens": 18846 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate; the set is a grab bag of unrelated Transformers bugs/regressions across models, tokenizers, processors, docs, and runtime backends. I would not merge any PR-like edges here.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43295 is the best representative because it describes a concrete, user-facing v4/v5 regression in core multimodal processor/tokenizer behavior with broad impact; the rest are mostly narrower, unrelated one-off issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43295 is the strongest standalone bug report in the set: it is specific, reproducible, and affects a common API path for custom multimodal model code.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Both are model-loading/runtime regressions, but one is an unrecognized model/config issue and the other is a PIL image-processor dependency problem; different code paths and fixes." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "One is a processor/tokenizer regression; the other is resize_token_embeddings not updating decoder embeddings. Related to model components, but not the same bug." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different failure modes: a helper length-calculation bug versus nondeterministic CPU/CUDA output differences in a specific model." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video classification processor lookup bug vs a notebook syntax error; unrelated subsystems and fixes." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Reading a registered buffer error is distinct from CPU/CUDA result divergence; no shared code-path evidence." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility issue versus a model-loading regression for one repository; same broad area, but not the same underlying bug." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Chunked-prefill cache missing in GenerationMixin is different from cache-config max length only applying to quantized cache." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "Apple Silicon TypeError in warmup is unrelated to Gemma4 dtype casting for quantized embedders." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config/model loading, but one is an unrecognized model error and the other is failure to unwrap text_config for composite multimodal configs." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Torch >= 2.9 flex_attention compile breakage is not the same as an incorrect version check for AuxRequest import." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "A processor bug returning only one label is unrelated to documentation still mentioning return_all_scores." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-parameter list handling are separate config-validation bugs." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache missing during chunked_prefill and ANSI codes emitted in non-terminal contexts are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to D-FINE not using auxiliary losses when denoising is off." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error versus audio feature-extraction helper issue; completely different failure surfaces." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models is not the same as FlashAttention failing for Ministral-3." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Non-informative data request issue is unrelated to a feature-extraction bug." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA decode_spans top-k bounds error and empty apply_chat_template crash are both index-related but in different pipelines and code paths." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword collision are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "A failing janus image-generation test and cache max-length behavior are different issues; one is a test failure, the other an implementation bug." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention FlashAttention-adjacent code, but one is model-specific Ministral-3 failure and the other is a sink-less-model s_aux=None AttributeError." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency issue with transformers is too vague and not the same as a specific torch 2.4.1 incompatibility." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python version support mismatch and a generic dependency issue are not the same concrete bug." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings not propagating to decoder.embed_tokens is unrelated to Whisper empty transcription after align_special_tokens." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration import and non-existent import from image_utils are separate missing-symbol problems." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Phi4MultimodalConfig None-handling and Qwen3_5MoeVisionConfig missing field serialization are distinct config defaulting/strictness bugs." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch for return_all_scores is not the same as an unrecognized model/config loading failure." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL MoE loading breakage and Qwen3.5 checkpoint save_pretrained regression are separate Qwen-related issues with different code paths." + }, + { + "left": "issue:43901", + "right": "issue:47217", + "accept": false, + "reason": "Pipeline docs discrepancy is unrelated to VL models failing when the image placeholder appears in user text." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Stale phonemizer backend after switching languages is unrelated to tokenizer thread-safety regression." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor.tokenizer/image-input regression and Deepseek tokenizer incorrect results are both tokenizer-adjacent, but not the same underlying bug." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue and MIN_PEFT_VERSION bump to unreleased version are different dependency 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": 28, + "review_unit_index": 42, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:42994", + "issue:43299", + "issue:43317", + "issue:43381", + "issue:43577", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43873", + "issue:43901", + "issue:43931", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44291", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45588", + "issue:45593", + "issue:45812", + "issue:45823", + "issue:45907", + "issue:46082", + "issue:46123", + "issue:46209", + "issue:46369", + "issue:46399", + "issue:46512", + "issue:47000", + "issue:47145" + ], + "soft_pairs": [ + "issue:39692|issue:43901", + "issue:41950|issue:45020", + "issue:46123|issue:46369", + "issue:42796|issue:43650", + "issue:43577|issue:45216", + "issue:44779|issue:45812", + "issue:44075|issue:44368", + "issue:44466|issue:45276", + "issue:43976|issue:45405", + "issue:41950|issue:45823", + "issue:43381|issue:47000", + "issue:43653|issue:45593", + "issue:43299|issue:45357", + "issue:46082|issue:46399", + "issue:46082|issue:46512", + "issue:44351|issue:45278", + "issue:44462|issue:45081", + "issue:43644|issue:47145", + "issue:43299|issue:43854", + "issue:43650|issue:46209", + "issue:44242|issue:45200", + "issue:43931|issue:47145", + "issue:44016|issue:44291", + "issue:44683|issue:45542", + "issue:45588|issue:47000", + "issue:45081|issue:45907", + "issue:42994|issue:43317", + "issue:43873|issue:47145" + ], + "prepared_review_unit_hash": "8f51da1047f08ffe3ab57f02a46047e7fe1192471545014381e37675fdbf66fe", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36189, + "estimated_input_tokens": 9048, + "estimated_eval_tokens": 18352 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous and the soft pairs are mostly near-matches by subsystem rather than true duplicates. I would not merge any of the candidate pairs; the closest cluster anchor is the quantization/offloading report, but there is no single underlying bug spanning the whole set.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43873 is the broadest and most active report in the set (quantization/offloading), so it is the closest thing to a cluster anchor, though the overall set is not a single duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the strongest representative issue by scope and discussion activity, but only as a loose anchor rather than a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Different problems: SigLIP2 example doc errors vs a TextClassificationPipeline docs/behavior mismatch." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Different code paths: video-classification processor lookup vs remote_code model breakage." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "One is a batching/result-drop bug; the other is a memory overflow in a specific model." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to a generic data request." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Both involve loading/serialization, but Blip2 dtype propagation and Qwen3.5 checkpoint saving are different bugs." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and likely different tokenizer code paths." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer SGD args not used is unrelated to a Qwen3.5 tie_word_embeddings warning." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Different failures: tied-weight serialization inconsistency vs resize_token_embeddings not propagating to Gemma4 outputs." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility and a PEFT minimum-version bump are separate release issues." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video pipeline processor lookup and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to RTDetrLoss infeasible cost matrix." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are different bugs." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5/Qwen3VL model-loading and save_pretrained regressions, not the same concrete bug." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation is unrelated to a Qwen3.5 kernel-registration crash." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Config validation for head_dim is unrelated to dtype staleness after from_config." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A specific HybridCache import error is not the same as broad import errors after upgrade." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and a Mistral regex patch crash are different tokenizer bugs." + }, + { + "left": "issue:43644", + "right": "issue:47145", + "accept": false, + "reason": "Non-persistent buffer junk on load is a different failure mode from missing FP8 weight_scale application." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different models and symptoms: Qwen3VL loading regression vs GLM-4.7-Flash unit-test loading failure." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "A placeholder data request is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Missing load-balancing loss and Gemma4 mm_token_type_ids defaults are separate training bugs." + }, + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3-VL shape mismatch loading and FP8 checkpoint weight_scale corruption are different underlying issues." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "A notebook syntax error is unrelated to init_empty_weights receiving an unexpected argument." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and a TensorFlow backend import issue do not share a code path." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "flash_attention s_aux=None crash is unrelated to RTDetrLoss infeasible cost matrix." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral tokenizer regex patching and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and dequantized-model offload loading failure are different phases and different bugs." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "Both are quantization/offloading themed, but one is broad offloading behavior and the other is a specific FP8 frozen-checkpoint weight_scale corruption; 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": 28, + "review_unit_index": 43, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:33290", + "issue:42175", + "issue:42796", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43575", + "issue:43643", + "issue:43673", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44186", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44336", + "issue:44373", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", + "issue:45103", + "issue:45325", + "issue:45362", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:46851", + "issue:47000", + "issue:47145", + "issue:47176", + "issue:47177", + "issue:47217" + ], + "soft_pairs": [ + "issue:44336|issue:46851", + "issue:43441|issue:45834", + "issue:45103|issue:45372", + "issue:43479|issue:43525", + "issue:45859|issue:46851", + "issue:33290|issue:45656", + "issue:44246|issue:47217", + "issue:44623|issue:44749", + "issue:44671|issue:44779", + "issue:42175|issue:43976", + "issue:44016|issue:45823", + "issue:44261|issue:44263", + "issue:44186|issue:47000", + "issue:44623|issue:45397", + "issue:43525|issue:43881", + "issue:45542|issue:45800", + "issue:43673|issue:43761", + "issue:43784|issue:45542", + "issue:43901|issue:44246", + "issue:43525|issue:43643", + "issue:45600|issue:45712", + "issue:44188|issue:44336", + "issue:43575|issue:47145", + "issue:42796|issue:43441", + "issue:45325|issue:46851", + "issue:44589|issue:45362", + "issue:43824|issue:43976", + "issue:44336|issue:44373", + "issue:47176|issue:47177" + ], + "prepared_review_unit_hash": "58d0267ae136d8d053c9b51a402b8590578032cd022a0eb03d09600bb5b717e0", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35675, + "estimated_input_tokens": 8919, + "estimated_eval_tokens": 18094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a heterogeneous mix of unrelated bugs and regressions (model-specific loading, tokenizer, config, packaging, docs, performance, and security issues). None of the soft pairs look like the same underlying defect, so all soft edges should be rejected. As a representative issue, #43824 is the strongest single canonical candidate because it is a concrete import regression with downstream impact and inbound references.", + "confidence": 0.82, + "canonical_issue_reason": "#43824 is the most representative concrete regression in the set: a clear import failure with downstream breakage and external references.", + "canonical_pr_reason": null, + "best_issue_reason": "#43824 is the best standalone issue to anchor the cluster because it is specific, reproducible, and has the clearest ecosystem impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "Different code paths and symptoms: ANSI color output in loading_report vs Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Unrelated model failures: Ministral FlashAttention regression vs Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Different subsystems: auto-docstring crash with future annotations vs Gemma 4 processor import dependency breakage." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Both are config-related, but they affect different models and bugs: Phi4Multimodal defaults vs Llama4 missing pad_token_id." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Same family (Qwen3.5) but different failures: CPU offload incompatibility vs variable-length position_ids behavior." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Deepspeed is shared, but the defects differ: Adafactor OOM vs optimizer.step being invoked twice." + }, + { + "left": "issue:44246", + "right": "issue:47217", + "accept": false, + "reason": "Import-time slowness is unrelated to VL image-placeholder handling in user text." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save/pretrained file omission is unrelated to a major filtering performance regression." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different model components and failure modes: CamemBERT masked LM predictions vs DeepSeek tokenizer output changes." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging backend issue with torch extras is unrelated to Python version compatibility in Transformers 5.1.0." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device-mapping mismatch are unrelated issues." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Both mention low-level tensor/model internals, but one is a missing rms_norm_eps config issue and the other is a torch.split return-value issue." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to RTDetrLoss infeasible cost-matrix errors." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing processor save files is unrelated to Gemma-4 zero3 from_pretrained loading failure." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Both are model-loading errors, but they involve different models and different missing-field/root-cause behavior." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorFlow/tensorboard backend installation issue is unrelated to a torch-transformers version incompatibility." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Chunked-prefill cache regression and CLIPVisionModel hidden_states regression are different features/code paths." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Importing sentence-transformers with latest transformers is unrelated to TensorFlow backend package selection." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Pipeline docs mismatch is a documentation issue, not an import-performance bug." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to AutoConfig returning incomplete fields under trust_remote_code." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are repo hygiene/CI-related, but one is stale auto-mapping references and the other is dummy PT object cleanup." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI escape output in loading_report." + }, + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "OOM while loading Qwen2-57B with tp is unrelated to silent FP8 weight_scale corruption on checkpoint load." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Ministral tokenizer BPE-marker handling is unrelated to Ministral FlashAttention failure." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both are position_ids-related, but they affect different Qwen model families and different rope/variable-length behaviors." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup error is unrelated to Qwen3.5 chat crash." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Importing a specific VL class is unrelated to Python 3.9+/3.10+ package compatibility." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI color handling and docstring correctness are unrelated." + }, + { + "left": "issue:47176", + "right": "issue:47177", + "accept": false, + "reason": "Both are security issues, but the attack vectors differ: shell command substitution bypass vs archive path traversal/RCE." + } + ] + }, + "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": 28, + "review_unit_index": 44, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:42491", + "issue:42617", + "issue:42886", + "issue:42915", + "issue:43299", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43723", + "issue:43901", + "issue:43976", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44485", + "issue:44496", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45292", + "issue:45362", + "issue:45397", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:46132", + "issue:46291", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851", + "issue:47145", + "issue:47217", + "issue:47312" + ], + "soft_pairs": [ + "issue:43723|issue:44162", + "issue:44246|issue:44496", + "issue:44871|issue:47145", + "issue:45083|issue:46851", + "issue:46291|issue:46399", + "issue:44297|issue:45397", + "issue:42617|issue:43976", + "issue:46655|issue:46726", + "issue:46399|issue:46851", + "issue:45003|issue:47217", + "issue:42491|issue:43299", + "issue:45072|issue:46829", + "issue:43540|issue:46752", + "issue:43526|issue:45003", + "issue:43531|issue:45362", + "issue:45103|issue:46399", + "issue:45561|issue:45563", + "issue:44246|issue:44871", + "issue:45588|issue:46851", + "issue:45003|issue:46821", + "issue:46614|issue:46665", + "issue:44295|issue:45397", + "issue:44336|issue:44485", + "issue:43550|issue:46506", + "issue:44242|issue:45593", + "issue:42915|issue:47312", + "issue:42886|issue:46132", + "issue:44779|issue:45292", + "issue:43540|issue:46655", + "issue:43901|issue:45003" + ], + "prepared_review_unit_hash": "1ca1d35c7527358329364c107466f80ec2fcacab1f8af0b674e220e8db1bac50", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36553, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous, and the packet does not justify accepting any soft-edge duplicate pair. The only borderline Qwen3-MoE loading pair, issue:42491 \u2194 issue:43299, has only soft similarity evidence, so it should remain rejected. issue:43299 is still the best representative issue for the shared Qwen3-MoE/v5 loading regression theme, but not a confirmed duplicate anchor.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43299 is the clearest representative of the Qwen3-MoE/v5 model-loading regression theme, but the packet only supports soft similarity to issue:42491, not a deterministic duplicate relationship.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43299 best captures the common Qwen3-MoE loading breakage pattern and is the broadest, most representative issue in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Both are tokenizer/model-loading complaints, but they involve different models and likely different root causes." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import latency and unrecognized-model config errors are unrelated failure modes." + }, + { + "left": "issue:44871", + "right": "issue:47145", + "accept": false, + "reason": "Different model families and different bugs: eos_token_id mismatch vs FP8 checkpoint scaling." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Both mention Qwen3 variants, but one is a feature-extraction helper issue and the other is a variable-length position_ids crash." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both involve kernels, but one is an import-time dependency issue and the other is a model-specific registration crash." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch is not the same as a zero3 from_pretrained loading failure." + }, + { + "left": "issue:42617", + "right": "issue:43976", + "accept": false, + "reason": "Running a script and Python-version compatibility are unrelated problems." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Both are vision-related, but padding calculation and missing-vision-backend handling are different bugs." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "These are different Qwen3.5 failures: kernel registration vs variable-length position_ids." + }, + { + "left": "issue:45003", + "right": "issue:47217", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to VL image-placeholder failures." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "The packet marks this as soft similarity only; that is not enough to call it a duplicate." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "A dtype/compile inference issue is unrelated to an output-object field mix-up." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Qwen3OmniMoe video-processing errors and empty-list chat-template crashes are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "A label-reduction bug in an image processor is unrelated to unsafe module lookup." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Both are Qwen3-family issues, but sliding-window behavior and chat crashes are different code paths." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring annotation handling is unrelated to kernel registration failures." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Pytest-xdist file races and stale generation warnings are separate problems." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import latency and Gemma eos token configuration are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash-attention auxiliary-state handling is unrelated to variable-length position_ids." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "Modeling utils internals and a TimesFM window_size AttributeError are different bugs." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer backend state and from_pretrained-in-class inconsistency are different issues." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer access and zero3 from_pretrained crash do not share the same root cause." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output formatting and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile/SDPA failure and CPU-vs-CUDA result mismatch are different issues." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both concern missing losses under config flags, but they are different models and loss mechanisms." + }, + { + "left": "issue:42915", + "right": "issue:47312", + "accept": false, + "reason": "FineGrainedFP8Config failure and kernels 0.16 incompatibility are distinct compatibility problems." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior changes are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer correctness regression is unrelated to resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both are multimodal/video-related, but they are different processor bugs." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "A documentation mismatch for a pipeline argument is unrelated to unsafe sys.modules access." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the summary is mostly grounded, but one soft-edge verdict overstates the evidence. The packet marks issue:42491 \u2194 issue:43299 as deterministic_accept=false (only soft similarity), yet the analyst set accept=true and called it a \"strong duplicate-like pair.\" That is not supported by the packet. The rest of the verdicts are broadly conservative, but this single over-accept is enough to reject." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 45, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:41950", + "issue:42757", + "issue:43257", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43596", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44295", + "issue:44351", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45600", + "issue:45701", + "issue:45759", + "issue:46170", + "issue:46369", + "issue:46506", + "issue:46655", + "issue:46726", + "issue:46752", + "issue:46897", + "issue:47217" + ], + "soft_pairs": [ + "issue:43257|issue:45137", + "issue:41950|issue:44220", + "issue:46726|issue:47217", + "issue:44479|issue:46655", + "issue:36246|issue:42757", + "issue:45375|issue:45759", + "issue:36246|issue:44351", + "issue:36246|issue:43596", + "issue:45292|issue:45701", + "issue:44451|issue:46752", + "issue:43295|issue:45292", + "issue:45137|issue:45600", + "issue:44162|issue:45200", + "issue:44295|issue:44749", + "issue:43352|issue:45250", + "issue:44466|issue:45335", + "issue:44060|issue:44077", + "issue:45003|issue:45561", + "issue:43475|issue:46369", + "issue:44877|issue:45375", + "issue:43526|issue:46897", + "issue:44242|issue:44857", + "issue:44995|issue:45200", + "issue:44987|issue:45459", + "issue:44038|issue:46506", + "issue:44479|issue:46170", + "issue:44623|issue:46726", + "issue:29870|issue:30333" + ], + "prepared_review_unit_hash": "1820bcbcbc86a2cb338f581308b588ea08d190d3ae2c40ad88206471684574ea", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36097, + "estimated_input_tokens": 9025, + "estimated_eval_tokens": 18306 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated Transformers issues; the soft pairs mostly share a subsystem name or broad topic but not the same concrete bug, so they should all be rejected.", + "confidence": 0.88, + "canonical_issue_reason": "No true canonical duplicate stands out. If one issue must anchor the cluster, issue 44479 is the broadest high-signal regression here, affecting multiple Qwen VL video models.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the most broadly scoped and representative item in the set; it has the clearest cross-model regression framing among otherwise unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both mention DeepSpeed, but one is a Qwen3 MoE weight-conversion problem and the other is a ZeRO3 deque/index error; different failures and code paths." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification image-processor lookup is unrelated to _torch_extract_fbank_features(); different pipeline and bug." + }, + { + "left": "issue:46726", + "right": "issue:47217", + "accept": false, + "reason": "Missing vision backend/unrecognized image processor is not the same as VL models failing on image placeholders in user text." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both concern video inputs, but the concrete bugs differ: Qwen VL regression vs SmolVLM padding calculation." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Separate import errors for different symbols/modules; no shared underlying bug." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen multimodal config issues, but one is a missing config field dropped by strict parsing and the other is incorrect text_config unwrapping." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different import failures affecting different APIs; not the same issue." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2.5-VL import failure and BertModel ZeRO3 init crash are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "resize_token_embeddings/output_embeddings behavior is unrelated to version-dependent tokenization changes." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Loading a specific model and crashing on empty chat input are different bugs." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to output embedding resizing behavior." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 deque crash and stale auto_mappings reference are different problems." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma4 mm_token_type_ids defaulting are unrelated model-specific issues." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access error and a performance regression report are not the same bug." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "One is a concrete unsupported-model error; the other is a generic Flash Attention 2.0 topic, not the same underlying fix." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Tied-weight serialization/device issue is different from resize_token_embeddings not updating decoder embeddings." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init policy are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access bug and xdist captured_info.txt race are separate test/runtime issues." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM 3 Video missing attribute and SAM3 litetext memory overflow are different failure modes." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config rejection for granite_speech is unrelated to Qwen vision config field loss." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "BEIT label reduction bug and Florence2 double-shift training-loss bug are different model-specific issues." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss omission and LwDetrImageLoss AMP crash do not share the same code-path problem." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale cache crash and Gemma4 token-type defaulting are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading physical-intelligence/fast failure and protobuf tokenizer error masking are different import/serialization issues." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe/Transformers 5.0 bug is unrelated to PPDocLayoutV3 CPU vs CUDA output differences." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video input regression and Windows ROCm/torch.distributed import failure are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing files on processor.save_pretrained and missing vision backend handling are different bugs." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Bart generate() UnboundLocalError and MLFlow job-status reporting 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": 28, + "review_unit_index": 46, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:42199", + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43653", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:44162", + "issue:44188", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44749", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45103", + "issue:45229", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46752", + "issue:46832", + "issue:46851", + "issue:46858", + "issue:46894", + "issue:47020", + "issue:47068", + "issue:47145", + "issue:47312" + ], + "soft_pairs": [ + "issue:43526|issue:46894", + "issue:44877|issue:46170", + "issue:44995|issue:45588", + "issue:44368|issue:44977", + "issue:45397|issue:45656", + "issue:43653|issue:44162", + "issue:42199|issue:46851", + "issue:43475|issue:43540", + "issue:42994|issue:47312", + "issue:45685|issue:46431", + "issue:42886|issue:45229", + "issue:46170|issue:46832", + "issue:45412|issue:46123", + "issue:43723|issue:46710", + "issue:43065|issue:43408", + "issue:43931|issue:44368", + "issue:44188|issue:46202", + "issue:44368|issue:45563", + "issue:45987|issue:46082", + "issue:43906|issue:46202", + "issue:46132|issue:47145", + "issue:44483|issue:46202", + "issue:44188|issue:46421", + "issue:45593|issue:47068", + "issue:44361|issue:44749", + "issue:45103|issue:46858", + "issue:46752|issue:47020" + ], + "prepared_review_unit_hash": "6bc64f266a07b38c6e96e2164dec6f5f703fae6f28237c989770fcb0a5d5979b", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35905, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items span unrelated bugs in tokenizers, cache/static-cache behavior, model config loading, multimodal models, and deepspeed/torch.compile edge cases. No soft pair looks like the same concrete underlying bug, so I would not merge any of them as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 46858 is the best representative only because it is the most concrete, technically scoped regression in the set; however, the cluster overall does not form a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46858 has the clearest root-cause description and the most actionable failure mode (static cache seq-length returning a device tensor and breaking slice arithmetic under torch.compile).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "Different subsystems and failure modes: BeitImageProcessorFast label reduction vs. CohereASR training-loss shifting." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Unrelated problems: strict config loading for granite_speech vs. Windows/ROCm torch.distributed import issues." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Both crash bugs, but in different code paths and with different causes: stale indexer cache vs. s_aux=None in flash attention." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Same model family mention, but one is a warning about tie_word_embeddings and the other is a flash-attention generation bug." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Both involve deepspeed, but one is a gemma-4 from_pretrained issue and the other is an optimizer double-step bug." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer special-token registration bug vs. an ESM2 model breakage; not the same underlying issue." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "Different models and different failure modes: DETR cardinality error vs. Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Separate multimodal model bugs affecting different components and inputs." + }, + { + "left": "issue:42994", + "right": "issue:47312", + "accept": false, + "reason": "Quantized model saving failure is unrelated to kernel-version incompatibility." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram/int type issue is unrelated to missing chat templates in processors." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading regression is unrelated to Gemma multi-GPU CUDA OOM." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Different errors: torch.distributed dependency on Windows/ROCm vs. RT-DETR forward shape mismatch." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Memory not released on delete vs. final partial batch bookkeeping in MaskGenerationPipeline." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading in v5 is a different problem from a model accuracy regression after upgrade." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as the sam3_video/sam3_tracker config warning." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL shape mismatch is unrelated to the Qwen3.5 tie_word_embeddings warning." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to Gemma pipeline roundtrip tokenization on \u2581." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError on tasks is unrelated to a post-upgrade performance regression." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache seq-length return type bug is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Isolated reproduction of a prior issue is unrelated to Gemma pipeline roundtrip failure." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat-completions API request rejection is unrelated to Gemma token roundtrip behavior." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both touch compile/cache behavior, but one is attention-kernel divergence and the other is spurious recompilation from cache lazy init." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "Different bugs: auxiliary-loss handling in D-FINE vs. host synchronization from a Python conditional in deepspeed_sp_compute_loss." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer task AttributeError and data-filtering slowdown are not the same bug." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Both are annotation/cache-adjacent regressions, but they affect different mechanisms and code paths." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty chat-template input crash is unrelated to XLMRobertaTokenizer passing the wrong vocab type to Unigram." + } + ] + }, + "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": 28, + "review_unit_index": 47, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:41628", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43723", + "issue:43784", + "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:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45656", + "issue:46123", + "issue:46132", + "issue:46326", + "issue:46399", + "issue:46463", + "issue:46726", + "issue:46821", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47217" + ], + "soft_pairs": [ + "issue:43994|issue:46726", + "issue:44297|issue:44623", + "issue:43701|issue:44749", + "issue:43065|issue:46123", + "issue:44749|issue:45656", + "issue:43646|issue:44162", + "issue:44964|issue:45137", + "issue:44623|issue:45656", + "issue:43475|issue:43643", + "issue:43475|issue:46821", + "issue:42994|issue:43482", + "issue:43784|issue:46399", + "issue:44373|issue:46851", + "issue:39692|issue:46726", + "issue:44871|issue:46132", + "issue:46463|issue:46877", + "issue:45561|issue:47217", + "issue:28282|issue:30990", + "issue:44188|issue:46851", + "issue:45375|issue:45478", + "issue:46877|issue:47000", + "issue:45230|issue:45397", + "issue:44869|issue:45356", + "issue:43723|issue:46326", + "issue:45310|issue:45375", + "issue:43232|issue:43673", + "issue:44038|issue:44623", + "issue:42994|issue:43525", + "issue:41628|issue:44933" + ], + "prepared_review_unit_hash": "f0c8fdb24796c96aee8596928ec72571f6a30160cd3bbd051892e696a4aaaf17", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36062, + "estimated_input_tokens": 9016, + "estimated_eval_tokens": 18288 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly distinct issues across unrelated model families and code paths. The only plausible duplicate edge is the Qwen3.5 MoE load regression pair, where one report is the umbrella failure and the other points to the strict-config field loss as the likely root cause.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45310 is the broadest and most user-visible report of the Qwen3.5 MoE from_pretrained regression, making it a good umbrella canonical issue for that duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 best represents the underlying bug because its title captures the end-user failure across versions, while related reports can be folded into it as root-cause details.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Both touch vision/image handling, but one is bad SigLIP2 outputs and the other is an error when a vision backend is missing; different bugs and code paths." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save_pretrained, but tokenizer metadata mismatch and missing processor files are different artifacts and failure modes." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch during resume is unrelated to a data-processing slowdown regression." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel decoder internals and MaskGenerationPipeline batch-finalization are separate subsystems with different symptoms." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "A performance regression is not the same underlying bug as optimizer.step being invoked twice under DeepSpeed." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading and ESM2 being broken are unrelated model-specific issues." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Model loading failure and DeepSpeed ZeRO3 deque underflow are different runtime problems with no clear shared code path." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained missing files and duplicate optimizer stepping under deepspeed are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "A missing attribute on Sam3 vision outputs is not the same as trust_remote_code returning incomplete config objects." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Both are missing-attribute style reports, but they concern different models and different fields." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and GGUF loading failure are both quantization-adjacent but not the same concrete bug." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "An import-time NameError in sentence-transformers and a missing decorator crash in Qwen3.5 are unrelated." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "A wrong docstring is documentation-only; the other is an actual position_ids runtime bug." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "The first is a broken documentation example; the second is a runtime error when a required vision backend is absent." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "EOS-token config inconsistency and AttentionInterface.register behavior changes are different issues." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "Incorrect T5 validation messaging is unrelated to auto_docstring printing diagnostics at import time." + }, + { + "left": "issue:45561", + "right": "issue:47217", + "accept": false, + "reason": "A pytest-xdist file race and VL image-placeholder handling are different problems." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch missing ImportError and Sentence Transformers hanging on load are not the same failure." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "torch.compile attention-kernel divergence is a separate problem from Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "They are very close in title, but only 45375 is in the soft edge list; no direct pair to evaluate here." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Import-time doc-lint stdout noise and RTDetrLoss infeasible cost matrix are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A generic bug report and a Gemma-4 zero3 from_pretrained issue do not indicate the same underlying bug." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding on trailing replacement characters is unrelated to a tokenizer codec-handling regression." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading failure in v5 and continue_final_message behavior for mistral_common are different code paths." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": true, + "reason": "Both describe the same Qwen3.5 MoE from_pretrained regression in v5.4+, and 45375 appears to identify the strict-config field loss causing the broader load failure." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Generation kwargs updates after sync_gpus and missing GenerationMixin cache during chunked_prefill are not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe loading bugs and processor save_pretrained missing files are unrelated despite both involving transformers v5-era regressions." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized saving failure and missing pad_token_id on Llama4Config are different issues." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Cannot import AutoImageProcessor and a non-existent import from image_utils are related to imports, but they are not the same missing symbol or code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The accepted Qwen3.5 MoE pair is the only clearly supported duplicate edge among the evaluated soft pairs, and the other verdicts appropriately reject unrelated code paths and failure modes. Minor note: issue:45478 has the same title as issue:45310, but it was not one of the evaluated soft pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 48, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43278", + "issue:43704", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44661", + "issue:44743", + "issue:44792", + "issue:44843", + "issue:44857", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45405", + "issue:45406", + "issue:45561", + "issue:45593", + "issue:45712", + "issue:45753", + "issue:46202", + "issue:46701", + "issue:46877", + "issue:47059", + "issue:47068", + "issue:47085" + ], + "soft_pairs": [ + "issue:43873|issue:44945", + "issue:42371|issue:45092", + "issue:36010|issue:41628", + "issue:44661|issue:47059", + "issue:43278|issue:45137", + "issue:45081|issue:45103", + "issue:44857|issue:46877", + "issue:45406|issue:46202", + "issue:46202|issue:46701", + "issue:45593|issue:46877", + "issue:41628|issue:44351", + "issue:44038|issue:45310", + "issue:44945|issue:45753", + "issue:44222|issue:45310", + "issue:43232|issue:44792", + "issue:45561|issue:47059", + "issue:42175|issue:44933", + "issue:44743|issue:47068", + "issue:45405|issue:46877", + "issue:30333|issue:33290", + "issue:42831|issue:44222", + "issue:42175|issue:45712", + "issue:42898|issue:44568", + "issue:43784|issue:43824", + "issue:44496|issue:45561", + "issue:42673|issue:43704", + "issue:43976|issue:44933", + "issue:30990|issue:35141", + "issue:44843|issue:47085", + "issue:44568|issue:47085" + ], + "prepared_review_unit_hash": "1033e74d0f2f08a7f7ded28efbe18b92f764ec1737481d3f9c6a5fb775da1fcf", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36085, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous one-off bug reports across Transformers subsystems, with only one clear duplicate pair (the Qwen3ForCausalLM VRAM leak reports).", + "confidence": 0.71, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the earlier, more-discussed report for the exact same Qwen3ForCausalLM multi-dataloader-thread VRAM leak, and issue:43704 is an obvious duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest representative issue in this set: it has the only exact duplicate match and enough discussion/inbound activity to serve as the anchor report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Different problems: quantization/offloading behavior vs incorrect generation output under pipeline parallelism." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "Unrelated issues: TF32 API guidance versus remote-code/meta-init incompatibility for InternVL2." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and root causes; not the same bug." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "Tokenizer mapping logic versus a huggingface_hub CLI attribute mismatch; no concrete shared code path." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Training/eval dtype drift and a DeepSpeed ZeRO3 deque error are different failures." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral regex/tokenizer loading crash vs auto-docstring annotation handling; unrelated." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "AMP/CUDA crash in LwDetrImageLoss is unrelated to docstring lint output at import time." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Processor missing _tokenizer in serve mode versus Gemma pipeline roundtrip failure; different paths." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both involve Gemma, but one is tokenizer roundtrip and the other is an image-text pipeline failure." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary loss behavior is unrelated to auto_docstring stdout logging." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Separate import/export regressions for different classes; not the same missing symbol bug." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3 MoE loading, but they reference different model variants and separate from_pretrained failures." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output corruption is unrelated to Qwen3_5 looping on a specific image." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained behavior and Qwen3.5 MoE from_pretrained errors are different code paths." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to a janus image-generation test failure." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "xdist race on captured_info.txt is unrelated to the CLI completion attribute error." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging/backend selection issue versus a missing image_utils import; not the same bug." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Qwen3_5 recurrent-state reset bug is unrelated to deepspeed_sp_compute_loss host synchronization." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "PEFT version pinning issue is unrelated to auto_docstring import-time diagnostics." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow reporting on failed training jobs and DeepSpeed OOM with Adafactor are distinct failures." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy regression and FP8 save_pretrained behavior are different problems." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Missing TensorFlow in torch extra and leftover dummy PT classes are unrelated packaging issues." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer cleanup-space behavior and BOS/EOS special-token insertion are separate regressions." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Two different import errors for different names; same broad symptom but not the same underlying bug." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config/type loading failure is unrelated to xdist file-race behavior." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same VRAM leak report for Qwen3ForCausalLM in multiple dataloader threads; 43704 is a duplicate of 42673." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and a missing image_utils import are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "HF_HUB_OFFLINE breakage in _patch_mistral_regex is unrelated to tokenizer thread safety." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "Tokenizer special-token behavior and fast-tokenizer thread safety are separate bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the only exact title duplicate is issue:42673 / issue:43704, and the other soft-edge rejections stay conservative. No unsupported mergeability claims stood out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 49, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:36331", + "issue:39692", + "issue:42222", + "issue:42673", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43723", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44186", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45310", + "issue:45405", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46829", + "issue:46909", + "issue:47059", + "issue:47085" + ], + "soft_pairs": [ + "issue:43479|issue:46829", + "issue:42898|issue:45812", + "issue:44186|issue:47085", + "issue:44623|issue:45310", + "issue:42673|issue:46693", + "issue:43723|issue:44568", + "issue:39692|issue:46909", + "issue:45600|issue:47059", + "issue:46077|issue:46123", + "issue:44016|issue:46231", + "issue:43479|issue:44869", + "issue:43479|issue:44079", + "issue:42673|issue:47085", + "issue:30333|issue:34689", + "issue:27957|issue:30333", + "issue:42898|issue:44779", + "issue:44060|issue:45125", + "issue:42898|issue:43295", + "issue:42898|issue:44448", + "issue:30333|issue:36331", + "issue:22355|issue:28282", + "issue:42222|issue:45200", + "issue:44295|issue:45656", + "issue:43874|issue:45092", + "issue:44734|issue:45103", + "issue:43116|issue:44190", + "issue:44222|issue:44297", + "issue:45405|issue:45712", + "issue:44075|issue:46231" + ], + "prepared_review_unit_hash": "4348e9ab31cfe2743cc27fdc0d8c6d7b6fa515e2d0aec1c3af0b37182cf14ffa", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36593, + "estimated_input_tokens": 9149, + "estimated_eval_tokens": 18554 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated Hugging Face Transformers issues that only share broad themes like regressions, tokenizers, or multimodal code. I found no true duplicate pairs among the provided soft edges.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42898 is a clear, self-contained regression report with a concrete version boundary and behavior change, making it a reasonable anchor for the cluster even though it is not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the cleanest representative issue here: specific, reproducible, and narrowly scoped enough to serve as the cluster anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Different subsystems and failures: multimodal config initialization vs incorrect output field mapping in video classification." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are v5 regressions, but one is token spacing behavior and the other is wrong token IDs for Granite models; different code paths." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "Tokenizer crash on NER/padding is not the same bug as fast tokenizers losing thread safety." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files and Qwen3.5 MoE from_pretrained errors are unrelated failures." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak in multi-thread dataloader use is not the same as FA2 long-context generation slowdown/regression." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizer behavior in v5, but one is loading failure and the other is add_special_tokens handling." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Two broken documentation examples, but for different models and different mistakes." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "CI breakage from removed config references is unrelated to the huggingface_hub CLI compatibility failure." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Different pipeline/model logic: attention mask construction vs final partial-batch handling." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and docs parameter-name mismatch are separate documentation issues." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Config default initialization bug is unrelated to Whisper timestamp decoding crashing on a trailing replacement character." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config defaults and ModelOutput key assignment are different code paths." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "VRAM leak in dataloader threads is not the same as tokenizer thread-safety regression." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to a model-loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 behavior for XLMRoberta and MLflow reporting are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but they affect different models and different tokenization behaviors." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both are Qwen3-family issues, but one is a tied-weights warning and the other is missing tensor-parallel metadata." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Token spacing behavior changes and processor/tokenizer API regressions are different problems." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Pegasus output differences and clean_up_tokenization_spaces changes are not the same underlying bug." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Trainer/optimization issues, but one is MLflow reporting and the other is a custom compute_loss signature breakage." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and missing PyTorch dependency are both import errors but from different causes." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids defaults are unrelated multimodal issues." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "A buffer read error for position_ids is unrelated to DeepSpeed causing optimizer.step to run twice." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch helper in a processor and remote-code checkpoint meta-init incompatibility are different bugs." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache continuation crash and auto-docstring annotation handling are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Two example-script issues, but one is multi-label output filtering and the other is local dataset loading." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained behavior and tokenizer.save_pretrained metadata mismatch are separate serialization bugs." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Dependency-version bump complaint and leftover dummy class cleanup are unrelated maintenance issues." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "SGD optimizer args not being used is not the same as a docs parameter-name mismatch." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 50, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "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:44327", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45245", + "issue:45310", + "issue:45357", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46762", + "issue:46932", + "issue:47059", + "issue:47276" + ], + "soft_pairs": [ + "issue:42796|issue:43723", + "issue:44448|issue:46132", + "issue:43479|issue:43644", + "issue:42831|issue:44623", + "issue:44297|issue:45656", + "issue:44933|issue:45712", + "issue:45245|issue:46132", + "issue:44222|issue:44623", + "issue:46209|issue:46431", + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:43122|issue:46209", + "issue:43723|issue:44977", + "issue:41628|issue:42757", + "issue:46614|issue:46932", + "issue:43504|issue:47059", + "issue:43232|issue:47276", + "issue:45071|issue:46082", + "issue:44360|issue:46762", + "issue:44222|issue:44484", + "issue:43232|issue:45834", + "issue:44190|issue:46082", + "issue:30990|issue:38175", + "issue:44263|issue:45092", + "issue:44327|issue:47059", + "issue:43232|issue:46424", + "issue:44295|issue:44623", + "issue:44263|issue:44373", + "issue:43475|issue:46305", + "issue:42907|issue:46050", + "issue:45092|issue:45357" + ], + "prepared_review_unit_hash": "71f4bbc88603ead585d787aaf5ff4d2af217ad0b6f0d36cfd3e5c851c7c0d370", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36652, + "estimated_input_tokens": 9163, + "estimated_eval_tokens": 18582 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These look like a heterogeneous set of distinct Transformers bugs rather than one duplicate cluster. The soft pairs mostly share broad areas like tokenization, save/load, or config handling, but the concrete symptoms and code paths are different, so none should be merged as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "No single issue clearly subsumes the rest; the set spans unrelated failures across tokenization, serialization, FP8, generation, config validation, and dependency/import regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the clearest, most user-facing regression in the set: a concrete v5 tokenizer loading failure with a direct reproduction path via AutoTokenizer.from_pretrained.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Both involve tokenizers, but one is about BPE marker handling and the other is a v5 loading regression; different symptoms and likely different fixes." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "One reports output drift between v4 and v5, the other a behavior change in AttentionInterface.register; not the same underlying bug." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config default initialization for multimodal subconfigs is unrelated to non-persistent buffers being filled with junk." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issues and processor.save_pretrained missing files are different failure modes in different paths." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer metadata saved incorrectly is unrelated to an optimizer step being called twice under DeepSpeed." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both touch import/export hygiene, but one is a missing image_utils import and the other is leftover dummy classes leaking into dir(transformers); distinct issues." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category cardinality limits have nothing to do with register-time behavior changes in AttentionInterface." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MOE checkpointing and the other is processor file emission; not the same bug." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference failure on B200 and missing chat template errors are unrelated code paths." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A wrong docstring for position_ids is not the same as a GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch and Qwen3.5 MoE from_pretrained failures are different issues with different triggers." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization differences across versions are unrelated to a B200 FP8 inference failure." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading in v5 and flash-attention generation problems are not the same concrete bug." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different dependencies and different remediation paths." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state and quantized vision/audio dtype casting are unrelated multimodal bugs." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "A legacy field blocking model preset loading is unrelated to a CLI completion API break in huggingface_hub." + }, + { + "left": "issue:43232", + "right": "issue:47276", + "accept": false, + "reason": "One is a generation-state update bug, the other is a misleading warning message; not the same underlying problem." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type checking regression and LlamaConfig head_dim validation are separate config semantics issues." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "A missing ReLU in DSA indexer and numerical differences in Minimax MSA attention are different code paths and failure modes." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained behavior and the 50GB shard-size default are both serialization-related, but not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation with sync_gpus and a local dataset loading failure in an example script are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "An example script's local dataset loading problem is not the same as a LlamaConfig validation error." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hangs and zero probabilities in SigLIP2 are different model-level bugs." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "A torch.split() return-value issue in an indexer is unrelated to meta-initialization incompatibility for old InternVL2 checkpoints." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA top_k bounds handling and a CLI completion attribute error do not share the same underlying code path." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "A generation kwargs bug and cache max length being honored only for quantized cache are different features." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading position_ids after buffer registration and processor.save_pretrained missing files are unrelated serialization/state issues." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring correctness and RoPE implementation are not the same concrete bug." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "Indexing split behavior and attention numerical mismatch are distinct problems." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "Both mention save_pretrained, but the shard-size default is not the same as the FP8 MOE checkpoint bug." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "These are both Qwen/InternVL checkpoint issues, but they target different models 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": 28, + "review_unit_index": 51, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43576", + "issue:43644", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43986", + "issue:44038", + "issue:44060", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44829", + "issue:44964", + "issue:45092", + "issue:45310", + "issue:45381", + "issue:45406", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46172", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46655", + "issue:46726", + "issue:46909", + "issue:47059", + "issue:47217" + ], + "soft_pairs": [ + "issue:46369|issue:46909", + "issue:46305|issue:46655", + "issue:44279|issue:46328", + "issue:22355|issue:27957", + "issue:43986|issue:46726", + "issue:42831|issue:45310", + "issue:44263|issue:44360", + "issue:45381|issue:46305", + "issue:41628|issue:43824", + "issue:43408|issue:46402", + "issue:44964|issue:47059", + "issue:42831|issue:44038", + "issue:44483|issue:45406", + "issue:44829|issue:46002", + "issue:44261|issue:45092", + "issue:22355|issue:28218", + "issue:43576|issue:43784", + "issue:44188|issue:44373", + "issue:43784|issue:45600", + "issue:42831|issue:45753", + "issue:43756|issue:44060", + "issue:39401|issue:44568", + "issue:43644|issue:46305", + "issue:43986|issue:47217", + "issue:42796|issue:43122", + "issue:42886|issue:42994", + "issue:39379|issue:46172", + "issue:42886|issue:43066", + "issue:43408|issue:46369" + ], + "prepared_review_unit_hash": "0da87b50b5debc0d0e901f436299d342a40b6fa5bbda947eb2a8a1d43f0a5d77", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36111, + "estimated_input_tokens": 9028, + "estimated_eval_tokens": 18312 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is largely heterogeneous: mostly unrelated tokenizer, model-loading, and multimodal-processing bugs rather than one duplicate cluster. Issue 43122 is the best broad representative of the tokenizer-regression subset; there are no PRs here.", + "confidence": 0.31, + "canonical_issue_reason": "issue:43122 is the broadest representative here: a cross-version tokenizer-regression report, while most other issues are narrower model-specific bugs or unrelated failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the best umbrella issue in this set because it captures a general tokenization behavior change across versions, which is more representative than the one-off model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "Different problems: model memory overflow vs a broken docs example." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-processing bugs, but one is a sliding-window off-by-one and the other is padding calculation." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Generic dependency complaint vs a padding performance issue; not the same bug." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Unrelated: ONNX import failure vs Flash Attention 2 behavior for XLM-Roberta." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both involve missing vision dependencies, but they are different failure modes and code paths." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Different issues: FineGrainedFP8 accuracy vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same subsystem, but different concrete bugs: torch.split outputs vs missing ReLU in the DSA indexer." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Different models and different tensor logic: vision_position_ids vs sliding_window masking." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing exports and model classes." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Same family, but warning about wrong model type vs missing text-encoder weights." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Completely different: a model load failure vs a CLI break from huggingface_hub." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Unrelated: FP8 accuracy issue vs Qwen3-VL-Moe bug." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Different code paths: chat-completions request rejection vs Gemma4Processor attribute crash." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Different training symptoms and likely different root causes." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Different bugs: RMS norm epsilon precision issue vs meta-init incompatibility for remote-code checkpoints." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Import error vs tokenizer adding an extra space after an added token." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "CLI command regression vs import-time NameError; not the same bug." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel branching bug vs a wrong docstring; unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError vs auto_mappings referencing removed configs." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Different issues: FP8 accuracy vs multimodal infinite loop on a specific image." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-specific bugs: RoPE layer dropping vs incorrect tied-weights warning." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both tokenizer regressions, but they affect different tokenizers and different behaviors." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk vs a video mask off-by-one; different code paths." + }, + { + "left": "issue:43986", + "right": "issue:47217", + "accept": false, + "reason": "Both multimodal, but one is missing-backend crash handling and the other is image-placeholder handling." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both tokenizer-related, but one is BPE-marker handling and the other is a version-regression tokenization difference." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading vs quantized-model saving failure; unrelated." + }, + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "Different model-specific tensor bugs, not the same underlying issue." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Cache/offline loading bug vs wrong tokenizer decoder type in v5." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Unrelated: Sam3 model-type warning vs memory overflow in sam3-litetext." + } + ] + }, + "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": 28, + "review_unit_index": 52, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43329", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43646", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44117", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45381", + "issue:45478", + "issue:46002", + "issue:46172", + "issue:46326", + "issue:46762", + "issue:46909", + "issue:47059" + ], + "soft_pairs": [ + "issue:42757|issue:45278", + "issue:45381|issue:46909", + "issue:27957|issue:30990", + "issue:43646|issue:46002", + "issue:43540|issue:46909", + "issue:30990|issue:33357", + "issue:43329|issue:47059", + "issue:42907|issue:44964", + "issue:42907|issue:44945", + "issue:44295|issue:44297", + "issue:43122|issue:46326", + "issue:43976|issue:44945", + "issue:44625|issue:44829", + "issue:39401|issue:44488", + "issue:39401|issue:44521", + "issue:41628|issue:45278", + "issue:44117|issue:44704", + "issue:42371|issue:44263", + "issue:42907|issue:43937", + "issue:43122|issue:44521", + "issue:44704|issue:45290", + "issue:22355|issue:29159", + "issue:42907|issue:43452", + "issue:43408|issue:43475", + "issue:44360|issue:44485", + "issue:44038|issue:44297", + "issue:46172|issue:46762", + "issue:43824|issue:44351", + "issue:44038|issue:44295", + "issue:45216|issue:45478", + "issue:43116|issue:45200" + ], + "prepared_review_unit_hash": "286401d3fa32e1126829cb027169a8f3b4ee2c10c105a3db76ae0d7ddb29d9da", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36578, + "estimated_input_tokens": 9145, + "estimated_eval_tokens": 18546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose semantic grouping of unrelated Transformers issues. The soft pairs share broad themes like imports, tokenization, multimodal/video, or loading, but they do not describe the same concrete bug or code path, so none should be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44521 is the most active and detailed concrete bug report in the set, with multiple inbound references and a clear, reproducible multimodal chat-template failure; it is the best single representative issue here, even though the cluster is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest issue candidate overall because it has the richest discussion and clearest bug reproduction; among these unrelated reports, it is the most suitable anchor for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a specific missing hub symbol while the other is a broad upgrade regression with many import failures; not the same bug." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "One is a Qwen2.5-VL video position-id bug; the other is a broken DIA documentation example. Different problem class and code path." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Both mention loading/attention-related runtime trouble, but one is XLMRoberta with Flash Attention 2 and the other is Sentence Transformers hanging while loading; not duplicates." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are distinct failures with different symptoms and likely different causes." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe versus a documentation example issue for DIA; unrelated." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both are loading failures, but the affected models and failure modes differ materially: a hang vs a Mac bus error on CLIP." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Multimodal token counting bug versus a CLI incompatibility with huggingface_hub 1.22.0; unrelated subsystems." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized models is not the same as failing to load a multimodal Phi-4 model; different lifecycle step and bug." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Dequantized save failure and incorrect pipeline-parallel LLM output are separate issues with different code paths." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "One concerns reading a buffered position_ids tensor; the other concerns tokenizer class metadata on save_pretrained. Different bug surface." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but one is inconsistent tokenization across versions and the other is continue_final_message behavior for mistral_common tokenizers." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility regression is unrelated to incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "A num_labels propagation bug in Qwen3.5 is unrelated to flash_attention_3 causing degenerate training." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping in Qwen3 tokenizer and failure to load cjvt/sleng-bert are different tokenizer/model-loading issues." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset_mapping bug versus multimodal assistant_mask generation bug; not the same underlying defect." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Missing AutoImageProcessor export is a specific import issue, while 45278 describes many different import errors after upgrade; too broad to treat as the same bug." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping returning None and AutoProcessor not forwarding kwargs to cached_file are separate from_pretrained internals bugs." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance and a torch.split return-value issue in GlmMoeDsaIndexer are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Model save/load failure for Ministrals/Devstrals is unrelated to invalid GenerationConfig handling for GLM-5." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both touch tokenization/chat-template behavior, but one is version-dependent tokenization differences and the other is all-zero assistant masks for multimodal inputs." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat-template or processor plumbing, but one is missing kwargs to cached_file and the other is a crash with assistant tool-call messages." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "An import failure for transformers.onnx is unrelated to tokenizer slow/fast inconsistency." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save problems are not the same as gguf_file breaking AutoTokenizer/AutoModel loading." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "A model-class mismatch warning and a missing fpn_position_embeddings attribute in SAM 3 Video are related by domain but not the same concrete bug." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in the DSA indexer and GLM-5 RoPE implementation issues are different model internals." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe import/load problems are unrelated to tokenizer_class mismatch when saving tokenizers." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "DeepSeek-v4 tensor transpose issue and Minimax attention numerical differences are distinct model-specific correctness bugs." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different affected features." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "One is a save_pretrained checkpoint regression, the other is a from_pretrained error for Qwen3.5 MoE; similar family but not the same bug." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Multi-label classification example behavior and mm_token_type_ids defaults in Gemma 4 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": 28, + "review_unit_index": 53, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:22355", + "issue:28348", + "issue:29127", + "issue:36296", + "issue:38617", + "issue:39379", + "issue:39401", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42757", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43278", + "issue:43493", + "issue:43611", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44483", + "issue:44485", + "issue:44625", + "issue:44779", + "issue:44938", + "issue:44945", + "issue:44995", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46697", + "issue:46877", + "issue:47217", + "issue:47312" + ], + "soft_pairs": [ + "issue:44038|issue:44222", + "issue:43122|issue:44779", + "issue:22355|issue:29127", + "issue:39401|issue:46614", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:42222|issue:47312", + "issue:36296|issue:43116", + "issue:39379|issue:43232", + "issue:42757|issue:44351", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:46231|issue:46877", + "issue:28348|issue:46640", + "issue:44483|issue:47217", + "issue:42898|issue:46614", + "issue:43611|issue:46002", + "issue:42673|issue:45072", + "issue:43976|issue:45446", + "issue:43937|issue:44485", + "issue:45357|issue:45478", + "issue:38617|issue:45278", + "issue:44995|issue:46697", + "issue:44625|issue:46002", + "issue:43066|issue:44779", + "issue:45083|issue:45446", + "issue:43116|issue:43493", + "issue:44038|issue:45478" + ], + "prepared_review_unit_hash": "c2c4074d918ae55f5213605026cca2084f3ec4c09ece605a14333d72363ab389", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35489, + "estimated_input_tokens": 8873, + "estimated_eval_tokens": 18002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab-bag of unrelated issues; none of the soft pairs look like true duplicates, so I reject all of them and pick the broadest tokenizer regression report as the best issue representative.", + "confidence": 0.57, + "canonical_issue_reason": "issue:43122 is the broadest, clearest regression report in the set: it describes a version-to-version tokenizer behavior change with a concrete symptom, making it the best stand-in if one issue must represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44779 is the strongest standalone issue because it gives a concrete Deepseek reproduction, a specific v4-vs-v5 regression, and a focused user-visible failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Same broad area (Qwen/MoE) but different failures: one is a transformers/Qwen3-VL-Moe bug, the other is FP8 save_pretrained behavior." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both concern tokenizer regressions, but they affect different models and symptoms; not the same concrete bug." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Import error for transformers.onnx is unrelated to LayoutLMv3 box-validation messaging." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Both are tokenizer-related, but one is offset_mapping correctness and the other is stale phonemizer backend state." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype drift during eval is not the same code-path as wrong output under pipeline parallelism." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Packaging/back-end dependency inclusion is unrelated to Python 3.14 import/load failure." + }, + { + "left": "issue:42222", + "right": "issue:47312", + "accept": false, + "reason": "VitPose breakage and kernel compatibility issues are separate problems with no shared failure mode." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug is unrelated to the example script returning empty multi-label results." + }, + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "Mllama mask handling and generation kwargs after sync_gpus are different generation bugs." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different libraries." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 image infinite loop are distinct model-specific bugs." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a padding performance issue." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Documentation parameter mismatch is not the same as importing doc-lint diagnostics at module load." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Flash Attention 2 support request for GPT2 is not the same as a generic Flash Attention 2 bug report." + }, + { + "left": "issue:44483", + "right": "issue:47217", + "accept": false, + "reason": "OpenAI chat-completions request rejection and VL image-placeholder failures are different API paths." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenization-space cleanup changes and phonemizer language caching are unrelated behaviors." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "base_model_prefix loading regression and NaNs in classification heads are different failure classes." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threads is unrelated to dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version compatibility failure and incorrect PyTorch version gating are separate environment checks." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Invalid GenerationConfig and GLM-5 RoPE implementation are not the same bug." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained key serialization and from_pretrained loading errors are related only by model family, not the same concrete issue." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import name is not enough to merge with a broad 'many import errors' report." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "Stale indexer cache crash and Swin2SR over-padding are unrelated implementation bugs." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and classification-head NaNs do not describe the same defect." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer changes in v5, but one is decoder type selection and the other is Deepseek tokenization output correctness." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-extract length calculation and flex_attention import gating are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label output and SigLIP2 HF/JAX discrepancy are different subsystems and symptoms." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.x/MoE loading, but the versions and failure modes differ too much to be one concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 54, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:33453", + "issue:39379", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43618", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43992", + "issue:44075", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44355", + "issue:44380", + "issue:44466", + "issue:44610", + "issue:44704", + "issue:44936", + "issue:45071", + "issue:45092", + "issue:45405", + "issue:45446", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46231", + "issue:46328", + "issue:46710", + "issue:46726", + "issue:46762", + "issue:46829", + "issue:46909", + "issue:46981", + "issue:47000", + "issue:47116" + ], + "soft_pairs": [ + "issue:44075|issue:44936", + "issue:44610|issue:46909", + "issue:44355|issue:46231", + "issue:43618|issue:46829", + "issue:43066|issue:46710", + "issue:46726|issue:46981", + "issue:42371|issue:43874", + "issue:43116|issue:43825", + "issue:42673|issue:42796", + "issue:43992|issue:44704", + "issue:46328|issue:47116", + "issue:43827|issue:45446", + "issue:39379|issue:43688", + "issue:33453|issue:39401", + "issue:43824|issue:46981", + "issue:43673|issue:46328", + "issue:43064|issue:43673", + "issue:45092|issue:46762", + "issue:45405|issue:45446", + "issue:44291|issue:45071", + "issue:44117|issue:45588", + "issue:43937|issue:45563", + "issue:42222|issue:43441", + "issue:44466|issue:46002", + "issue:44380|issue:46077", + "issue:42222|issue:47000", + "issue:44263|issue:46762" + ], + "prepared_review_unit_hash": "22bc35d307d2a71f4165ad3f20983e88b9d4e9193df51a0606707870700e47e1", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35688, + "estimated_input_tokens": 8922, + "estimated_eval_tokens": 18100 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is thematically broad but not duplicate-tight: most items are separate Transformers v5 regressions, tokenizer/model-specific bugs, or docs/API issues that only share generic wording. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45071 is the broadest, most general v5 regression report in the set: it describes a core API/type-checking break in Transformers v5.4.0 and is less model-specific than the other candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must anchor this cluster, issue:45071 is the least specialized and most representative of the overall v5-regression theme; the rest are mostly narrower model- or subsystem-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "One is about SGD optimizer arguments being ignored; the other is a trainer evaluate-after-train failure. Same training area, but different code paths and symptoms." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch vs a broken DIA documentation example. Different problem type: runtime model/processor bug vs docs issue." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors are unrelated to a doc typo in set_training(). No shared underlying code bug." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both involve output objects, but CLIP attentions missing and VideoPrism hidden_states being wrong are different model/output bugs." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder type regression is distinct from a downstream accuracy regression in a specific model after upgrade." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Missing vision backend handling in AutoProcessor is unrelated to repeated HTTP 429 retries during config fetching." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing image-processor method are unrelated subsystems and failures." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Multi-label example output being empty is not the same bug as pipeline() suggesting translation is supported in v5." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in dataloader threads and tokenizer BPE marker handling are different components with different failure modes." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing encoder weights on load vs AutoProcessor not forwarding kwargs to cached_file. Both loading-related, but not the same defect." + }, + { + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "Feature extractor padding inefficiency is unrelated to a streaming pipeline regression." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and a PyTorch version check bug are unrelated issues." + }, + { + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "mllama mask handling and auxiliary-loss normalization are different model internals with no concrete overlap." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer-related, but one is loading regression and the other is wrong offset_mapping; not the same underlying bug." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "ImportError for a missing Qwen2_5_VL class is unrelated to HTTP 429 retry behavior in AutoProcessor." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache handling and SequenceFeatureExtractor padding performance are unrelated code paths." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Distributed optimizer-state corruption during training is not the same bug as missing generation cache in chunked prefill." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-initialization incompatibility for remote-code checkpoints vs numerical differences in Minimax attention are different problems." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A bumped PEFT minimum version and a PyTorch version guard are both version checks, but they concern different dependencies and failure points." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized during init_empty_weights is a model-loading bug, while 45071 is a PretrainedConfig type-checking regression." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping returning None and flash_attention crashing on s_aux=None are both None-related, but they are distinct subsystems and symptoms." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and a stale num_return_sequences warning are both generation-related but not the same bug." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral flash-attention failure are unrelated model-specific issues." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied lm_head weights is unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling ignored under SDPA/FlashAttention and Gemma4 causal mask behavior are different attention bugs." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "VitPose model breakage and RTDetrLoss infeasible cost matrix are completely different failures." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "A torch.split return-value issue in GlmMoeDsaIndexer is unrelated to Minimax attention numerical differences." + } + ] + }, + "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": 28, + "review_unit_index": 55, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:38617", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:42831", + "issue:43122", + "issue:43208", + "issue:43408", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44410", + "issue:44484", + "issue:44496", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45561", + "issue:45632", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46752", + "issue:46762", + "issue:46894", + "issue:46897", + "issue:46981", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:39379|issue:46897", + "issue:42222|issue:46752", + "issue:44117|issue:45081", + "issue:43937|issue:44977", + "issue:42617|issue:45341", + "issue:45071|issue:46512", + "issue:43450|issue:43986", + "issue:39401|issue:44779", + "issue:43208|issue:46894", + "issue:43408|issue:43742", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:45632|issue:46981", + "issue:45071|issue:47059", + "issue:45341|issue:45561", + "issue:44704|issue:47110", + "issue:45341|issue:46328", + "issue:44877|issue:46231", + "issue:38617|issue:41628", + "issue:39401|issue:46209", + "issue:43122|issue:46298", + "issue:43937|issue:44496", + "issue:42371|issue:44261", + "issue:38617|issue:44220", + "issue:44261|issue:46762", + "issue:44933|issue:45278", + "issue:44484|issue:45310", + "issue:42371|issue:42831" + ], + "prepared_review_unit_hash": "1f00a5b5e6eb8fdeb6f73e65cff7e19dc5a06c201e39a06230168381e3590bbf", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35261, + "estimated_input_tokens": 8816, + "estimated_eval_tokens": 17888 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items look like a loose collection of distinct Transformers bug reports rather than a single duplicate cluster. The soft pairs share broad subsystem themes in a few cases, but none are the same concrete bug/change.", + "confidence": 0.52, + "canonical_issue_reason": "Issue 45071 is the broadest core-regression report here and is the most representative of the set\u2019s recurring version-breakage/config behavior, even though the rest are mostly separate model- or subsystem-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "45071 is the best single issue to stand in for this mixed cluster because it is a concise, high-level regression affecting core config behavior and is more general than the model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "Both are training-loss or masking bugs, but they affect different models and different code paths; not the same underlying defect." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "Vitpose model breakage and empty chat-template input handling are unrelated bugs." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer loading, but one is a mapping-lookup assumption and the other is a Mistral regex patch crash; different failures." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different causes: invalid GenerationConfig vs flash-attention generation behavior." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A runtime launch failure and a small testing-utils bug are not the same issue." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Both touch config dtype behavior, but one is type-checking breakage and the other is stale config state after from_config; not mergeable as one fix." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Both are video-related, but one is a batched-shape bug and the other is a torchvision-missing crash in AutoProcessor." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different tokenizers and likely different offset/alignment logic." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training blockers and a CohereASR double-shift loss bug are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type warning for sam3_tracker vs a key error loading MobileLLM are different loading problems." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Qwen3next missing projections and Qwen3.5 MoE from_pretrained failure are different code-path bugs." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Both mention Qwen3.5 and 5.4.0, but one is flash-attention training degeneration while the other is save_pretrained checkpoint regression." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Cache-path collisions and repeated 429 retries are unrelated failure modes." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "Core config type-checking breakage is unrelated to the CLI completion attribute error from huggingface_hub." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both mention testing utilities, but one is a small bug and the other is an xdist race on captured_info.txt; different defects." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "AutoProcessor kwargs propagation and special_tokens list handling are different bugs." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A testing-utils bug and a padding performance issue are not the same underlying problem." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading and a documentation parameter-name mismatch are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different modules." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "A tokenizer behavior regression and a noisy logging message are not the same bug." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation for GLM-5 is not the same as unrecognized-model config loading for OLMo." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and an rms_norm_eps precision issue are different numerical/config topics." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "An import symbol regression and a feature-extraction function bug are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both are numerical-behavior reports, but they concern different models and different attention/layernorm implementations." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A missing image_utils import and broad import failures after upgrade are not the same concrete issue." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size behavior and Qwen3.5 from_pretrained loading are different code paths." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 settings guidance and FP8 inference accuracy on B200 are unrelated performance/numerics issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 56, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:27957", + "issue:41628", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44117", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45588", + "issue:45656", + "issue:45753", + "issue:46050", + "issue:46172", + "issue:46369", + "issue:46752", + "issue:46897", + "issue:46981", + "issue:47116", + "issue:47312" + ], + "soft_pairs": [ + "issue:44075|issue:45656", + "issue:44483|issue:45464", + "issue:43097|issue:44493", + "issue:44410|issue:45478", + "issue:43066|issue:43122", + "issue:44263|issue:44485", + "issue:44077|issue:46981", + "issue:43931|issue:44410", + "issue:43673|issue:45341", + "issue:46752|issue:47116", + "issue:41628|issue:45071", + "issue:43931|issue:44038", + "issue:43012|issue:43577", + "issue:43874|issue:44261", + "issue:43441|issue:44829", + "issue:43208|issue:46897", + "issue:27957|issue:43352", + "issue:43097|issue:43452", + "issue:44484|issue:45478", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43531|issue:45341", + "issue:44117|issue:44987", + "issue:43986|issue:45341", + "issue:44261|issue:44485", + "issue:45003|issue:45341", + "issue:43097|issue:45588", + "issue:44246|issue:46981", + "issue:45753|issue:46369", + "issue:45440|issue:46172", + "issue:43097|issue:46050", + "issue:43986|issue:47312" + ], + "prepared_review_unit_hash": "f31a17deb47ccb57b41fd70b539ec2bf80e419bc35d30846d6fec4e987c19bb7", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36767, + "estimated_input_tokens": 9192, + "estimated_eval_tokens": 18640 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose semantic group of mostly unrelated Transformers issues, not a duplicate set. The soft pairs generally share only broad themes (loading, FlashAttention, tokenizers, model families) but not the same concrete failure path.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue fits well: the items span many different subsystems and model families, so there is no clear umbrella duplicate to anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue overall; none is a strong representative for the whole cluster because the reported bugs are too heterogeneous.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both mention optimizers, but one is SGD args being ignored and the other is double optimizer steps under DeepSpeed; different bugs." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both are chat/completions failures, but one is a request acceptance regression and the other is a streaming inference issue on a specific Qwen3.5 model." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "One is about a removed config flag, the other about unexpected position-id keys; unrelated symptoms and code paths." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen models, but one is missing projections in layer 0 and the other is a from_pretrained load error for Qwen3.5 MoE." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both concern tokenizer behavior in v5, but one is a wrong decoder type and the other is a broader tokenization difference across versions." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Both are GLM-related, but one is a torch.split indexer bug and the other is a RoPE implementation issue." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "These are unrelated: one is a PatchTSMixer post_init policy issue, the other is repeated 429 retries in AutoProcessor.from_pretrained." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Same general Qwen-VL area, but one is a weight-shape mismatch and the other is missing attention projections; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation chunked-prefill cache regression and a testing_utils bug are unrelated." + }, + { + "left": "issue:46752", + "right": "issue:47116", + "accept": false, + "reason": "Both touch chat/pipeline APIs, but one crashes on empty chat templates and the other is a streaming pipeline regression." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Import error for AutoImageProcessor and PretrainedConfig type-checking regression are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen3-VL issues, but one is a model weight mismatch and the other is a from_pretrained bug for a different Qwen3-VL-Moe path." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both are dtype-related, but one is a PyTorch warning during compile and the other is a BLIP2 load bug leaving submodules in float32." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different multimodal/model-internal bugs: missing image-patch helper vs missing rms_norm_eps in MLA q_a_layernorm." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention FlashAttention, but one is a model support error and the other is degenerate training with flash_attention_3." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "Different model families and failures: xLSTM training blockers versus a Florence2 training-loss double-shift bug." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both are Flash Attention 2 compatibility complaints, but for different models and likely different missing-support paths." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "One is a config deprecation/removal complaint, the other is gguf_file breaking tokenizer/model loading; not the same defect." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "A save_pretrained shard-size question is unrelated to a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Distinct GLM/DeepSeek code paths: torch.split return handling versus a dtype/transpose bug in deepseek-v4." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is not the same issue as the deepseek-v4 comb transpose problem." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Both are from_pretrained-loading failures, but one is a generic tokenizer mapping None case and the other is a specific model load failure." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor torchvision dependency crash and a testing_utils bug are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "A missing config epsilon in MLA and a GLM-5 RoPE implementation discussion are different bugs." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access and a testing_utils bug do not share the same underlying failure." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "A removed config flag and a flash_attention.py crash on s_aux=None are different issues." + }, + { + "left": "issue:44246", + "right": "issue:46981", + "accept": false, + "reason": "Import-time slowness and repeated 429 retries in AutoProcessor are different performance/loading problems." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "An image-specific infinite loop in Qwen3_5 is unrelated to a memory overflow in sam3-litetext." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Both are DeepSeek-family reports, but they describe different model implementations and different concrete code-path bugs." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "A removed config field and a broken sinq quantization save/load path are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:47312", + "accept": false, + "reason": "An AutoProcessor torchvision crash and a kernel-version incompatibility 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": 28, + "review_unit_index": 57, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43502", + "issue:43550", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43906", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44380", + "issue:44410", + "issue:44451", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45375", + "issue:45712", + "issue:45753", + "issue:46123", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:47116" + ], + "soft_pairs": [ + "issue:44410|issue:45375", + "issue:43673|issue:46123", + "issue:43874|issue:44263", + "issue:43097|issue:43873", + "issue:44062|issue:44117", + "issue:44038|issue:44410", + "issue:43012|issue:46821", + "issue:38617|issue:42757", + "issue:44117|issue:46701", + "issue:43064|issue:44315", + "issue:46655|issue:46664", + "issue:46298|issue:46752", + "issue:43986|issue:44484", + "issue:46172|issue:46710", + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:44704|issue:45103", + "issue:44936|issue:46365", + "issue:43502|issue:43992", + "issue:43208|issue:43550", + "issue:44451|issue:47116", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43064|issue:47116", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43066|issue:43906" + ], + "prepared_review_unit_hash": "b17e4122cd0d85f6afcdb96ce2ebfce399c8166c04acadfd9541433e59e89d7e", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36086, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edge looks like the same underlying bug/change; the pairs mostly share a subsystem or model family but describe different failure modes. The best canonical issue is the clearest, most self-contained bug report in the set.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 43502 is the most concrete and actionable report: a clear, self-contained bug with a direct symptom (`local_files_only=True` still triggering network access).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43502 has the cleanest reproduction scope and a precise expected-vs-actual behavior, making it the strongest representative issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3-related, but one is a missing projection bug and the other is a missing config field; different code paths and symptoms." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "One is a GenerationMixin cache issue during chunked prefill, the other is a MaskGenerationPipeline batching bug; unrelated behaviors." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both mention GLM components, but one is a missing image-patch helper and the other is a torch.split/indexing bug in a different class." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "A removed embedding-tie API and a quantization offloading bug are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Both involve tokenizer internals, but one is an AddedToken constructor error and the other is a mapping lookup returning None." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen model variants and different failures; no shared concrete code-path." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "A bfloat16 warning and a TimesFM AttributeError are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different symbols from different modules and likely different breakages." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping fallback behavior is unrelated to the image-text-to-text pipeline failure." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "A distributed optimizer-state bug and a Liger Kernel application issue are separate training problems." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both are SmolVLM video-processor issues, but one is padding math and the other is a semantic mismatch in `num_frames`." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging and an empty-list chat-template crash are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor/torchvision availability and `max_shard_size` defaults are unrelated." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "Both mention DeepSeek, but one is a tensor-operation bug and the other is an accuracy regression after upgrade; different issues." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Test seeding flakiness and logging noise do not share an underlying bug." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different packages; same symptom type, different breakage." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwarg forwarding and auto-docstring annotation handling are separate subsystems." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer evaluate/train state handling and an import conflict with datasets are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Network requests despite local-only mode and a missing encoder weight are different loading bugs." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and a Bamba torch.compile/SDPA failure are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:47116", + "accept": false, + "reason": "Loading a specific model and a streaming pipeline regression are different failure reports." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling under backends and lazy cache initialization causing recompilation are distinct performance/behavior issues." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import failure and an unsupported backend mapping error are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "Distributed optimizer-state corruption and streaming pipeline regression are separate code paths." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models and a Qwen3_5 infinite-loop bug are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both concern saving, but one is about dequantized model serialization and the other about pipeline object serialization." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A compiler warning and a torch.compile SDPA failure are different issues." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dead dummy classes/check_repo failures are unrelated to logging verbosity." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue do not clearly point to the same concrete bug." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Same as above: no evidence these are the same underlying tokenizer 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": 28, + "review_unit_index": 58, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43526", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44734", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:46132", + "issue:46172", + "issue:46298", + "issue:46365", + "issue:47059", + "issue:47116", + "issue:47276" + ], + "soft_pairs": [ + "issue:43012|issue:44368", + "issue:43825|issue:44655", + "issue:43992|issue:44484", + "issue:43827|issue:47116", + "issue:45584|issue:46365", + "issue:43352|issue:43976", + "issue:44038|issue:44230", + "issue:44734|issue:47116", + "issue:44162|issue:46172", + "issue:44380|issue:46132", + "issue:43208|issue:43526", + "issue:43352|issue:44380", + "issue:43097|issue:46298", + "issue:44077|issue:46365", + "issue:44380|issue:45479", + "issue:36683|issue:43582", + "issue:43012|issue:47276", + "issue:42757|issue:43824", + "issue:42175|issue:46365", + "issue:44222|issue:45478", + "issue:42890|issue:47059", + "issue:43064|issue:44380", + "issue:43756|issue:44485", + "issue:42831|issue:44261", + "issue:44483|issue:44514", + "issue:36010|issue:42757", + "issue:43618|issue:43761", + "issue:38617|issue:43502" + ], + "prepared_review_unit_hash": "36b2aeb92ee6795747d2833f40f385e6997cf2042f0ec9f05449ba523e8e4381", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35394, + "estimated_input_tokens": 8849, + "estimated_eval_tokens": 17954 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose collection of unrelated issues across different subsystems (imports, model configs, docs, serving, FP8, training, and warnings). Only one pair looks plausibly duplicate-like at the code-path level; the rest are distinct bugs or feature requests.", + "confidence": 0.74, + "canonical_issue_reason": "No single canonical issue is a safe anchor for the whole cluster; the items are heterogeneous, so any one issue would misrepresent most of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No globally best issue stands out. If anything, issue:43761 is the most concrete regression-style report, but it is still not representative of the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both mention warnings, but they are different warnings in different code paths: bfloat16 compilation vs. tied-embedding config noise." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "One is about a misleading pipeline() error message; the other is about saving Pipeline objects. Same API area, different bug." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder.from_pretrained is a loading bug; max_shard_size being 50GB is a save_pretrained policy question." + }, + { + "left": "issue:43827", + "right": "issue:47116", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to the streaming pipeline runtime regression." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription failure and Trainer import pollution by datasets are unrelated symptoms." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "FlashAttention 2 support for NemotronH and Python version compatibility for Transformers 5.1.0 are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both involve Qwen3/VL/MoE, but one is a v5 incompatibility bug and the other is fp8 inference support; not the same fix." + }, + { + "left": "issue:44734", + "right": "issue:47116", + "accept": false, + "reason": "KV-cache continuation crash in transformers serve is a different code path than streaming pipeline regression." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a DeepSeek tensor transpose issue are unrelated model-specific bugs." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 attention scaling being ignored and AttentionInterface.register changing behavior are different attention-stack problems." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers and BeitImageProcessorFast reduce_labels behavior are unrelated model/processor bugs." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "FlashAttention support for NemotronH does not match GPT2 attention scaling being ignored." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Embeddings-tie removal regression and a noisy logging message are not the same underlying issue." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init policy and an import conflict with datasets are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Ignored attention scaling and degenerate zero loss in sequence classification are different bugs." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Apple Silicon TypeError in caching_allocator_warmup are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:47276", + "accept": false, + "reason": "A precision warning during compilation is unrelated to a misleading synced_gpus warning in continuous batching." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are ImportError reports, but for different missing symbols in different packages/modules." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Backend selection when installing .[torch] is unrelated to Trainer import failure from datasets interference." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained and Qwen3.5 MoE from_pretrained errors are adjacent but distinct serialization/loading failures." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "Missing set_seed in a model integration test and a huggingface_hub CLI incompatibility are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling being ignored." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they concern different models and different implementation bugs." + }, + { + "left": "issue:42831", + "right": "issue:44261", + "accept": false, + "reason": "FineGrainedFP8 accuracy complaints and missing rms_norm_eps in MLA q_a_layernorm are not the same concrete bug." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat/completions API rejection and batched apply_chat_template crashing are different request-handling failures." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different modules; same failure type, not same bug." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": true, + "reason": "Both are CLIP v5 regression reports about missing optional forward outputs in the same CLIPVisionModel/CLIPOutput code path." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "layer_type_validation import removal and local_files_only still making API requests are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the cluster does look heterogeneous, and the conservative rejections align with the issue titles. The single accepted pair (issue:43618 / issue:43761) is plausible as a shared CLIP regression around missing optional outputs, and the explanation stays within the evidence available from the titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 59, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43575", + "issue:43611", + "issue:43618", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44246", + "issue:44355", + "issue:44380", + "issue:44393", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45310", + "issue:45375", + "issue:45593", + "issue:46050", + "issue:46077", + "issue:46202", + "issue:46365", + "issue:46512", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47110", + "issue:47276" + ], + "soft_pairs": [ + "issue:45276|issue:46077", + "issue:44380|issue:47276", + "issue:43299|issue:43867", + "issue:42994|issue:44655", + "issue:44625|issue:46365", + "issue:43611|issue:44655", + "issue:44625|issue:46077", + "issue:44655|issue:46050", + "issue:43352|issue:45593", + "issue:36683|issue:43475", + "issue:44355|issue:46877", + "issue:36683|issue:44077", + "issue:43976|issue:44938", + "issue:46077|issue:46512", + "issue:43867|issue:45216", + "issue:44938|issue:47059", + "issue:36683|issue:47110", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:29870|issue:36296", + "issue:44908|issue:46851", + "issue:44355|issue:44855", + "issue:43010|issue:45278", + "issue:43064|issue:44492", + "issue:43992|issue:45310", + "issue:44075|issue:46365", + "issue:43867|issue:46202", + "issue:44393|issue:47000", + "issue:29870|issue:33453", + "issue:36296|issue:43575", + "issue:43867|issue:45375", + "issue:43618|issue:44077", + "issue:41669|issue:44246" + ], + "prepared_review_unit_hash": "7c0918170d97a30487e5aa5e93a0d687749128dab5950ae1f66041c265e8cb61", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36603, + "estimated_input_tokens": 9151, + "estimated_eval_tokens": 18558 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab-bag of distinct Transformers regressions around loading/saving, configs, attention masks, and environment-specific import issues. Despite some superficial similarity, none of the soft pairs look like the same underlying bug/change.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set, covering version-wide import failures after an upgrade; it is the most representative anchor if a single issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best cluster representative because it is broad and regression-oriented, but it still does not truly subsume the many model-specific failures here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Different Gemma4 bugs: embedding resize propagation vs attention-mask construction." + }, + { + "left": "issue:44380", + "right": "issue:47276", + "accept": false, + "reason": "Unrelated issues: GPT2 backend attention-scaling bug vs a warning-message wording problem." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are loading failures, but for different models and different failure modes; not the same bug." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model save failure is unrelated to saving Pipeline objects." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 config propagation bug is unrelated to the Trainer import conflict with datasets." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Base-model-prefix loading regression and Pipeline save-pretrained failure are different code paths." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Gemma4 attention-mask logic are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Pipeline serialization and sinq quantized save/load are different save_pretrained problems." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Flash-Attn support gating for Nemotron is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing vocab_size in Gemma3Config is unrelated to missing fpn_position_embeddings in SAM 3 Video." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled-Python import errors and auto_docstring stdout noise are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3 config attribute missing vs patchtsmixer post_init policy are different issues." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "These are both Python-version compatibility reports, but they target different versions and likely different breakages." + }, + { + "left": "issue:46077", + "right": "issue:46512", + "accept": false, + "reason": "Attention-mask construction and stale config.dtype after from_config are separate bugs." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "State-dict sorting load failure vs Qwen3.5 checkpoint save regression are not the same underlying issue." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Python 3.14 import failure and a CLI incompatibility with huggingface_hub are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "Gemma3Config missing vocab_size is unrelated to special_tokens being a list instead of a mapping." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIPOutput attentions regression and Qwen3.5 save_pretrained regression are different models/code paths." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing config attributes, but for different models and different fields; not a duplicate." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generate decoder_attention_mask bug is unrelated to tensor-parallel training state issues." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs bug and variable-length position_ids bug are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Running compiled Python files failing is unrelated to a torch.jit.script parsing/indentation issue." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no_grad behavior and broad import errors after upgrade are different concerns." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state bug is unrelated to a typo in cache strategies." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 moe from_pretrained error are different model-loading problems." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD args ignored is unrelated to the Trainer import failure involving datasets." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Both involve save/load roundtrips, but the failure modes and models differ." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Qwen3-VL bbox output issue and RTDetrLoss infeasible cost matrix are unrelated vision bugs." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart generate UnboundLocalError and tokenizer-loading regression are distinct failures." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and OOM during TP model loading 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": 28, + "review_unit_index": 60, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:42548", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44112", + "issue:44222", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44749", + "issue:44964", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45850", + "issue:46002", + "issue:46132", + "issue:46285", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47110" + ], + "soft_pairs": [ + "issue:42890|issue:45561", + "issue:43867|issue:45357", + "issue:43010|issue:43976", + "issue:43010|issue:45850", + "issue:28282|issue:33453", + "issue:44222|issue:45125", + "issue:43992|issue:46002", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:45125|issue:45375", + "issue:43502|issue:44062", + "issue:42890|issue:44112", + "issue:42890|issue:44964", + "issue:42898|issue:46664", + "issue:44734|issue:46617", + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:43010|issue:43065", + "issue:43824|issue:46617", + "issue:43576|issue:46132", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:45850|issue:47110", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:30990|issue:31795", + "issue:43010|issue:43232", + "issue:46664|issue:46726", + "issue:43502|issue:44222", + "issue:43299|issue:44556", + "issue:30333|issue:36296" + ], + "prepared_review_unit_hash": "4cef7fd5a78f661280e82c10404203b08f8d5e8e4c9bbc17a5477cf44847545e", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37240, + "estimated_input_tokens": 9310, + "estimated_eval_tokens": 18876 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is dominated by unrelated Transformers issues that only share broad surface themes like loading regressions, version upgrades, or flaky tests. The strongest common thread is v5-era model/tokenizer loading breakage, so I picked one concrete reload regression as the representative issue.", + "confidence": 0.51, + "canonical_issue_reason": "issue:44556 is the clearest concrete representative of the cluster\u2019s main theme: checkpoint reload breaks after upgrading from v4.57 to v5.x. It is specific enough to anchor the broader loading-regression complaints without being overly generic.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44556 is the best issue to represent this cluster because it is a concrete, user-facing regression with a clear failure mode and version boundary, unlike the more generic umbrella complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test-related, but one is about missing set_seed in a SAM HQ integration test and the other is a xdist race in captured_info.txt. Different bugs and code paths." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "One is a state_dict loading error when keys are sorted; the other is an incorrect save_pretrained key layout for a visual encoder. Related area, but not the same bug." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Different problem classes: a cache/layer no_grad decoration issue versus a Python version compatibility failure." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A specific cache update bug is not the same as a broad complaint that v5 breaks many models." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "ImportError for missing PyTorch is unrelated to a tokenizer-loading regression." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Both mention MoE, but one is FP8 save_pretrained behavior and the other is tensor-parallel planning on model loading. Different code paths." + }, + { + "left": "issue:43992", + "right": "issue:46002", + "accept": false, + "reason": "Missing embed_tokens.weight during from_pretrained is unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both touch CLIP, but one is a missing attentions assignment in outputs and the other is a structural refactor inconsistency. Not the same concrete bug." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Completely different subsystems: DSA indexer/ReLU versus DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different export paths; not the same issue." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE loading, but one is specifically missing _tp_plan and the other is a broader from_pretrained error. Too loose to merge." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "One is tensor parallelism support; the other is a missing vision config field. Same model family, different defects." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only network leakage is unrelated to the AddedToken special-argument TypeError." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are flaky tests, but they fail for different reasons in different suites." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky SAM HQ test is not the same as a Phi-4 multimodal model loading regression." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization cleanup behavior changes and SmolVLM num_frames semantics are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation indexing in serve is unrelated to a cache FileNotFoundError for trust_remote_code." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions, but one is tokenizer loading and the other is checkpoint reload compatibility. Same theme, not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "int4 quantization memory/OOM regression is distinct from model reload failure after version upgrade." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update no_grad and a dummy Conv2d in Sam3PixelDecoder are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Missing Qwen2.5-VL export is not the same as loading a trust_remote_code model from cache." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "A broken CLI env command and altered AttentionInterface.register behavior are different issues." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local-files-only API leakage is unrelated to GLM-5 RoPE implementation concerns." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-patch counting method in GLM46V is unrelated to a cache FileNotFoundError." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "A generic complaint that v5 breaks too many models is not the same as a specific special_tokens attribute error." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to tokenizer loading regression." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and a post-upgrade filtering slowdown are not the same bug." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers hanging on load is unrelated to documentation confusion in model.forward." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Different generation-related bugs: no_grad decoration versus sync_gpus model-kwargs update ordering." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Inconsistent num_frames semantics and missing-vision-backend image processor handling are distinct processor issues." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Network calls despite local_files_only and FP8 MoE save_pretrained are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-related loading regressions, but they affect different models and failure modes; not the same concrete bug." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "Failed MLflow reporting and tensor-parallel training 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": 28, + "review_unit_index": 61, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "nodes": [ + "issue:29870", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43867", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45375", + "issue:45468", + "issue:45542", + "issue:45850", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:29870|issue:31795", + "issue:43827|issue:44961", + "issue:33453|issue:34689", + "issue:41628|issue:42548", + "issue:44222|issue:44230", + "issue:46143|issue:46144", + "issue:43502|issue:44961", + "issue:44355|issue:45071", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:43576|issue:47059", + "issue:42757|issue:43576", + "issue:44038|issue:45125", + "issue:31795|issue:38617", + "issue:36296|issue:43901", + "issue:44315|issue:44360", + "issue:43475|issue:46617", + "issue:44351|issue:46617", + "issue:44230|issue:46095", + "issue:45375|issue:47110", + "issue:45362|issue:45850", + "issue:44315|issue:46209", + "issue:44485|issue:44961", + "issue:44961|issue:45468", + "issue:43525|issue:47110", + "issue:43673|issue:44492", + "issue:43352|issue:44961", + "issue:43867|issue:47110", + "issue:44273|issue:45542", + "issue:44485|issue:46664", + "issue:44623|issue:45230", + "issue:44273|issue:45003" + ], + "prepared_review_unit_hash": "54123682ae2c33994e97c21616a7eb3065df4ff58ca97ff088b60a75ac266ec8", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36470, + "estimated_input_tokens": 9118, + "estimated_eval_tokens": 18492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous issue reports; the only loose commonality is a handful of v5/import/loading regressions. None of the soft pairs look like true duplicates or the same concrete code-path fix, so I would not merge any of them.", + "confidence": 0.58, + "canonical_issue_reason": "If forced to pick one umbrella issue, #45850 is the broadest summary of the shared theme (multiple regressions after v5). It is vague, but it best represents the overall cluster better than the narrower, one-off bug reports.", + "canonical_pr_reason": null, + "best_issue_reason": "#45850 is the best representative because it captures the broad regression pattern that loosely connects several of the other issues. It is still not a great canonical duplicate target due to being very generic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "One is a generation-time UnboundLocalError in Bart; the other is documentation confusion about forward inputs. Different problem and fix." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs referencing pipeline removals are unrelated to the generic 'racoon' report." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both concern loading regressions, but they hit different paths and models; not the same underlying bug." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Two separate import errors for different symbols; no evidence they stem from one exact export failure." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/MoE, but one is about save_pretrained and the other about inference support; different code paths." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Closely related RoFormer complaints, but one is kwargs propagation and the other is attention-interface usage; not the same concrete bug." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Local-files-only network leakage is unrelated to the 'racoon' issue." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file errors and PretrainedConfig type-checking regressions are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken `transformers env` command and config type-checking regression are different failures." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI env command breakage is unrelated to the missing Qwen2_5_VL export." + }, + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "Different subsystems: env CLI vs huggingface_hub CLI compatibility failure." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Importing `is_offline_mode` from huggingface_hub is unrelated to the v5 env command issue." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both touch Qwen/MoE/tensor parallel themes, but they describe different specific failures and likely different fixes." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion is unrelated to an ImportError for `layer_type_validation`." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and pipeline docs mismatch are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application and DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM3 attribute error and trust_remote_code cache FileNotFoundError are unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "ImportError for HybridCache and cache FileNotFoundError are different loading problems." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen models is unrelated to DeepSeek weight conversion tooling." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "A missing config field on Qwen3_5MoeVisionConfig is unrelated to special_tokens handling." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A specific Qwen3.5 crash and a broad 'v5 breaks too many models' complaint are not the same underlying bug." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Different model/runtime issues: Liger Kernel application vs FP8 inference on B200." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to the 'racoon' issue." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "The generic 'racoon' issue and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Missing `pad_token_id` on Llama4Config is a config-shape bug, not the same as a special_tokens list/key error." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked-prefill cache missing in v5 and a typo in cache strategies are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash Attention 2 support for Nemotron is unrelated to the 'racoon' report." + }, + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "State_dict ordering load error and special_tokens key access error are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading behavior and TensorBoard/TensorFlow backend initialization are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "Different model families and different bug surfaces: RoPE implementation vs num_frames semantics." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Specific missing files on save_pretrained and a placeholder 'Bug report' do not indicate the same issue." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading and unsafe sys.modules access 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": 28, + "review_unit_index": 62, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "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:44077", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44466", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45341", + "issue:45381", + "issue:45468", + "issue:45753", + "issue:45850", + "issue:46018", + "issue:46172", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46664", + "issue:46894", + "issue:47059", + "issue:47176" + ], + "soft_pairs": [ + "issue:45381|issue:46664", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:44393|issue:45753", + "issue:44393|issue:45071", + "issue:43572|issue:45850", + "issue:44466|issue:44556", + "issue:44077|issue:44861", + "issue:44556|issue:45092", + "issue:42371|issue:44492", + "issue:45850|issue:47059", + "issue:44246|issue:44273", + "issue:44492|issue:45850", + "issue:43408|issue:44315", + "issue:41669|issue:46218", + "issue:44492|issue:46328", + "issue:43976|issue:44393", + "issue:42890|issue:44908", + "issue:44295|issue:45230", + "issue:43352|issue:44393", + "issue:44297|issue:45230", + "issue:44704|issue:44908", + "issue:43576|issue:44908", + "issue:44908|issue:45071", + "issue:43576|issue:47176", + "issue:44655|issue:44861", + "issue:41669|issue:45341", + "issue:41669|issue:44351", + "issue:43976|issue:46218", + "issue:31795|issue:33453", + "issue:43976|issue:47176", + "issue:46018|issue:46172", + "issue:43519|issue:46655", + "issue:44315|issue:44829", + "issue:44485|issue:47176", + "issue:44360|issue:45468", + "issue:45468|issue:46894", + "issue:43576|issue:44273" + ], + "prepared_review_unit_hash": "78c55de664620c512e8d98d9efac42a0ef47aac71606d892a1f63db9e54de78e", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38545, + "estimated_input_tokens": 9637, + "estimated_eval_tokens": 19530 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous issue reports with a loose common theme of Transformers v5 regressions and adjacent import/load-time problems. Only a couple of checkpoint-loading pairs look plausibly duplicate; most soft edges are not the same underlying bug.", + "confidence": 0.64, + "canonical_issue_reason": "No issue is a strong canonical for the whole cluster; 45850 is only a weak umbrella because it explicitly summarizes broad v5 breakage, but the rest of the items are mostly distinct bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "45850 is the best single anchor for the cluster\u2019s shared \"v5 broke things\" pattern, even though it is too generic to represent all items cleanly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45381", + "right": "issue:46664", + "accept": false, + "reason": "Both are video/vision processor bugs, but they affect different models and different fields (vision_position_ids vs num_frames padding); not the same defect." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Shared import/performance theme only; one is star-import bloat, the other is a GenerationMixin cache issue during chunked prefill." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A specific missing pad_token_id config bug is not the same as the broad \"v5 breaks too many models\" umbrella report." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen vision issues, but one is 2D box output hallucination/error and the other is an infinite loop on a specific image; different symptoms and likely different code paths." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "A model-specific vision bug and a core PretrainedConfig type-checking regression are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Both mention v5 breakage, but StableLmConfig pad_token_idx removal is a specific config issue, not the same as the generic regression umbrella." + }, + { + "left": "issue:44466", + "right": "issue:44556", + "accept": true, + "reason": "Both point to the same tied-weights serialization/loading regression in v5: one observes device-dependent lm_head.weight serialization, the other fails to reload a v4.57 checkpoint after upgrade." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Different areas: model post_init validation vs a crash in _get_tied_weight_keys when _tied_weights_keys is a list." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": true, + "reason": "Both are checkpoint compatibility failures after v5 meta-init changes; 45092 is a concrete remote-code example of the same loading-path regression." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 behavior settings and a cache-strategy typo are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "A broad v5 regression complaint and a cli test failure caused by huggingface_hub 1.22.0 are different problems." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both relate to import/lazy loading, but the titles do not establish the same concrete bug; one is import slowness, the other a generic lazy-loading failure." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache-strategy docs/settings is not the same as the broad v5 regression report." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Different model/configuration issues: sam3_video being treated as sam3_tracker vs Liger Kernel not applying under model_init." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import surface/performance issues only; star-import cleanup is not the same as a missing HybridCache export." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "A cache-strategy typo and a numpy/list conversion inefficiency in SequenceFeatureExtractor.pad are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "A Python-version compatibility issue and a Qwen3-VL vision-output bug are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test flakiness from missing set_seed calls is not the same as inverse_sqrt scheduler kwargs being ignored." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "One is a specific buffer/position_ids read error; the other is too generic to show the same underlying bug." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Nemotron Flash Attention 2.0 support is unrelated to Qwen3-VL bounding-box output issues." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch and an uninformative generic bug report are not demonstrably the same issue." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs handling are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken transformers env CLI and scheduler kwargs handling are different code paths." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "A scheduler-configuration bug and a PretrainedConfig type-checking regression are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:47176", + "accept": false, + "reason": "Both involve CLI/configuration commands, but one is a broken env command and the other is a shell-operator allowlist bypass; different bugs and fixes." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and a tied-weight-key crash are different problems." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance cleanup and a testing_utils bug are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Star-import performance cleanup does not match a missing HybridCache import/export failure." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python-version support and a missing model import are different issues." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Both mention DeepSeek-V4, but the titles indicate different likely defects (gating vs tensor transpose/cast), with no clear shared code-path." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Both are video processor math bugs, but one is timestamp calculation and the other is padding calculation; not enough to treat as the same bug." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application under model_init and flash_attention_3 training degeneration are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "GLM-5 RoPE implementation and a shell-allowlist bypass are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer/ReLU discussion and Gemma4AudioRelPositionalEncoding are unrelated." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma4 audio positional encoding and a CohereASR training-loss shift bug are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env CLI and lazy-loading failure are adjacent import-time concerns but not shown to be the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative: it treats 45850 as only a weak umbrella, and the accepted duplicate-like pairs are limited to clearly related checkpoint/loading regressions. The false soft-edge calls are appropriately cautious and do not overclaim same-bug identity from loose 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": 28, + "review_unit_index": 63, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "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:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43717", + "issue:43976", + "issue:44230", + "issue:44263", + "issue:44273", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46218", + "issue:47059", + "issue:47110", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:45230|issue:45310", + "issue:43976|issue:47177", + "issue:43298|issue:46095", + "issue:43519|issue:44485", + "issue:44485|issue:47177", + "issue:44273|issue:44908", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:43576|issue:46218", + "issue:41669|issue:43704", + "issue:44485|issue:45468", + "issue:45850|issue:47177", + "issue:45850|issue:47176", + "issue:44861|issue:47110", + "issue:43704|issue:44485", + "issue:42371|issue:43704", + "issue:43352|issue:47177", + "issue:43502|issue:43519", + "issue:43606|issue:45468", + "issue:42913|issue:43066", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:44861|issue:47059", + "issue:43704|issue:45341", + "issue:43352|issue:46218", + "issue:44351|issue:46218", + "issue:28348|issue:45250", + "issue:44861|issue:45290", + "issue:44908|issue:44998", + "issue:44998|issue:47177", + "issue:44998|issue:47176", + "issue:44492|issue:44998", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:43618|issue:44998", + "issue:31515|issue:38617", + "issue:44230|issue:45310", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018" + ], + "prepared_review_unit_hash": "c34ad4bcb300fbd5dd257159f20448c51ba592d49ea1863e232eba8448233bb0", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 45, + "serialized_chars": 40298, + "estimated_input_tokens": 10075, + "estimated_eval_tokens": 20406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and does not form a clean duplicate set. The only plausible duplicate pair is the tokenizer v5 regression reports: a broad symptom report and a more specific decoder-type bug. Everything else looks like a false positive based on broad thematic similarity only.", + "confidence": 0.63, + "canonical_issue_reason": "If a canonical issue must be chosen, issue:43066 is the best anchor because it states the concrete tokenizer-v5 bug ('wrong decoder type'), while issue:42913 is the broader symptom report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:43066 is the most specific and actionable issue in the cluster, and it best captures the underlying tokenizer-v5 regression described by the only credible duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "One title is a generic 'Bug report'; the other is a specific Qwen3.5 MoE from_pretrained failure. Too little evidence they are the same bug." + }, + { + "left": "issue:43976", + "right": "issue:47177", + "accept": false, + "reason": "Python-version compatibility and a shell/file-write security issue are unrelated." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching for audio models and DeepSeek-V4 weight conversion are different problems and code paths." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model-specific issues." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "RoPE implementation discussion is unrelated to shell command / zip-slip security bugs." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading behavior and inverse_sqrt scheduler kwargs are unrelated subsystems." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math and LR scheduler kwargs do not share the same code path." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion around forward inputs does not match a model-loading regression in Llama 3.2 Vision." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken 'transformers env' CLI and Qwen3_5 import failure are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup in models is not the same as a VRAM leak in Qwen3ForCausalLM." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are different model implementations." + }, + { + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "A broad 'since 5.0 breaks models' complaint is not the same as a command-substitution RCE vulnerability." + }, + { + "left": "issue:45850", + "right": "issue:47176", + "accept": false, + "reason": "General version-breakage report and shell allowlist bypass are unrelated issues." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "Different attribute/type errors in different code paths; no concrete duplicate evidence." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is not the same bug as GLM-5 RoPE implementation." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 behavior settings and Qwen3 VRAM leakage are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:47177", + "accept": false, + "reason": "Flash Attention support for NemotronHForCausalLM is unrelated to shell command injection/file-write vulnerabilities." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network requests and Qwen3VL timestamp calculation are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding are different bugs." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": true, + "reason": "Both are about tokenizer behavior changes in Transformers v5; 43066 looks like the concrete root-cause report behind the broader behavior regression in 42913." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "General v5 breakage report and Qwen3_5 import failure are too broad to be the same bug." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation in a processor and missing files on save_pretrained are different issues." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return values in a GLM-MoE indexer and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Tied-weight key handling and CLI test failures with huggingface_hub are unrelated." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "A Qwen3 VRAM leak and a small testing_utils typo are not the same underlying problem." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention support for NemotronHForCausalLM is unrelated to a Qwen3_5 import error." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "HybridCache import failure and Qwen3_5 module import failure are different missing-symbol issues." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but one is a GPT2LMHeadModel-specific support request while the other is a broad generic title with no concrete shared bug." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key crash and apply_chat_template crash are different failures in different paths." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling and an unrelated titled issue ('Unemployment') are not duplicates." + }, + { + "left": "issue:44998", + "right": "issue:47177", + "accept": false, + "reason": "No meaningful relation between the titles; this is a false positive." + }, + { + "left": "issue:44998", + "right": "issue:47176", + "accept": false, + "reason": "No evidence these are the same bug; one is unrelated placeholder content and the other is a security issue." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A typo in cache strategies and an unrelated issue are not duplicates." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 Qwen3-VL / Qwen3.5 support and missing processor.save_pretrained files are unrelated." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but one is GPT2 support and the other is NemotronH support; different models and fixes." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions assignment and an unrelated issue are not the same bug." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and an ImportError for layer_type_validation are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen3.5 wording, but one is FP8 inference support and the other is a from_pretrained failure; not the same concrete bug." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate() UnboundLocalError and slow checkpoint loading are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failed training and checkpoint loading speed are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "from_pretrained slowness and tensor-parallel training bug are different concerns." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading performance and forward-API documentation confusion are unrelated." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models and FP8 Qwen3-VL/Qwen3.5 support are different feature gaps." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights usage and RoFormer attention interface usage are unrelated implementation issues." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are different model bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: the cluster is indeed heterogeneous, and the tokenizer-v5 pair (42913/43066) is the only clearly related duplicate-like match. The soft-edge rejections are appropriately conservative and do not overclaim evidence. Canonical issue selection is also reasonable given the concrete wording in 43066 versus the broader symptom report in 42913." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 64, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-522", + "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": "ee899d91462d0ba11464334f7f9a2a081b9f9b936a35f23b09e98686ea6ed39a", + "component_budget": { + "node_count": 522, + "item_count": 522, + "soft_pair_count": 1924, + "serialized_chars": 997487, + "estimated_input_tokens": 249372, + "estimated_eval_tokens": 499000 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 10, + "serialized_chars": 6941, + "estimated_input_tokens": 1736, + "estimated_eval_tokens": 3728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster here: the issues touch unrelated areas (model normalization, Mask2Former loss handling, config typing, tokenizer warnings, quantization typo, RoFormer attention integration).", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue; the items are heterogeneous and do not describe the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: none of these issues is a clear representative for the others because they concern different components and code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Config type-hint typo vs tokenizer regex warning; different subsystems and different defects." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Both involve loss-related behavior, but one is Mask2Former ignore_value handling and the other is kwargs propagation; not the same bug." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs forwarding and RoFormer attention interface usage are unrelated code paths." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former loss argument usage vs tokenizer warning regression; unrelated issues." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Different model areas and different failures; not the same underlying change or bug." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former loss handling vs a quantization-operation typo; unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERT config typing issue vs quantization typo; different files and defects." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs plumbing and a config type hint mismatch are unrelated." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama norm implementation question vs ModernBERT config typing; no shared bug." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value behavior and ModernBERT norm_eps typing 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": 28, + "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": "078488c6efa849c9a360024648a5fe77d489c3caef4591f152c66039de2398f0", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three issues are unrelated feature requests: tokenizer truncation direction, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word boundary timestamps. No duplicate cluster is present.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 10519 is the most concrete and self-contained request, but it does not share the same underlying problem as the other issues, so there is no true canonical duplicate here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different domains and outcomes: truncation behavior vs Wav2Vec2 word timing offsets." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Tokenizer truncation option request is unrelated to a ReduceLROnPlateau-like scheduler feature." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Learning-rate scheduler functionality and audio word-boundary timestamps are unrelated requests." + } + ] + }, + "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": 28, + "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": "a0afafe40a49357cad3b01d133ee1d58b89e2e8ac435dc0fe7c730e9fe5980a3", + "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 look like duplicates. #16618 is a model-loading failure for bert-base-uncased, #15980 is about the error message when accessing a private model without login, and #13244 is about Tapas tokenization differing from TensorFlow code. The only loose overlap is that #15980 and #16618 both involve model loading, but they describe different failure modes and likely different fixes.", + "confidence": 0.89, + "canonical_issue_reason": "#16618 is the most concrete user-facing bug report in this set and the broadest model-loading failure, so it is the best representative if a single issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 has the clearest failure description and is the most substantial standalone bug among the three.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different subsystems and symptoms: tokenization mismatch versus model loading failure; no clear shared code-path bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both mention loading models, but one is an authentication/error-message problem for private models and the other is a generic inability to load bert-base-uncased; likely different root causes and fixes." + } + ] + }, + "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": 28, + "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": "6f983aa708d4fea6a10c57fbe3ccc00b0ddc8c0a3dbaee061ac0796b0ba1113b", + "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 different feature requests: one for Flash Attention 2 support and one for GGUF support. They share a generic \u201cmore architectures\u201d framing but not the same underlying change, so they should not be clustered together.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #26350 has substantially higher discussion activity and is the more established tracking thread, but it is not a duplicate of #33260.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #26350 is the strongest representative of its own feature area because it has much more activity and community traction.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different requested capabilities: Flash Attention 2 support vs GGUF support. The overlap is only in broad wording about architectures, not the 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": 5, + "component_count": 28, + "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-27088-10", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931", + "issue:47299" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:47299", + "issue:27088|issue:38435", + "issue:28936|issue:43834", + "issue:27088|issue:28936", + "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:47299", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:47299", + "issue:43834|issue:46226", + "issue:43834|issue:46931", + "issue:44365|issue:44370", + "issue:44365|issue:47299", + "issue:44365|issue:46226", + "issue:44365|issue:46931", + "issue:44370|issue:47299", + "issue:44370|issue:46226", + "issue:44370|issue:46931", + "issue:46222|issue:47299", + "issue:44370|issue:46222", + "issue:44365|issue:46222", + "issue:43834|issue:46222", + "issue:46222|issue:46226", + "issue:46226|issue:46931", + "issue:46226|issue:47299", + "issue:46931|issue:47299" + ], + "prepared_review_unit_hash": "17b7f8aa6d31ebb1d936c8e9ef243427226ae42ab2df88e800116e73f3f854a4", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 35, + "serialized_chars": 18656, + "estimated_input_tokens": 4664, + "estimated_eval_tokens": 9584 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 35, + "serialized_chars": 18656, + "estimated_input_tokens": 4664, + "estimated_eval_tokens": 9584 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only the placeholder i18n template issues look like true duplicates; the explicit language-specific translation requests and the Thai/gibberish titles are not the same underlying issue.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43834 is the earliest and cleanest representative of the only near-exact duplicate subcluster (43834/44365/44370), while the other items are different language requests or unrelated spammy titles.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the best cluster representative for triage because it matches the exact repeated template and predates the other near-identical copies.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different concrete request: Turkish vs a generic placeholder template, so not the same issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different concrete request: Turkish vs a generic placeholder template, so not the same issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish translation request is distinct from the generic template issue." + }, + { + "left": "issue:27088", + "right": "issue:47299", + "accept": false, + "reason": "Different titles and content; this looks like unrelated spam/translation text, not a duplicate." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different languages (Turkish vs Romanian), so these are separate translation tasks." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request is distinct from the generic placeholder template." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different languages (Turkish vs Spanish), so not the same issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish translation request is distinct from the generic placeholder template." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different languages (Spanish vs Romanian), so not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish translation request is distinct from the generic placeholder template." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request vs generic placeholder template; not the same underlying issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian translation request vs generic placeholder template; not the same underlying issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian translation request is distinct from the generic template issue." + }, + { + "left": "issue:38435", + "right": "issue:47299", + "accept": false, + "reason": "Different titles/content; this looks like unrelated spam/translation text, not a duplicate." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different concrete text and no clear same underlying task; too weak to treat as duplicates." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same placeholder i18n translation template; no meaningful distinction between them." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same placeholder i18n translation template; no meaningful distinction between them." + }, + { + "left": "issue:43834", + "right": "issue:47299", + "accept": false, + "reason": "Different titles/content; this is not the same template issue." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "The Thai title is different text and does not look like the same issue as the placeholder template." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Different title/content; not the same underlying issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Same placeholder i18n translation template; these are effectively duplicates." + }, + { + "left": "issue:44365", + "right": "issue:47299", + "accept": false, + "reason": "Different titles/content; not a duplicate." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "The Thai title is different text and does not look like the same issue as the placeholder template." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Different title/content; not the same underlying issue." + }, + { + "left": "issue:44370", + "right": "issue:47299", + "accept": false, + "reason": "Different titles/content; this is not the same template issue." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different concrete text and no clear same underlying task; too weak to merge." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Different title/content; not the same underlying issue." + }, + { + "left": "issue:46222", + "right": "issue:47299", + "accept": false, + "reason": "Both look like spammy/nonstandard titles, but the text is different and not clearly the same issue." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Generic translation template vs different Thai text; no concrete duplicate signal." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Generic translation template vs different Thai text; no concrete duplicate signal." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Generic translation template vs different Thai text; no concrete duplicate signal." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": false, + "reason": "Similar style, but the titles are different enough that they do not clearly describe the same issue." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Different Thai text and different apparent request; not clearly the same issue." + }, + { + "left": "issue:46226", + "right": "issue:47299", + "accept": false, + "reason": "Different title/content; not a duplicate." + }, + { + "left": "issue:46931", + "right": "issue:47299", + "accept": false, + "reason": "Different titles and no shared concrete problem; reject as duplicate." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: the three closed placeholder-template issues (43834/44365/44370) are the clearest duplicate set, and 43834 is the earliest of that subcluster. The rejections for the language-specific requests and the Thai/gibberish-titled items are conservative given only title-level evidence and soft_similarity signals. No soft-edge verdict overstates the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 28, + "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": "13cfd02cff4e60d6864d88f377096d02a25ac2b3151b2c5d23bd72f5acf116bf", + "component_budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28611, + "estimated_input_tokens": 7153, + "estimated_eval_tokens": 14562 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28611, + "estimated_input_tokens": 7153, + "estimated_eval_tokens": 14562 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly thematic similarities around model additions/support requests, but they are not duplicates of the same underlying change. I would not merge any soft pair.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical duplicate exists here: each issue targets a different model or feature request, so they should stay separate.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue is needed, #36879 is the most central closed model-add request, but it is still not interchangeable with the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "RoMa keypoint matcher vs LoMa detector+matcher are different requests." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Keypoint matcher vs MiniCPM3 architecture; unrelated model targets." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config request vs DEIMv2 model request; different additions." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config vs Qwen3-TTS support; different model families." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert vs RF-DETR; both are model adds, but not the same model." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert config vs XiaoMi MiMo; distinct requests." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR model vs DEIMv2 model; different concrete additions." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR vision model vs LFM2.5 Audio; different modalities." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR detector vs weight-sparse transformer; unrelated code paths." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR model vs Qwen3-ASR support; different tasks." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR vision model vs Qwen3-TTS support; unrelated requests." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT vs Qwen3-ASR; different model families and features." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT vs circuitgpt transformer; distinct architectures." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT vs LFM2.5 Audio; different modalities and support work." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR vs NeoBERT; separate model-add requests." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT vs ModernVBERT models; different model requests." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture vs Qwen3-ASR support; different models/tasks." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 vs circuit-sparsity transformer; unrelated additions." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 vs ModernVBERT; different model families." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture vs Voxtral TTS support; different code paths." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 vs Qwen3-TTS; different model additions." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT vs Qwen3-ASR; distinct model support." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT vs Qwen3-TTS; not the same underlying change." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT vs XiaoMi MiMo; separate model requests." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE models vs Voxtral TTS; different model families." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT vs BERT-like RoPE models; related theme, but not duplicate." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "BERT-like RoPE models vs XiaoMi MiMo; different requests." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like RoPE models vs unrelated person-named issue; not duplicate." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "XiaoMi MiMo vs SAM3-LiteText; different model additions." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "MiMo vs Qwen3-TTS; distinct model support." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "MiMo vs DeepSeek-OCR2; different model requests." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "MiMo vs unrelated personal-named issue; not same change." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS vs Qwen3-ASR; same prefix, but different tasks." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS vs Voxtral TTS; both speech-related, but different models." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS vs DeepSeek-OCR2; unrelated modalities." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS vs weight-sparse transformer; different code paths." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR vs LFM2.5 Audio; both audio-related, but not same model." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR vs EUPE; unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR vs circuitgpt transformer; different underlying change." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio vs SAM3-LiteText; distinct additions." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "Audio model request vs Granite SWA+sink option; different feature areas." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer vs EUPE; different architectures and requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR vs Voxtral TTS; different speech-model support." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT vs Voxtral TTS; unrelated model domains." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR vs DeepSeek-OCR2; different model families." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE vs TIPSv2; distinct vision-language model requests." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT vs unrelated personal-named issue; not a duplicate." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS vs unrelated personal-named issue; no overlap in change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 28, + "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": "0eb1ed4dda91bd4d223a10b908bfafda339730f8463eb9e0f028d1d35dd53382", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1504, + "estimated_input_tokens": 376, + "estimated_eval_tokens": 1008 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1504, + "estimated_input_tokens": 376, + "estimated_eval_tokens": 1008 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a docs request about adding Pruna as an optimization framework, while the other is a Vision RoPE refactor. This is not a duplicate cluster.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #46443 is the more technical and actionable item; #38740 is a documentation request and not the same underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46443 is the best representative of the cluster only by specificity, but the items are not actually related.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and outcomes: documentation addition for Pruna vs Vision RoPE refactor. No shared code-path or duplicate problem." + } + ] + }, + "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": 28, + "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": "9b08fc711053a1bf7600873f22f2820fc96467455426f8aa0df45549f976f62a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues do not describe the same underlying bug or change: one asks for block decoding support, while the other requests DeepSeek v3.2 model support. The soft similarity is superficial only.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43037 is the more concrete, self-contained request; issue 41084 is a separate low-level feature request rather than the same problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different scopes and likely different fixes: block decoding support is an inference/runtime feature, while DeepSeek v3.2 support is model compatibility. They do not look like duplicates." + } + ] + }, + "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": 28, + "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": "b5e577dfe5f94eb9e292043cb296d142095177627b217aa270b8b5659b226c8a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one asks for a `from_pretrained()` flag related to TiledFusedLogitsLoss / FLCE, while the other requests integrating TiledMLP for memory reduction. They share only a broad \"tiled\"/memory-efficiency theme, not the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "No clear duplicate exists in this pair. If forced to pick a representative issue, #41826 is the broader feature request, but it is not the same problem as #41306.", + "canonical_pr_reason": null, + "best_issue_reason": "#41826 is the better standalone issue to keep as the broader, more generic feature request about reducing memory footprint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different requested changes affecting different components: FLCE/`from_pretrained()` flag vs. TiledMLP integration. Similar subsystem and memory-related motivation are too broad to treat as the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 28, + "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": "9903c6cd5b0dcf07b60abb0784b459349f0967480893877bf02fb8792227554e", + "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": "The two issues are loosely related by Trainer customizability, but they describe different problems: one is about `remove_unused_columns`, the other about FLOPS estimation for custom trainers. They should not be merged as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "Issue #43598 is the broader, more general Trainer customizability topic, so it is the better representative issue for this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 best captures the umbrella area (Trainer behavior and customizability); #43600 is a narrower follow-up concern about FLOPS accounting for custom trainers.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They mention related Trainer customization concerns, but the underlying bugs are different: `remove_unused_column` handling versus FLOPS estimation for custom trainers." + } + ] + }, + "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": 28, + "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": "937b533af48c894bfba0a1fb438fb9409bf8fc6bc8b249c44baffea6f056f67c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are both about Qwen model support, but they target different model families and different auto classes, so they are not duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43684 is the broader request and better canonical candidate for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration; the other issue is a separate, narrower Qwen3.5 sequence-classification request.", + "canonical_pr_reason": null, + "best_issue_reason": "43684 is the best representative issue because it captures a broader missing-registration gap in the auto model mapping, while 44405 is a distinct task for a different config/class combination.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Not the same underlying change: 43684 asks for Qwen3-Omni registration in AutoModel and AutoModelForConditionalGeneration, while 44405 asks for AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). Different model variants and different auto-model paths." + } + ] + }, + "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": 28, + "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": "5a4301f6abcc153444e6a81abebe1f68df407015669e756c51d60d4424dd57ec", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster appears to contain one separate issue ('Fett') and three closely related 'huggingface ' issues. The huggingface items are similar enough to group for triage, but the available metadata does not justify calling them definite duplicates; the evidence is limited to title similarity, body length, and close timestamps.", + "confidence": 0.69, + "canonical_issue_reason": "issue:43845 is the best representative of the similar 'huggingface ' group because it is one of the earliest of the three near-identical titles. issue:43835 ('Fett') is separate and should not be used as the canonical representative.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the most suitable global representative for the huggingface cluster: it matches the other two huggingface issues by title and timing, while issue:43835 looks unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no shared body content, targets, or filenames; the metadata does not support the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no concrete evidence of a shared bug report; these look separate." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no explicit linkage or shared technical evidence; treat as unrelated." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Same title and close timestamps make them similar, but the packet lacks body text/targets and deterministic_accept is false, so this is not enough to confirm a duplicate." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Highly similar title and timing suggest related reports, but the available evidence is too thin to merge as the same issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same title and similar metadata indicate possible relation, but not enough evidence to conclude they are the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but the soft-edge verdicts are too strong for the available evidence. The packet only shows identical titles, similar body lengths, and close timestamps; it does not confirm duplicate reports, and all pairwise deterministic_accept values are false. The conservative conclusion would be that the three 'huggingface ' issues are similar/possibly related, while 'Fett' is separate, not that the three are definitively duplicates." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 28, + "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": "adcf913e9c11dd7e2d3e1c3809dbaf9cdfb9cd890ac9b0ae4f87021dee31b360", + "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 mostly spam or generic placeholder issues with almost no body content, so there is no strong evidence of true duplicates or a meaningful canonical thread.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue is defensible here: the items are dominated by generic/spam-like titles and lack enough body detail to establish a shared underlying bug or request.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47036 is the most substantive title ('Community benchmark tip'), but it is still too vague to serve as a reliable duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are just '' with no body detail; identical placeholder titles are not enough to prove the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are just '' with no body detail; this looks like generic spam rather than a shared bug report." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "'' and 'Documentation Enhancement Suggestion' are too vague and do not clearly describe the same problem or change." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "A spam placeholder and 'Community benchmark tip' do not describe the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and 'Check out \"Google LLC\"' are unrelated generic/spam-like submissions." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A generic documentation suggestion is not the same as a spam placeholder issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "A generic documentation suggestion is not the same as a spam placeholder issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Identical '' titles are still too underspecified to confirm a shared underlying bug or request." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "A spam placeholder and 'Community benchmark tip' do not appear to be the same issue." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and 'Check out \"Google LLC\"' are unrelated generic submissions." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "A spam placeholder and 'Community benchmark tip' do not appear to be the same issue." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and 'Check out \"Google LLC\"' are unrelated generic submissions." + } + ] + }, + "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": 28, + "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": "3b01a4236d91f3b8a0807c7db63244ebf92afe8c08c672299f9966bb4c78eb2e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are likely duplicates, but the evidence is soft rather than exact: they share the same title and very similar metadata, with only a soft-similarity signal and no direct content diff. #45145 is the better canonical target because it is older and already has an inbound reference.", + "confidence": 0.84, + "canonical_issue_reason": "#45145 is older and already has an inbound reference, so it is the better duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest issue candidate overall because it appears to be the earlier thread and has slightly more evidence of being the original report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title and strong soft-similarity make these look like the same underlying issue report, but the evidence is not exact and should be treated as a likely duplicate rather than a confirmed one." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical-target choice (#45145) is grounded: it is older and has an inbound reference. However, the duplicate verdict is too strong for the packet. The evidence only shows same title, similar body length, and a soft-similarity signal; `deterministic_accept` is false and there is no direct content comparison. The summary\u2019s claim of an \"exact duplicate\" and \"no differing metadata or content signals\" overstates what the packet supports." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 28, + "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": 28, + "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": "bf0fc50a4aac932ddddef4cbf3a2e53b22d40e2f8bbb32a1c39e08b39b04ab0f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are unrelated personal-name/date titles with no body, links, or shared signals suggesting the same underlying problem; treat them as separate items, not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different named subjects and different dates; with no descriptions, links, or shared targets, there is no evidence they report 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": 17, + "component_count": 28, + "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": "51fdf87a78e8f7d05e8c6a14f294bfa28aaf73bfa9e15233f6acb1760f66b4de", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues do not appear to describe the same problem; they look like unrelated entries with only weak title similarity.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45764 is only marginally better as a representative because it is slightly earlier and its title is cleaner, but there is no strong basis to treat either issue as canonical for a duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Reject: the titles are different personal-name/date strings and there is no body, linked target, or other evidence of the same underlying bug/request." + } + ] + }, + "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": 28, + "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": "75b3d73ac9f91acc41025823f0fd5bd464c5aa8798c7616b6abc888bf8bd65e4", + "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 unrelated feature requests: one asks for a new Qwen3_5 token-classification/value-model class, while the other requests FP8 training support. They do not describe the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must be picked as the representative item, #45810 is the more concrete, narrowly scoped feature request; however, this is not a duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different feature areas and different code paths: adding a model head/class versus enabling FP8 training support. No evidence they are the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 28, + "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": "36636c2d6880be8cf6694fd6132ead3345894bf404b4d45fbe24c43445e94cec", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is not one single duplicate set: it contains two exact duplicate issue pairs about different DataForge financial-time-series requests, plus a separate dataset promotion issue. Only the exact title/body matches should be merged.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45870 is the best single representative if one issue must be kept: it is an exact duplicate pair lead, has discussion activity, and is the clearest standalone request in the cluster. However, the cluster overall splits into multiple topics.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the strongest global keep candidate because it is an exact duplicate twin with visible discussion and is more representative than the promotional dataset item; 45872 is a separate duplicate pair, not the same request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different topics: dataset advertisement vs. an example request about financial time series prediction." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different topics: dataset advertisement vs. an example request about financial time series prediction." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact duplicate title and matching body length; these look like the same issue reported twice." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Related financial-data theme, but one is an example prediction request and the other is a DataForge scraping-service request; not the same issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Related financial-data theme, but one is an example prediction request and the other is a DataForge scraping-service request; not the same issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Related financial-data theme, but they describe different requested examples/features." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Related financial-data theme, but they describe different requested examples/features." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact duplicate title and matching body length; these look like the same issue reported twice." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: 45870/45871 and 45872/45873 are exact title/body-length matches, while 45869 is clearly a different dataset-promo topic. The soft-edge verdicts stay conservative, and the cluster is correctly described as multiple separate topics rather than one unified duplicate set." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 28, + "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": "338f183903638864469b4fa25136e30caccc7cbace5138c05975b0a34cfaf117", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues involve static cache handling around linear attention, but they describe different failure modes: one is an `early_initialization` shape corruption leading to `RuntimeError`, the other is a Qwen3.5 `KeyError` for `linear_attention`. I would not merge them as the same underlying bug based on the available evidence.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it names the likely root area (`early_initialization` + linear-attention shape corruption) in a model-agnostic way, making it a more general representative of the static-cache bug class.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the strongest representative of the cluster: it is specific about the broken code path and the observed corruption/error, which makes it more useful as the central tracking issue than the more model-specific KeyError report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Shared static-cache/linear-attention context is not enough to treat these as duplicates; one reports shape corruption in early initialization, the other a missing `linear_attention` key on Qwen3.5. They could be related, but the failure modes and likely fixes are not clearly the same." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 28, + "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": "37513d429ccc34701da068357425bde087fb9cc88fb9d0e6e65d7cc77d4af982", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are a near-exact duplicate pair: identical title and body length, describing the same Wav2Vec2CTCTokenizer v5 special-token leakage bug. #46552 is the better canonical issue because it is open and has more inbound references, but the evidence supports \"likely duplicate\" rather than a proven exact duplicate.", + "confidence": 0.97, + "canonical_issue_reason": "#46552 is open and has more inbound references, so it is the best canonical tracker for this likely duplicate issue report.", + "canonical_pr_reason": null, + "best_issue_reason": "#46552 is the best issue to keep as the primary tracker because it is active, already referenced, and appears to describe the same tokenizer regression as #46551.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Near-exact duplicate: same title and same body length, and both report the same Wav2Vec2CTCTokenizer v5 bug. The available evidence is soft_similarity only, so this is best treated as highly likely duplicate rather than conclusively identical." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical choice for #46552 is grounded (open, more inbound references), but the duplication claim is a bit too strong for the evidence shown. The packet supports very high similarity and identical titles/body lengths, yet it does not directly prove the bodies are identical; the available pair evidence is only soft_similarity. Please phrase this as a likely or near-exact duplicate rather than an exact duplicate." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 28, + "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": "c8989b814d121006cf0ddd37a47d947289a124d0880424c4b8d0211cf1891bce", + "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 describe different training failures: one is a tensor size mismatch during object detection training, the other is out-of-memory after several epochs on RT-DETR v2. They do not look like the same underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": "issue #46657 is the more concrete tensor-shape failure, while #46692 is a separate memory-pressure problem; they should not be merged as duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "#46657 is the better representative only because it is a specific, actionable bug report; #46692 is unrelated enough that it should remain separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different failure modes: tensor size mismatch vs out-of-memory after epochs. They may occur in training, but not the same code-path bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 28, + "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": "0083a49f1eec2a1944cfbaee34bc1db22ea3706dc800ab191b263f425d17719b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are only loosely similar at a high level (model loading / dispatch), but they describe different failure modes and should not be treated as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #46823 is the cleaner representative: it has a concrete repro path, explicit parameters, and is already closed/triaged. Issue #46822 is a separate ZeRO-3 partitioning bug with a different code path.", + "canonical_pr_reason": null, + "best_issue_reason": "#46823 is the better standalone issue to anchor the cluster because it is more specific and actionable, but it should not be used as a duplicate target for #46822.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different bugs: #46822 is about ZeRO-3 zero.Init failing to partition a composite submodule and causing OOM, while #46823 is about 4-bit device_map/max_memory dispatch incorrectly sending modules to CPU and raising ValueError." + } + ] + }, + "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": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46906-11", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998", + "issue:47037", + "issue:47049", + "issue:47053", + "issue:47091", + "issue:47102" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46906|issue:47037", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:46940|issue:46998", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46948|issue:46998", + "issue:46969|issue:46985", + "issue:46969|issue:47037", + "issue:46969|issue:47091", + "issue:46985|issue:47037", + "issue:46985|issue:47049", + "issue:46998|issue:47053", + "issue:46998|issue:47037", + "issue:46998|issue:47049", + "issue:46985|issue:46998", + "issue:46998|issue:47091", + "issue:47037|issue:47049", + "issue:47037|issue:47091", + "issue:47037|issue:47053", + "issue:47049|issue:47053", + "issue:47049|issue:47091", + "issue:47053|issue:47091", + "issue:47053|issue:47102", + "issue:47091|issue:47102", + "issue:46985|issue:47091", + "issue:47037|issue:47102", + "issue:46985|issue:47102", + "issue:47049|issue:47102" + ], + "prepared_review_unit_hash": "b90e3d8ad09b1c9db04aada5682e57585d2ca01c702f722efbea4019b5df5dec", + "component_budget": { + "node_count": 11, + "item_count": 11, + "soft_pair_count": 34, + "serialized_chars": 18422, + "estimated_input_tokens": 4606, + "estimated_eval_tokens": 9468 + }, + "budget": { + "node_count": 11, + "item_count": 11, + "soft_pair_count": 34, + "serialized_chars": 18422, + "estimated_input_tokens": 4606, + "estimated_eval_tokens": 9468 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are date-stamped Serge integration-failure triage issues, not evidence of one recurring bug; the similarity is mostly template-driven. I would keep them separate and use one high-activity triage issue as the representative node.", + "confidence": 0.98, + "canonical_issue_reason": "issue:47037 has the strongest discussion activity in the set and is a good representative of the repeated triage-thread pattern.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47037 is the most suitable cluster representative because it is the most actively discussed of the nearly identical daily triage issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Different dated triage reports; high textual similarity comes from the shared template, not the same underlying bug." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Same triage-series wording, but these are separate day-specific reports." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Template match only; no evidence they track the same concrete failure." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "These are distinct daily integration triage issues, not duplicates of one bug." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "Same series and subsystem, but different dates and likely different failure snapshots." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Repeated triage template; not enough to collapse into one underlying issue." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Separate daily triage entries rather than the same bug report." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "Highly similar wording, but each issue is a different dated triage run." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "No concrete shared failure is shown beyond the common triage label." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "These are distinct date-based integration triage issues." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "Similarity is due to the repeated triage format, not the same bug." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "Different daily reports; insufficient evidence of one merged fix target." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Separate triage issues for adjacent days, not the same underlying problem." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Shared series name only; the underlying integration failures are not established as identical." + }, + { + "left": "issue:46969", + "right": "issue:47091", + "accept": false, + "reason": "These appear to be distinct daily triage threads, not duplicates." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Same template and subsystem, but different triage dates imply separate reports." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "No evidence these are the same concrete failure, only that both are Serge integration triage issues." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "Different dated triage issues; similarity is generic rather than bug-specific." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "Repeated triage thread, not a single deduplicable bug report." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "These are separate daily reports with the same title pattern, not the same issue." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "High overlap from the template, but no concrete shared failure is shown." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "Different dates and likely different snapshots of integration failures." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "These are separate triage artifacts, not one underlying bug." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "Same broad category only; not enough to merge as duplicates." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Adjacent daily triage entries, but not the same concrete failure." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "Common Serge triage wording does not establish a duplicate." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "These look like separate day-specific integration triage reports." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "Different dated triage issues with no evidence of the same underlying bug." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Same triage series, but each issue corresponds to a different day." + }, + { + "left": "issue:47049", + "right": "issue:47091", + "accept": false, + "reason": "No concrete bug identity shared beyond the recurring template." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "These are separate integration-failure triage reports, not duplicates." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "Similar titles only; different dates and likely different incidents." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "Template similarity does not mean the same underlying bug." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "Distinct daily triage threads; not safe to merge 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": 25, + "component_count": 28, + "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": "f123f864b6c37b8e2c13744fbfbc6aeb7d3c42a5819699038708554d8f7b6d40", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closed issues with the same title and highly similar content both request RWKV7 model support; they are duplicates of the same feature request.", + "confidence": 0.98, + "canonical_issue_reason": "issue:46983 is the better canonical issue because it was opened first and the pair appears to describe the same requested feature with no distinguishing details.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46983 is the best representative issue for the cluster for the same reason: earliest report, same title, same apparent request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title, very high textual similarity, and both request RWKV7 model support; they look like duplicate reports of the same underlying feature request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both issues share the same title, were opened close together, and have a soft-similarity signal with high Jaccard overlap. The duplicate/representative assessment is conservative, and the soft-edge accept is supported by the evidence available." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 26, + "component_count": 28, + "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": "5071edf374bd464ec26aa535544e7144aa95dc795b6bfa3f2098d0c92add7bb1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1625, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1625, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are closed issue posts about AI/ML and cybersecurity, but they describe different topics rather than the same underlying bug or request. The similarity is thematic, not duplicative.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "The titles are broadly related, but one is about lessons from using advanced LLMs for vulnerability discovery and the other is about a novel transformer-based cybersecurity discovery system; that is topical overlap, not the same actionable issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 27, + "component_count": 28, + "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-47120-7", + "nodes": [ + "issue:47120", + "issue:47182", + "issue:47227", + "issue:47256", + "issue:47265", + "issue:47279", + "issue:47309" + ], + "soft_pairs": [ + "issue:47120|issue:47182", + "issue:47120|issue:47309", + "issue:47120|issue:47256", + "issue:47120|issue:47279", + "issue:47120|issue:47265", + "issue:47182|issue:47309", + "issue:47182|issue:47256", + "issue:47182|issue:47265", + "issue:47182|issue:47279", + "issue:47227|issue:47256", + "issue:47227|issue:47309", + "issue:47227|issue:47279", + "issue:47182|issue:47227", + "issue:47227|issue:47265", + "issue:47256|issue:47309", + "issue:47256|issue:47265", + "issue:47256|issue:47279", + "issue:47265|issue:47279", + "issue:47265|issue:47309", + "issue:47279|issue:47309" + ], + "prepared_review_unit_hash": "97fbbb99aa4652a7215cd75b7572d3e3fc28bae19816b2035866a32abc2ba6ca", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 20, + "serialized_chars": 11162, + "estimated_input_tokens": 2791, + "estimated_eval_tokens": 5838 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 20, + "serialized_chars": 11162, + "estimated_input_tokens": 2791, + "estimated_eval_tokens": 5838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are recurring dated triage issues for the same serge integration-failure workflow, but each one is a separate daily report rather than a duplicate of the same underlying bug. The title pattern and timestamps indicate a series, not one issue to consolidate.", + "confidence": 0.96, + "canonical_issue_reason": "issue:47120 is the earliest entry and has the highest inbound references, so it is the best representative if one must be chosen for the series.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47120 is the strongest standalone representative because it is earliest, most referenced, and appears to establish the recurring triage pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47120", + "right": "issue:47182", + "accept": false, + "reason": "Same template and subsystem, but different dated triage reports; these are separate daily issues, not the same bug." + }, + { + "left": "issue:47120", + "right": "issue:47256", + "accept": false, + "reason": "Different day in the recurring triage series; similarity is due to shared wording, not identical underlying problem." + }, + { + "left": "issue:47120", + "right": "issue:47279", + "accept": false, + "reason": "This is another daily serge triage issue, not a duplicate of the 2026-07-07 report." + }, + { + "left": "issue:47120", + "right": "issue:47265", + "accept": false, + "reason": "Both are recurring integration-failure triage tickets, but they correspond to different dates and separate reports." + }, + { + "left": "issue:47120", + "right": "issue:47309", + "accept": false, + "reason": "Different dated triage issue; the overlap is only the shared reporting format." + }, + { + "left": "issue:47182", + "right": "issue:47309", + "accept": false, + "reason": "Same triage series, but not the same concrete issue; each daily ticket stands on its own." + }, + { + "left": "issue:47182", + "right": "issue:47256", + "accept": false, + "reason": "These are consecutive daily triage notes, not duplicates describing one fixed bug." + }, + { + "left": "issue:47182", + "right": "issue:47265", + "accept": false, + "reason": "Shared wording and subsystem, but distinct daily integration-failure reports." + }, + { + "left": "issue:47182", + "right": "issue:47279", + "accept": false, + "reason": "Separate dated triage entry, so not mergeable as duplicates." + }, + { + "left": "issue:47227", + "right": "issue:47256", + "accept": false, + "reason": "Both are daily triage issues for the same area, but each reflects a different date and report." + }, + { + "left": "issue:47227", + "right": "issue:47309", + "accept": false, + "reason": "Open/closed status aside, these are distinct daily triage tickets rather than one underlying bug." + }, + { + "left": "issue:47227", + "right": "issue:47279", + "accept": false, + "reason": "Similar title only; different day, different triage instance." + }, + { + "left": "issue:47182", + "right": "issue:47227", + "accept": false, + "reason": "High text similarity comes from the repeated triage template, not a shared unique failure." + }, + { + "left": "issue:47227", + "right": "issue:47265", + "accept": false, + "reason": "Different dated reports in the same triage series, so they should not be deduplicated." + }, + { + "left": "issue:47256", + "right": "issue:47309", + "accept": false, + "reason": "Same reporting pattern, but separate daily issues with different timestamps." + }, + { + "left": "issue:47256", + "right": "issue:47265", + "accept": false, + "reason": "These are adjacent daily triage tickets, not the same underlying defect." + }, + { + "left": "issue:47256", + "right": "issue:47279", + "accept": false, + "reason": "Different date in the recurring serge integration triage stream." + }, + { + "left": "issue:47265", + "right": "issue:47279", + "accept": false, + "reason": "Same series, but no evidence they describe one identical bug or change." + }, + { + "left": "issue:47265", + "right": "issue:47309", + "accept": false, + "reason": "Distinct daily triage issue; title similarity is expected and not enough for duplicate merge." + }, + { + "left": "issue:47279", + "right": "issue:47309", + "accept": false, + "reason": "Different dated triage reports; do not collapse the series into one issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 28, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47138-2", + "nodes": [ + "issue:47138", + "issue:47139" + ], + "soft_pairs": [ + "issue:47138|issue:47139" + ], + "prepared_review_unit_hash": "df43c3c70e641fa4b5476ce4c76a0a6773424ebe073ceac90fc02afd53150b02", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1591, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1591, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two open issues are effectively identical duplicate reports about chat routes management endpoints being prefixed under /v1 when the base_url already includes /v1.", + "confidence": 0.99, + "canonical_issue_reason": "issue:47138 is the better canonical issue because it appears first and has the same title/body as the other report, making it the natural duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47138 is the best issue representative since it is the earliest submitted of the two identical issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47138", + "right": "issue:47139", + "accept": true, + "reason": "Exact same title and highly similar report content indicate the same underlying bug; this is a clear duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet: the issues have identical titles, equal body lengths, and a soft-similarity score of 1.0, so treating them as duplicates is conservative. The choice of issue:47138 as canonical/best representative is also supported by its earlier timestamp." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 4, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-77", + "nodes": [ + "pull_request:43251", + "pull_request:43254", + "pull_request:44517", + "pull_request:44775", + "pull_request:46196", + "pull_request:46266", + "pull_request:46376", + "pull_request:46395", + "pull_request:46836", + "pull_request:46903", + "pull_request:46912", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46974", + "pull_request:46990", + "pull_request:46995", + "pull_request:47003", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47090", + "pull_request:47093", + "pull_request:47108", + "pull_request:47158", + "pull_request:47163", + "pull_request:47166", + "pull_request:47173", + "pull_request:47179", + "pull_request:47181", + "pull_request:47184", + "pull_request:47202", + "pull_request:47204", + "pull_request:47210", + "pull_request:47212", + "pull_request:47216", + "pull_request:47243", + "pull_request:47253", + "pull_request:47268", + "pull_request:47275", + "pull_request:47284", + "pull_request:47292", + "pull_request:47295", + "pull_request:47301", + "pull_request:47302", + "pull_request:47304", + "pull_request:47305", + "pull_request:47308" + ], + "soft_pairs": [ + "pull_request:47158|pull_request:47308", + "pull_request:43251|pull_request:43254", + "pull_request:46903|pull_request:47090", + "pull_request:46903|pull_request:46958", + "pull_request:46958|pull_request:46974", + "pull_request:47268|pull_request:47284", + "pull_request:46954|pull_request:46958", + "pull_request:47173|pull_request:47284", + "pull_request:47202|pull_request:47204", + "pull_request:47284|pull_request:47292", + "pull_request:47108|pull_request:47202", + "pull_request:46376|pull_request:47308", + "pull_request:47204|pull_request:47243", + "pull_request:47077|pull_request:47078", + "pull_request:46266|pull_request:46957", + "pull_request:47077|pull_request:47212", + "pull_request:47173|pull_request:47184", + "pull_request:44775|pull_request:47305", + "pull_request:46376|pull_request:47202", + "pull_request:47166|pull_request:47173", + "pull_request:47077|pull_request:47275", + "pull_request:44517|pull_request:47082", + "pull_request:46990|pull_request:47253", + "pull_request:44775|pull_request:47275", + "pull_request:47275|pull_request:47305", + "pull_request:47275|pull_request:47301", + "pull_request:47216|pull_request:47275", + "pull_request:46196|pull_request:47202", + "pull_request:46912|pull_request:47179", + "pull_request:46836|pull_request:47202", + "pull_request:47163|pull_request:47284", + "pull_request:46912|pull_request:47284", + "pull_request:47003|pull_request:47204", + "pull_request:46395|pull_request:47181", + "pull_request:47093|pull_request:47275", + "pull_request:46196|pull_request:47210", + "pull_request:46995|pull_request:47163", + "pull_request:47163|pull_request:47173", + "pull_request:44775|pull_request:47301", + "pull_request:46196|pull_request:46995", + "pull_request:47204|pull_request:47295", + "pull_request:47302|pull_request:47304", + "pull_request:47077|pull_request:47305", + "pull_request:47077|pull_request:47301", + "pull_request:44775|pull_request:47077", + "pull_request:46376|pull_request:46995", + "pull_request:46995|pull_request:47181" + ], + "prepared_review_unit_hash": "1912db690a2f657bf66c64606a6ddc075ad05d3aed754b7c9527c932aec31fbd", + "component_budget": { + "node_count": 77, + "item_count": 77, + "soft_pair_count": 221, + "serialized_chars": 268109, + "estimated_input_tokens": 67028, + "estimated_eval_tokens": 134312 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 47, + "serialized_chars": 125792, + "estimated_input_tokens": 31448, + "estimated_eval_tokens": 63152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated PRs. 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"accept": false, + "reason": "Different documentation topics with no shared underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 34, + "review_unit_index": 2, + "review_unit_count": 4, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-77", + "nodes": [ + "pull_request:43451", + "pull_request:44517", + "pull_request:44775", + "pull_request:46196", + "pull_request:46266", + "pull_request:46267", + "pull_request:46376", + "pull_request:46395", + "pull_request:46836", + "pull_request:46895", + "pull_request:46912", + "pull_request:46957", + "pull_request:46990", + "pull_request:46995", + "pull_request:47003", + "pull_request:47069", + "pull_request:47077", + 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"pull_request:47108|pull_request:47302", + "pull_request:47082|pull_request:47301", + "pull_request:46376|pull_request:47218", + "pull_request:47210|pull_request:47304", + "pull_request:46836|pull_request:47218", + "pull_request:46957|pull_request:47216", + "pull_request:47082|pull_request:47181", + "pull_request:47173|pull_request:47311", + "pull_request:47108|pull_request:47216", + "pull_request:46912|pull_request:47078", + "pull_request:43451|pull_request:46990", + "pull_request:46836|pull_request:47178", + "pull_request:47179|pull_request:47301", + "pull_request:47113|pull_request:47204", + "pull_request:47163|pull_request:47308", + "pull_request:47218|pull_request:47304", + "pull_request:47218|pull_request:47311", + "pull_request:47163|pull_request:47218", + "pull_request:46266|pull_request:46376", + "pull_request:47216|pull_request:47302", + "pull_request:47302|pull_request:47308", + "pull_request:47210|pull_request:47305", + "pull_request:47243|pull_request:47253", + 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No soft edge looks like a true duplicate pair.", + "confidence": 0.97, + "canonical_issue_reason": "No issue artifacts are present in this cluster.", + "canonical_pr_reason": "PR 46895 is the clearest narrow bug fix with an explicit issue target; the rest are unrelated feature, docs, test, or infra changes.", + "best_issue_reason": null, + "best_pr_reason": "PR 46895 is the most concrete and well-scoped PR in the set, so it is the best single representative even though the cluster is not a duplicate group.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46267", + "right": "pull_request:47181", + "accept": false, + "reason": "Chat parsing refactor vs new Cosmos3 Edge model support; unrelated changes." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47181", + "accept": false, + "reason": "OpenPangu-V2 model addition vs Cosmos3 Edge model addition; different models and code paths." + }, + { + "left": "pull_request:44517", + "right": "pull_request:46376", + "accept": false, + "reason": "Qwen3-TTS model implementation vs continuous batching multimodal support; different features." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47275", + "accept": false, + "reason": "Unlimited OCR model support vs EfficientViTSam model support; unrelated model additions." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47292", + "accept": false, + "reason": "Quantization test updates vs XPU test expectations; separate test suites and issues." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47301", + "accept": false, + "reason": "DINO modernization/export mapping work vs assisted decoding MTP docs; unrelated." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47181", + "accept": false, + "reason": "Docs-only N-D parallelism update vs model support for Cosmos3 Edge; unrelated." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47143", + "accept": false, + "reason": "MLU availability helper vs NeuCodec model addition; unrelated code paths." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47143", + "accept": false, + "reason": "Two separate model additions with different architectures." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47163", + "accept": false, + "reason": "Model addition vs paged-attention XPU tests; unrelated." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47291", + "accept": false, + "reason": "Continuous batching multimodal support vs deprecating CB config; related area but not the same change." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47216", + "accept": false, + "reason": "DINO modernization vs compressed-tensors fp8 exporter/docs; different subsystems." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47301", + "accept": false, + "reason": "Doc-builder pin comment cleanup vs MTP docs; unrelated." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47108", + "accept": false, + "reason": "RoMa model support vs doc-builder workflow comment; unrelated." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47308", + "accept": false, + "reason": "num_labels None typing fix vs continuous batching warning wording; unrelated." + }, + { + "left": "pull_request:47179", + "right": "pull_request:47210", + "accept": false, + "reason": "Granite-SWA model support vs packed SDPA varlen attention; different changes." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47179", + "accept": false, + "reason": "SDPA dispatch for wav2vec2-family models vs Granite-SWA model support; unrelated." + }, + { + "left": "pull_request:47078", + "right": "pull_request:47275", + "accept": false, + "reason": "Japanese docs wording vs EfficientViTSam model support; unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:46990", + "accept": false, + "reason": "RoPE test updates vs FSDP orchestration work; separate infra/test changes." + }, + { + "left": "pull_request:46990", + "right": "pull_request:47181", + "accept": false, + "reason": "FSDP orchestration vs Cosmos3 Edge model support; unrelated." + }, + { + "left": "pull_request:47275", + "right": "pull_request:47302", + "accept": false, + "reason": "EfficientViTSam model support vs tokenizer fallback docs; unrelated." + }, + { + "left": "pull_request:46395", + "right": "pull_request:47311", + "accept": false, + "reason": "Param2MoE model support vs Gemma4 expectation tweaks; unrelated." + }, + { + "left": "pull_request:47175", + "right": "pull_request:47179", + "accept": false, + "reason": "Olmo3 CI expectation change vs Granite-SWA model support; unrelated." + }, + { + "left": "pull_request:47210", + "right": "pull_request:47302", + "accept": false, + "reason": "Packed SDPA varlen attention routing vs tokenizer fallback docs; unrelated." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47302", + "accept": false, + "reason": "Japanese DistilBERT docs vs tokenizer fallback docs; unrelated." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47302", + "accept": false, + "reason": "RoMa model support vs tokenizer fallback docs; unrelated." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47301", + "accept": false, + "reason": "RoMa model support vs MTP docs; unrelated." + }, + { + "left": "pull_request:47210", + "right": "pull_request:47301", + "accept": false, + "reason": "Packed SDPA varlen attention vs MTP docs; unrelated." + }, + { + "left": "pull_request:47210", + "right": "pull_request:47304", + "accept": false, + "reason": "Packed SDPA varlen attention vs MPS graph-cache docs; unrelated." + }, + { + "left": "pull_request:47218", + "right": "pull_request:47304", + "accept": false, + "reason": "Image-loading test refactor vs MPS docs; unrelated." + }, + { + "left": "pull_request:47218", + "right": "pull_request:47311", + "accept": false, + "reason": "Image-loading test refactor vs Gemma4 H100 expectations; unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47218", + "accept": false, + "reason": "Paged-attention XPU tests vs image-loading helper refactor; different test changes." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46376", + "accept": false, + "reason": "DINO modernization vs continuous batching multimodal support; unrelated." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47302", + "accept": false, + "reason": "Compressed-tensors fp8 docs/code vs tokenizer fallback docs; unrelated." + }, + { + "left": "pull_request:47302", + "right": "pull_request:47308", + "accept": false, + "reason": "Tokenizer fallback docs vs synced_gpus warning fix; unrelated." + }, + { + "left": "pull_request:47210", + "right": "pull_request:47305", + "accept": false, + "reason": "Packed SDPA varlen attention vs pipeline streaming docs; unrelated." + }, + { + "left": "pull_request:47243", + "right": "pull_request:47253", + "accept": false, + "reason": "Executorch exporter fixes vs tensor-parallel lm_head planning; different code paths." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47294", + "accept": false, + "reason": "RoPE tests vs kernel-native causal_conv1d functions; unrelated." + }, + { + "left": "pull_request:47175", + "right": "pull_request:47294", + "accept": false, + "reason": "Olmo3 CI vs kernel-native causal_conv1d functions; unrelated." + }, + { + "left": "pull_request:47198", + "right": "pull_request:47253", + "accept": false, + "reason": "GPTBigCode/GPTNeoX backend fixes vs tensor-parallel validation; not the same bug or change." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47306", + "accept": false, + "reason": "CohereASR loss fix vs Neuron experiment scripts; unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46376", + "accept": false, + "reason": "SDPA dispatch work vs multimodal continuous batching; different implementation targets." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47301", + "accept": false, + "reason": "SDPA dispatch work vs MTP docs; unrelated." + }, + { + "left": "pull_request:47301", + "right": "pull_request:47305", + "accept": false, + "reason": "MTP docs vs pipeline streaming docs; separate documentation topics." + }, + { + "left": "pull_request:47253", + "right": "pull_request:47294", + "accept": false, + "reason": "Tensor-parallel validation vs kernel-native causal_conv1d functions; unrelated." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47113", + "accept": false, + "reason": "num_labels typing fix vs audio feature/proc requirements fix; unrelated." + }, + { + "left": "pull_request:47275", + "right": "pull_request:47304", + "accept": false, + "reason": "EfficientViTSam model support vs MPS graph-cache docs; unrelated." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47311", + "accept": false, + "reason": "Qwen3-TTS model support vs Gemma4 expectations on H100; unrelated." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47301", + "accept": false, + "reason": "Qwen3-TTS model support vs MTP docs; unrelated." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47181", + "accept": false, + "reason": "Qwen3-TTS model support vs Cosmos3 Edge model support; different model additions." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47198", + "accept": false, + "reason": "Continuous batching multimodal support vs GPT backend fixes; unrelated." + }, + { + "left": "pull_request:47078", + "right": "pull_request:47243", + "accept": false, + "reason": "Japanese docs wording vs Executorch exporter fixes; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46266", + "accept": false, + "reason": "Molmo2 model addition vs DINO modernization/export changes; unrelated model additions." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47304", + "accept": false, + "reason": "Audio requirements fix vs MPS graph-cache docs; 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": 34, + "review_unit_index": 3, + "review_unit_count": 4, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-77", + "nodes": [ + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43424", + "pull_request:43451", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46376", + 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"pull_request:44827|pull_request:46048", + "pull_request:43424|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:44827|pull_request:45655", + "pull_request:43995|pull_request:45213", + "pull_request:44827|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:43823|pull_request:45213", + "pull_request:46895|pull_request:47090", + "pull_request:46958|pull_request:47090", + "pull_request:46895|pull_request:46958", + "pull_request:47173|pull_request:47292", + "pull_request:47166|pull_request:47184", + "pull_request:46912|pull_request:47175", + "pull_request:47301|pull_request:47302", + "pull_request:47184|pull_request:47292", + "pull_request:47301|pull_request:47304", + "pull_request:46658|pull_request:46836", + "pull_request:47210|pull_request:47301", + "pull_request:47003|pull_request:47243", + "pull_request:46509|pull_request:47143", + "pull_request:47163|pull_request:47166", + "pull_request:47163|pull_request:47184", + 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The only true duplicate family is the CohereASR training-loss double-shift fix (46895/46958/47090); the rest are superficial similarities across unrelated changes.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue artifacts are present. Among PRs, 47090 is the best canonical representative of the only real duplicate subcluster: it has the clearest description of the CohereASR double-shift bug, targets the same issue as the other CohereASR PRs, and reads like the most complete final fix.", + "best_issue_reason": null, + "best_pr_reason": "47090 is the strongest global representative because it is the clearest, most explicit version of the only genuine duplicate cluster in this set, with direct code-path explanation and an explicit issue link.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47069", + "right": "pull_request:47302", + "accept": false, + "reason": "Both are docs-only, but one is API behavior and the other is tokenizers fallback wording; not the same change." + }, + { + "left": "pull_request:47243", + "right": "pull_request:47294", + "accept": false, + "reason": "Both touch exporter/integration plumbing, but they fix different features and code paths (ExecuTorch vs kernel-native causal_conv1d)." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47078", + "accept": false, + "reason": "Unrelated model-add docs/translation work; 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no common underlying bug." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47302", + "accept": false, + "reason": "Step3.7 model conversion/build work is unrelated to tokenizer docs wording." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47275", + "accept": false, + "reason": "Audio requirements fixes vs adding a new vision model; unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47275", + "accept": false, + "reason": "New model creation for different models; only broad similarity, not same change." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47175", + "accept": false, + "reason": "num_labels typing/doc fix vs Olmo3 CI expectations; unrelated." + }, + { + "left": "pull_request:47178", + "right": "pull_request:47298", + "accept": false, + "reason": "SigLIP path fix vs MI450 image-loader fallback; different subsystems." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46895", + "accept": false, + "reason": "Step3.7 model creation vs CohereASR loss fix; 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no common bug." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model addition vs config-resolution fix; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 tests vs layrnorm->layernorm renaming; different problems." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch export tests vs Mistral4 test fix; different models and bugs." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM addition vs Falcon output-collection refactor; unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "cross-entropy kwargs fix vs MobileLLM model addition; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 tests vs TDT loss kernel integration; 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the diffs are alternative implementations of the same fix." + }, + { + "left": "pull_request:46895", + "right": "pull_request:46958", + "accept": true, + "reason": "Same underlying CohereASR loss bug, same files, same issue target." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47292", + "accept": false, + "reason": "Both adjust XPU test expectations, but for different model test suites and different failures." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47184", + "accept": false, + "reason": "Different test files and models; only broad XPU/test similarity." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47175", + "accept": false, + "reason": "Both are CI/test expectation updates, but they address unrelated model behaviors." + }, + { + "left": "pull_request:47301", + "right": "pull_request:47302", + "accept": false, + "reason": "MTP docs and tokenizer-backend docs are unrelated documentation changes." + }, + { + "left": "pull_request:47184", + "right": "pull_request:47292", + "accept": false, + "reason": "Different model tests; not the same bug or fix." + }, + { + "left": "pull_request:47301", + "right": "pull_request:47304", + "accept": false, + "reason": "Assisted decoding docs vs MPS graph cache docs; unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47143", + "accept": false, + "reason": "Different new-model PRs; similar scale, not the same model or change." + }, + { + "left": "pull_request:47198", + "right": "pull_request:47301", + "accept": false, + "reason": "vLLM backend fixes vs MTP docs; unrelated." + }, + { + "left": "pull_request:47198", + "right": "pull_request:47311", + "accept": false, + "reason": "GPTBigCode/GPTNeoX backend fixes vs Gemma4 test expectations; unrelated." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47163", + "accept": false, + "reason": "NeuCodec model support vs paged-attention XPU tests; unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47243", + "accept": false, + "reason": "Both are exporter-related, but OpenVINO exporter and ExecuTorch exporter fixes are distinct code paths and should not be merged together." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47143", + "accept": false, + "reason": "Nemotron Omni vs NeuCodec model additions; unrelated." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47181", + "accept": false, + "reason": "Nemotron Omni and Cosmos3 Edge are different model additions." + }, + { + "left": "pull_request:46376", + "right": "pull_request:46509", + "accept": false, + "reason": "Continuous batching multimodal support vs Nemotron Omni model support; unrelated." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47181", + "accept": false, + "reason": "Continuous batching changes vs Cosmos3 Edge model support; unrelated." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47301", + "accept": false, + "reason": "Compressed-tensors quantization docs/code vs MTP docs; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46836", + "accept": false, + "reason": "Molmo2 and Unlimited OCR are different model additions." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47181", + "accept": false, + "reason": "NeuCodec and Cosmos3 Edge are separate model additions with different codebases." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47143", + "accept": false, + "reason": "Continuous batching multimodal support vs NeuCodec model support; 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unrelated." + }, + { + "left": "pull_request:47181", + "right": "pull_request:47301", + "accept": false, + "reason": "Cosmos3 Edge model support vs MTP docs; unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47311", + "accept": false, + "reason": "Paged-attention XPU tests vs Gemma4 H100 expectations; unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47143", + "accept": false, + "reason": "Step3.7 Flash model build/conversion vs NeuCodec model support; unrelated." + }, + { + "left": "pull_request:47198", + "right": "pull_request:47301", + "accept": false, + "reason": "GPTBigCode/GPTNeoX backend fixes vs docs for MTP; unrelated." + }, + { + "left": "pull_request:47198", + "right": "pull_request:47311", + "accept": false, + "reason": "Backend fixes for GPTBigCode/GPTNeoX vs Gemma4 test expectations; unrelated." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47163", + "accept": false, + "reason": "NeuCodec model support vs paged-attention test additions; 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": 34, + "review_unit_index": 4, + "review_unit_count": 4, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-77", + "nodes": [ + "pull_request:40546", + "pull_request:43451", + "pull_request:46196", + "pull_request:46376", + "pull_request:46509", + "pull_request:46658", + "pull_request:47003", + "pull_request:47096", + "pull_request:47143", + "pull_request:47163", + "pull_request:47166", + "pull_request:47175", + "pull_request:47181", + "pull_request:47184", + "pull_request:47198", + "pull_request:47243", + "pull_request:47253", + "pull_request:47291", + "pull_request:47298", + "pull_request:47301", + "pull_request:47306", + "pull_request:47311" + ], + "soft_pairs": [ + "pull_request:46196|pull_request:47143", + "pull_request:47181|pull_request:47198", + "pull_request:47181|pull_request:47311", + "pull_request:46376|pull_request:47311", + "pull_request:43451|pull_request:47311", + "pull_request:47143|pull_request:47301", + "pull_request:43451|pull_request:47243", + "pull_request:43451|pull_request:47291", + "pull_request:47096|pull_request:47291", + "pull_request:47253|pull_request:47306", + "pull_request:40546|pull_request:43451", + "pull_request:43451|pull_request:47175", + "pull_request:47096|pull_request:47175", + "pull_request:47166|pull_request:47311", + "pull_request:47184|pull_request:47311", + "pull_request:43451|pull_request:46658", + "pull_request:47181|pull_request:47306", + "pull_request:43451|pull_request:47143", + "pull_request:43451|pull_request:47163", + "pull_request:43451|pull_request:46509", + "pull_request:43451|pull_request:47096", + "pull_request:43451|pull_request:47003", + "pull_request:47003|pull_request:47096", + "pull_request:43451|pull_request:47298", + "pull_request:47096|pull_request:47298", + "pull_request:43451|pull_request:47306", + "pull_request:47003|pull_request:47298", + "pull_request:47096|pull_request:47143", + "pull_request:47003|pull_request:47143", + "pull_request:47096|pull_request:47163", + "pull_request:47143|pull_request:47298", + "pull_request:47163|pull_request:47298" + ], + "prepared_review_unit_hash": "722123c35e222d5c18707b53911b31714cb5d2b467de6d6213a56943c9add8ba", + "component_budget": { + "node_count": 77, + "item_count": 77, + "soft_pair_count": 221, + "serialized_chars": 268109, + "estimated_input_tokens": 67028, + "estimated_eval_tokens": 134312 + }, + "budget": { + "node_count": 22, + "item_count": 22, + "soft_pair_count": 32, + "serialized_chars": 62806, + "estimated_input_tokens": 15702, + "estimated_eval_tokens": 31660 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: it mixes unrelated model-addition PRs, exporter/backend work, CI/test expectation updates, and docs-only changes. 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"error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 34, + "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": "20629b17d74b6890a9acb5266e99db727ea3ba4210670957634a0332d560b3d9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are not duplicates: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. 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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": 34, + "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": "7b1e67612bee70313f686902e45c7779356a379b16b83cf93372e4b6dc83ed68", + "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 versions across workflow files, but they target different action families and different maintenance goals, so they do not look like duplicates of the same change.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:42975 is the broader workflow-maintenance PR and is the better anchor for this cluster, but it is still distinct from the other PR.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:42975 best represents the cluster because it spans many workflow files and is explicitly about Node 24 compatibility, making it the more general action-upgrade change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both PRs touch GitHub Actions workflow maintenance, but 42975 upgrades core workflow actions for Node 24 compatibility while 42976 upgrades docker/build-push-action and related versions. They affect different code paths and could be merged separately." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 34, + "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": "15408ef468c85dd56ab8ada8fa45f3e161e453aec0092b81a43bac8c5d26c929", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13047, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13047, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four pull requests are distinct model additions, not duplicates: ViT NEPA, Molmo, CTSM, and Step 3.7 Flash each introduce separate model families, configs, docs, and tests. The shared changes are mostly boilerplate registry/docs updates in the same subsystem, which is not enough to merge them as one underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model integrations (ViT NEPA vs Molmo). They share docs/auto-registry boilerplate, but the added code paths, configs, processors, and tests are for different architectures." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are unrelated model additions. Overlap in _toctree/auto-model registration is broad infrastructure, not evidence of the same bug or change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM add different model families with different filenames, modules, and tests. Shared auto-mapping/docs changes are too generic to treat as one duplicate PR." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step 3.7 Flash are separate model additions. Even though both touch auto mappings and docs, they target different concrete implementations and cannot plausibly be merged into one PR as a single 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": 6, + "component_count": 34, + "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": "c4be873adda4e617c6f3e4f5d895778e2ecdbbbc808a2cad9f5c60a0fcdfb0c5", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19595, + "estimated_input_tokens": 4899, + "estimated_eval_tokens": 10054 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19595, + "estimated_input_tokens": 4899, + "estimated_eval_tokens": 10054 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No issues are present; the only plausible duplicate PR pair is the two YOLOS fixes, which address the same device_map mismatch bug. The remaining PRs are unrelated or too broad/test-only to merge as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46922 is the best representative: it fixes the concrete YOLOS forward-pass device mismatch directly and includes the split-module adjustment, making it the more complete change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46922 is the strongest standalone fix in this set because it targets the actual runtime bug path, not just a supporting routing/configuration tweak.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different models and different scope; Whisper decode/test fix vs. CLIP/ViT test edits." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Unrelated code paths: Whisper tokenization vs. FP8 dequant/loading changes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper tokenizer fix is unrelated to generation watermarking/config validation." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper decode logic and YOLOS device mismatch are unrelated bugs." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Test-only edits in CLIP/ViT do not match the CI/runtime integration fix in Phimoe." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Only shared theme is test files; the underlying bug/change is different." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "No concrete code-path overlap beyond broad test changes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "Different models and different fix types; not the same underlying change." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequant/loading logic is unrelated to Phimoe CI/device-memory handling." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Different subsystems and bugs; no shared concrete fix path." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "FP8 quantization/dequantization changes are unrelated to YOLOS device placement." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation watermarking validation is unrelated to Phimoe integration test fixes." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Different bug classes: generation config validation vs. YOLOS device mismatch." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI RAM/device-map patching is not the same concrete bug as the YOLOS model fix." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both target the same YOLOS device_map=\"auto\" mismatch in the same file and issue; the patches are complementary and could be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The judgments are grounded in the packet overall, and the only accepted soft pair (46886/46922) is a conservative mergeable duplicate on the same YOLOS device-mismatch bug. The other pair rejections are also reasonably supported. The summary is a bit terse, but not overstated enough to reject." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 34, + "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": "f2acfd5b96518fcec7423c7fcd5050e922d51c6e8a49641a76d7f104aed61b3e", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three PRs are all \"don't merge\"/CI-instrumentation style changes, but they target different code paths: one edits packaging/versioning and a Vit test, one rewrites several workflow/testing helper files, and one only changes a security-gate workflow trigger. They are not the same underlying bug or change set.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43532 is the broadest representative of the cluster, touching multiple workflow and testing-helper files; the others are narrower and clearly different changes rather than duplicates.", + "best_issue_reason": null, + "best_pr_reason": "PR 43532 is the best single representative because it spans the most CI/test infrastructure and is closest to the cluster\u2019s shared theme, even though the PRs are not true duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Unrelated changes: 43488 modifies setup/versioning plus a Vit test, while 46747 only switches a workflow trigger for the security gate." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "They both touch testing-related files, but the actual changes differ: 43488 is packaging/version/dependency plus Vit test changes, while 43532 is workflow and notification/test-harness plumbing." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "43532 rewrites several CI/comment workflow and helper files; 46747 only changes one workflow\u2019s event source. Same broad area, different concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 34, + "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": "aae5c272a805e9e1dcbb01b83f2680a6e8534677c63a4a8b9f7e9343aa453062", + "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": "The two PRs are superficially similar pipeline additions, but they implement different features for different segmentation tasks and different model integrations, so they should not be treated as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: #43612 adds Promptable Concept Segmentation, while #43613 adds Promptable Visual Segmentation; they are different product changes, not one underlying fix.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a duplicate candidate for the other. Each is a standalone feature PR for a different pipeline and code path, so there is no single best representative for a duplicate cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Reject: despite shared documentation and pipeline scaffolding, these PRs add different pipelines with different targets and model/test files (concept segmentation vs visual segmentation), so they do not fix the same concrete problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 34, + "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": "b5be902a5ee36d4396ace0c78ca61b67a5fafc9f8765ca7e92ecfe6a0d27bb7b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are related only by both editing `trainer.py` and enabling custom-trainer extensibility, but they fix different code paths: gradient-accumulation loss scaling vs. signature-column filtering. They should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43651 is the better canonical representative because it makes a concrete training-step behavior change in one place (`training_step`) around gradient accumulation loss scaling; PR 43663 addresses a separate input-column filtering hook.", + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the stronger representative of the cluster since it targets a specific runtime bug/behavior change, while PR 43663 is a different extensibility change in a separate preprocessing path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different underlying problems: 43651 changes loss normalization during gradient accumulation, while 43663 adds an overrideable method for signature-based column filtering. Same file and broad trainer area, but not the same fix and not something that would plausibly be one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 34, + "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": "c5d78fcab392c51fd8e2b466d848ee2faad7eb260c59c1a8fec2fb21061219db", + "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": "These two PRs touch the same file and both involve annotation handling, but they fix different problems: 43656 is a broader `from __future__ import annotations`/typing cleanup, while 43842 specifically addresses the `TypeAdapter` import/NameError path when pydantic is absent. They should not be merged as duplicates on the available evidence.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the better canonical PR because it is the most targeted fix for the concrete `TypeAdapter` NameError path and makes the minimal code change needed for the pydantic-optional case.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best representative overall because it is narrowly scoped, directly tied to the runtime failure mode, and less likely to subsume unrelated typing cleanup than 43656.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Reject: shared filename and annotation-adjacent changes are not enough to show the same underlying bugfix. 43656 adds `from __future__ import annotations` and broader typing cleanup, while 43842 explicitly imports `TypeAdapter` under `TYPE_CHECKING` and quotes one annotation for the pydantic-optional path; their explicit issue targets also differ." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject the soft-edge accept. The packet only shows shared filename/annotation-area similarity, not strong evidence that these two PRs are alternative implementations of the same bugfix. PR 43656 adds `from __future__ import annotations` plus broader typing cleanup; PR 43842 specifically imports `TypeAdapter` under `TYPE_CHECKING` and quotes one annotation for the pydantic-optional path. Their explicit issue targets also differ. This is too strong to mark as mergeable for the same bug without more direct evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 34, + "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": 12, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44071", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44722", + "pull_request:44068|pull_request:44116", + "pull_request:44018|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:44017|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:44073|pull_request:44161", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44066", + "pull_request:43997|pull_request:44017", + "pull_request:44101|pull_request:44161", + "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:44018|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:43997|pull_request:44129", + "pull_request:44071|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" + ], + "prepared_review_unit_hash": "ac9abf3e1213101936b6b685196a03f8f16dae58c9ac499344a7a37d5bbb9b27", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84509, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76942, + "estimated_input_tokens": 19236, + "estimated_eval_tokens": 38728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is mostly a theme cluster of model-specific output-tracing refactors, not one broad duplicate set. The only clear duplicate-like subgroup is GPT-J/CodeGen, plus a smaller GPT-Neo pair; the rest are separate model code paths and should stay split.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "44066 is the safest representative for the duplicate-like GPT-J/CodeGen subgroup because it spans both gptj and codegen and carries the shared issue target; the visible evidence does not justify calling 44722 definitively broader or more complete.", + "best_issue_reason": null, + "best_pr_reason": "For triage, 44066 is the most defensible anchor among the overlapping GPT-J/CodeGen PRs, while 44722 is only a near-peer sibling from the visible diff rather than a clearly superior canonical merge point.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths; same refactor style is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families and code paths; same refactor style is not enough." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor in modeling_gptj.py; 44085 looks like a narrower variant of the same change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model implementations; not the same underlying bug or change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet vs GPT-J/CodeGen are unrelated model code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen vs EfficientNet are unrelated model paths." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa-v2 are separate implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen and MGP-STR are different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo output-tracing refactor on the same model family and file set." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are unrelated implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model families." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated model code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are separate model paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated model families." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are unrelated model implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model families." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM do not share the same underlying change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are unrelated implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated model changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 and MGP-STR are unrelated model code paths." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different models." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 and GPT-J/CodeGen are different model families." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBERT and LongT5 are different model paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT and Flaubert/XLM are unrelated changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 and MPT are separate model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT2 are different model code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are unrelated implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT2 and GPT-J/CodeGen are not the same refactor." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are different model code paths." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are unrelated model changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are unrelated model code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are separate implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated model paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBERT are separate models." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are different model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are unrelated changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa-v2 are separate model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa-v2 and TextNet are unrelated code paths." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different model families." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing rewrite across the same code paths and shared issue target." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing change; 44722 is just the broader sibling, not a different bug." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and RegNet/ResNet are different model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa-v2 and SpeechT5 are different model code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa-v2 and ViLT are unrelated model implementations." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The soft-edge calls are mostly conservative, but the representative-PR rationale overstates what the packet shows. In particular, 44722 is not clearly the \u2018most complete\u2019 or \u2018broadest\u2019 GPT-J/CodeGen refactor from the visible evidence: 44066 also touches both gptj and codegen and has the same issue target, so the claim that 44722 is the best anchor is not well-supported. The cluster summary is directionally right, but it should avoid ranking 44722 as the definitive canonical PR without stronger evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 34, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "c0e80977a296882d6e1a0c6411ee026ce7e1f8a8eec1458694e05184cace4501", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84509, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13067, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are related refactor PRs for standardized output tracing, but they target different model implementations (RegNet, SqueezeBert, MPNet, VisualBert, TextNet, SpeechT5). They share a theme, not the same concrete bug or change, so they should not be deduplicated across model boundaries.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44129 is the best representative because it has an explicit issue link, a clearly scoped model-specific refactor, and the strongest evidence of a complete end-to-end change in the standardized output capture migration.", + "best_issue_reason": null, + "best_pr_reason": "PR #44129 is the most suitable global representative: it is concrete, well-scoped, and tied to a tracking issue, while the others are parallel migrations in different models rather than duplicates of the same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are output-tracing refactors, but they touch different models and code paths (VisualBert vs TextNet). Similar pattern is not enough to treat them as the same change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are separate model implementations with distinct forward/tracing logic; this looks like parallel cleanup, not one mergeable duplicate PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are model-specific output-capture migrations in different files and architectures, so they do not appear to fix the same underlying bug." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model code paths; the PRs share a refactor theme but not a single concrete change that should be merged together." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 are different models with different output semantics; the shared standardized-tracing goal is too broad to call them 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": 13, + "component_count": 34, + "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": "a3feab9eab5a26b4f72f8f5c4e78324b52bbcfd25009f39967264224aad48af2", + "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": "A batch of similarly titled but model-specific refactors around output tracing / can_return_tuple. They share a theme, but they do not look like duplicates of the same underlying change.", + "confidence": 0.62, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44025 is the cleanest representative of the cluster\u2019s shared theme: a focused output-tracing refactor with concrete code changes and related test/file updates, while still being narrowly scoped to one model family.", + "best_issue_reason": null, + "best_pr_reason": "PR 44025 is a good representative PR for the cluster because it most clearly shows the recurring pattern (adding can_return_tuple and simplifying forward signatures) without being overly broad.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor theme, but different models and code paths (timm_backbone vs upernet); not the same mergeable change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Both are output-tracing refactors, but they target unrelated architectures and forward paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model implementations with separate output handling; too broad to treat as one change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "These touch different model families and distinct forward logic, so they are not the same underlying bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "CodeGen-specific forward signature refactor is unrelated to timm_backbone output tracing." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model and code path; only the high-level refactor theme matches." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated implementations; the shared theme is too broad." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "No shared code path or concrete bug; only similar tracing cleanup." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and different output-capture plumbing; not one PR." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "These are separate model-specific refactors, not the same fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Same broad refactor pattern, but unrelated encoder-decoder code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are unrelated; no common concrete change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths with no shared underlying defect." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Same general cleanup style, but on distinct architectures and forward signatures." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models and different tracing mechanisms; not plausibly one merged PR." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated; only the generic output-tracing refactor is shared." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "These are separate model-specific changes with no shared concrete bug." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV have distinct forward paths and output behavior." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families; the similarity is only stylistic/refactor-level." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Falcon/Mamba refactor and SuperPoint refactor affect unrelated code paths." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba/Falcon Mamba and CodeGen changes are unrelated model-specific rewrites." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone and CodeGen do not share the same concrete output-tracing bug." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything and Vision Encoder-Decoder are unrelated model code paths; only the refactor pattern matches." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model architectures; not the same underlying change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Depth Anything refactor and SuperPoint refactor are separate, model-specific changes." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "These are distinct model implementations with different output-capture mechanics." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Depth Anything and DPR are unrelated; the shared title is too broad." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Vision Encoder-Decoder and Speech Encoder-Decoder are separate code paths, so not duplicates." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families and distinct forward behavior; not one mergeable PR." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "RWKV output tracing is unrelated to vision encoder-decoder refactoring." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "DPR and Vision Encoder-Decoder are unrelated changes beyond the shared refactor theme." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Speech Encoder-Decoder and SuperPoint do not share a concrete bug or code path." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Unrelated model code paths; the match is only at the abstract refactor level." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different architectures and forward signatures; not the same underlying change." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated, so these should stay separate." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "No shared concrete fix; only both are output-tracing cleanup PRs." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR touch different model code paths and output behavior." + } + ] + }, + "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": 34, + "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": "fe3e4a8c5bbc786026420618769a8e7f815fe3abf99da522f8d404c919d0f5a0", + "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 unrelated model-support PRs: one adds PenguinVL, the other adds Voxtral TTS. They share some Transformers integration files, but the concrete model code, docs, and tests are for different architectures and use cases, so they are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for the cluster: the two PRs implement different models and do not share the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45401 is the cleaner representative only in the sense that it has an explicit issue target and a focused scope, but it is still not a duplicate of the PenguinVL PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model additions (PenguinVL vs Voxtral TTS) with distinct configs, modeling, processors, and tests; shared auto-registration/docs boilerplate 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": 15, + "component_count": 34, + "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": "0240fcdb752c907b0290538b43d975612f7de9be7070fdaf1721a1051732c268", + "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 in the broad area of fusion, but they implement different layers of the stack: one introduces a generic Module Fusion API, while the other wires up KernelConfig-based n-to-1 kernel fusion integration. They are not duplicates.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45363 is the better cluster representative because it is the more concrete end-to-end feature PR, spanning KernelConfig, modeling integration, and an example; it also appears to build on the foundational fusion abstractions rather than duplicate them.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the strongest standalone PR in this cluster: it implements a specific user-facing kernel fusion workflow across multiple integration points, whereas #44979 is the narrower API foundation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related but not the same change: #44979 adds a generic Module Fusion API, while #45363 implements n-to-1 kernel fusion via KernelConfig and integration changes. They address different code paths and would not plausibly be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 34, + "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": "5b5c499241a745fba2751553227f465518cd1576e649757b0a8728117e93211b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer` in the same code path. The later PR adds test coverage, so it is the better canonical representative.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the more complete version of the same fix: it applies the same code change and adds tests, with more review discussion.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best representative because it covers the same bug fix as 45086 but is more complete and validated by tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError fix in the same function and file; the second PR is a superset of the first with added tests, so they are effectively 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": 17, + "component_count": 34, + "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": "39b2b1451df07f55f424ee0daeb0b633dbbd80c9ef1c516678da5ccee5b5c2cf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two draft PRs in the NemotronH family, but they address different layers of work: one is a conversion-mapping/refactor pass, the other is a broader model split/addition for NemotronH dense/sparse variants. Related, but not duplicates.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the better canonical representative because it is the broader, more complete change set: it adds the new NemotronH dense/sparse model structure, updates auto-mappings, docs, and tests, and appears to subsume the higher-level model-API work for this family.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the strongest standalone PR in the cluster because it covers the main architecture and product surface changes rather than only internal conversion renaming.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They share NemotronH filenames and model-family context, but the concrete changes differ: #45115 is focused on checkpoint conversion renames/inheritance wiring, while #45569 implements the larger NemotronH dense/sparse split and associated docs/auto-config updates. 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": 18, + "component_count": 34, + "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": "d800ba465aaa27cb95e913f48f67da21facb841296119de055f8b635b2e22a08", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related type-checking/typing cleanups, but they are not the same change. PR 45415 is a broad repo-wide typing pass, while PR 45425 adds typing protocols and aliases in shared typing utilities and model code.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "45425 is the more focused, self-contained typing-infrastructure change and is the better representative PR for the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Reject: both are about typing, but they address different scopes and code paths. 45415 is a broad type-checking sweep across many files; 45425 introduces specific typing aliases/protocols used by model and PEFT code. They could not plausibly be merged as one concrete fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 34, + "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": "854f9865f286b9e8b52e66546080c200e0ee03cb68c95765c7630dbd10120c82", + "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": "Two PRs target expert-parallel loading behavior, but they fix different failure modes: one handles EP config/ZeRO-3 loading metadata, the other fixes experts being overwritten during FSDP2/rank-0 broadcast.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the better canonical representative because it addresses a concrete, user-visible corruption bug in the EP loading path and includes the broader code-path changes needed for that fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the strongest overall candidate: it targets a specific incorrect behavior, touches the relevant loading/dispatch code, and is more clearly actionable than the more metadata-oriented EP/ZeRO-3 patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both are about EP loading, but they fix different bugs in different paths: #45548 is about config serialization/accelerate ZeRO-3 loading, while #45662 fixes experts being overwritten by rank-0 broadcast under FSDP2. They are not the same underlying 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": 20, + "component_count": 34, + "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": "4a3b77dfcd8978051fa435049301210344a01443876160cb72aa211bf6fd6ace", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4671, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4671, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are closely related and share the same issue target, but they are not strict duplicates: #45639 focuses on making the debug log file xdist-safe in code, while #45645 also adds CI workflow changes to collect multiple captured_info files. That makes #45645 the broader, more representative PR, but the pair should not be merged as one duplicate change.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45645 is the better canonical PR because it covers the core xdist-safe logging change plus the CI workflow adjustment needed to consume the new per-worker artifacts. It is the more complete implementation of the fix.", + "best_issue_reason": null, + "best_pr_reason": "#45645 is the best representative of the cluster because it addresses the underlying captured_info/xdist collision and also preserves CI debug output, making it the most complete end-to-end fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": false, + "reason": "Related, but not the same concrete change: #45639 only changes the testing utility to avoid xdist collisions, while #45645 additionally changes the workflow to aggregate multiple captured_info files. They could be complementary, not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 34, + "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": 22, + "component_count": 34, + "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": "8b31724bfd98051df7f0b90ff4a47968e127f9d0d32952df7395d703d28df2c6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs overlap in distributed/EP-related files, but they are not the same concrete change. PR 46126 is a focused EP + Trainer integration feature, while PR 46269 is a broad distributed branch base touching many unrelated areas and looks like an umbrella/bootstrap PR rather than the same fix.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46126 is the more canonical change: it is narrowly scoped to EP and Trainer integration and has a coherent feature intent, whereas PR 46269 is a broad distributed branch base with many unrelated file changes.", + "best_issue_reason": null, + "best_pr_reason": "PR 46126 is the best representative of the cluster because it is specific and self-contained; PR 46269 is too broad and mixed to serve as a canonical representative for the same underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared distributed filenames are not enough here. 46126 targets EP/Trainer integration, while 46269 is a wide base branch touching FSDP, generation, integrations, model loading, and more; they do not look like the same mergeable code-path fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 34, + "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": "268a340dce245e0e612947feef34985206c4706dbd130e89de1c5a1db8d47571", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26675, + "estimated_input_tokens": 6669, + "estimated_eval_tokens": 13594 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26675, + "estimated_input_tokens": 6669, + "estimated_eval_tokens": 13594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated workflow-chore PRs. The only tight similarity group is the pr-ci-security-gate workflow changes, but those PRs make different edits to different parts of the workflow, so they are not true duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46554 is the most substantive and central representative of the pr-ci-security-gate subgroup: it introduces the core security-gate logic, while the others are smaller follow-up tweaks to permissions, reusable-workflow usage, or secrets handling.", + "best_issue_reason": null, + "best_pr_reason": "PR #46554 is the best global representative because it has the strongest structural similarity links and the broadest functional change within the cluster, even though the cluster as a whole is not duplicate-heavy.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Both touch workflow automation, but they change different scripts and failure modes: stdin handling for self-comment CI vs. security-gate logic for PR CI." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow changes; one fixes comment piping, the other adjusts PR CI security-gate permissions and approval flow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow concerns: self-comment CI message handling vs. adding review notes about a reusable security-gate workflow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "No shared concrete bug; one updates comment ingestion, the other changes secret exposure in PR CI security gating." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Similar shell-safety flavor, but they fix different code paths in different workflows and are not one mergeable duplicate change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Both are workflow edits, but one hardens SSH-runner/security handling while the other only broadens benchmark dispatch triggers." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflow fixes: SSH-runner secret handling and pinned download vs. anti-slop permission scoping." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow behavior and targets; SSH-runner hardening is unrelated to reviewer assignment checkout behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Both are security-related workflow changes, but they address different concrete problems in different workflows." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "SSH-runner environment cleanup is not the same underlying change as PR CI security-gate permission/approval adjustments." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and different behavior changes: anti-slop permissions vs. benchmark dispatch conditions." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "No shared underlying bug; one scopes anti-slop permissions, the other changes checkout ref for reviewer assignment." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Both are workflow chores, but they patch unrelated shell/permission issues in different files." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Anti-slop permission scoping and PR CI security gating are separate workflow changes, not one duplicate fix." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Reviewer assignment checkout ref and benchmark dispatch trigger are unrelated workflow changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different code paths and fixes: reviewer assignment checkout vs. commit-message shell quoting in build-ci-docker-images." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "These alter different workflows with different purposes; no same underlying bug or patch." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark workflow dispatch logic is unrelated to shell-safe commit message parsing in build-ci-docker-images." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different behavior changes; not the same concrete bug." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Both are workflow-related, but one fixes commit-message parsing while the other adds PR CI security checks; different problems." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Shell-safe commit-message handling is unrelated to PR CI security-gate permissions and approval flow." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but different edits: one adds diff-based workflow checks; the other changes permissions and an approval condition." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Different concrete changes to the same workflow file; a comment about safety is not the same as adding file-change checks." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "One adds security-check logic in the reusable workflow path; the other removes inherited secrets. Related, but not the same change." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Both touch the same workflow file, but one adjusts permissions/flow and the other only adds explanatory notes." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Different PR CI security-gate modifications: approval gating/permissions vs. secrets inheritance removal." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Comment-only clarification is not the same underlying workflow/security change as swapping inherited secrets for an empty secret set." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated workflow fixes: shell-safe commit message handling vs. a comment change in PR CI security gating." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH-runner security hardening and PR CI reusable-workflow commentary are different changes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and different concrete fixes; no duplicate underlying bug." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "SSH-runner secret cleanup is unrelated to PR CI secrets inheritance changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 34, + "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": 25, + "component_count": 34, + "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-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:47162" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:47162" + ], + "prepared_review_unit_hash": "a371da4b83d2416c5bbd12e3bd6660c94bba01de8fed8a49f34b298f98f977f4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4883, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4883, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same off-by-one in the sliding-window right mask (`-dist <= right_window_size` instead of `<`) in the MoonshineStreaming mask function; one PR is a narrow subset of the other.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47162 is the better canonical representative because it contains the MoonshineStreaming fix plus tests and an additional matching fix in Gemma4, making it the more complete patch set.", + "best_issue_reason": null, + "best_pr_reason": "PR 47162 is the strongest overall candidate since it addresses the same concrete bug while also adding coverage and carrying the broader related implementation fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:47162", + "accept": true, + "reason": "Accept: both PRs change the same off-by-one right-window boundary in the same mask logic. 47162 is a superset of 46310 for MoonshineStreaming and looks merge-plausible as one combined fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 34, + "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": "b5b50162c3c99ab4ec91a588cc567daeb923b3d42e4ef6afede63dc1f95c7045", + "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 PRs address different problems in different parts of the tokenizer stack: one fixes CodeLlama decode-space stripping, the other fixes AutoTokenizer class selection for specific DeepSeek checkpoints. They are not duplicates and should not be merged together.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the two pull requests target unrelated bugs in different code paths (decode behavior vs tokenizer-class resolution).", + "best_issue_reason": null, + "best_pr_reason": "No best PR for the cluster overall, since there is no single underlying change to represent; each PR is the right fix for its own issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying defects: 46574 changes CodeLlama tokenizer decoder setup to preserve leading spaces on decode, while 46580 changes AutoTokenizer checkpoint-prefix overrides for DeepSeek models loading the wrong tokenizer class. They do not fix the same code path 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": 27, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46696-2", + "nodes": [ + "pull_request:46696", + "pull_request:47215" + ], + "soft_pairs": [ + "pull_request:46696|pull_request:47215" + ], + "prepared_review_unit_hash": "dc797de1f529c979807589e98b188c010e2744862e873840dbd4fe7f12269f08", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4579, + "estimated_input_tokens": 1145, + "estimated_eval_tokens": 2546 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4579, + "estimated_input_tokens": 1145, + "estimated_eval_tokens": 2546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same FA2 long-context performance regression under issue #46693 and overlap in the flash-attention utility path, with 47215 appearing to be the broader follow-up to the narrower 46696 fix.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47215 is the better canonical representative: it directly targets the FA2 long-context perf regression, touches the relevant flash-attention path, and includes broader coverage/tests/benchmarking beyond the minimal fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #47215 is the strongest overall PR to keep because it is the more comprehensive fix for the regression and covers the main code path more completely than the smaller, earlier patch in #46696.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46696", + "right": "pull_request:47215", + "accept": true, + "reason": "Accept: both PRs are aimed at the same underlying FA2 long-context performance regression in the flash-attention code path and share the same issue target; #47215 looks like the broader version of the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46773-2", + "nodes": [ + "pull_request:46773", + "pull_request:47087" + ], + "soft_pairs": [ + "pull_request:46773|pull_request:47087" + ], + "prepared_review_unit_hash": "9d890e8cfd6af23d7551e602ceadf646a1d4e7fffa530d967bb605cdc5fb5cca", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5433, + "estimated_input_tokens": 1359, + "estimated_eval_tokens": 2974 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5433, + "estimated_input_tokens": 1359, + "estimated_eval_tokens": 2974 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related thematically around padding-mask handling, but they fix different bugs in different code paths: one is a model-specific batch-size-1 masking bug in linear-attention models, the other is a recurrent-mask skip bug during continued forwards/cache continuation.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47087 is the cleaner representative of the masking-utils/recurrent-forward bug, with a focused fix, explicit issue target, and aligned tests.", + "best_issue_reason": null, + "best_pr_reason": "PR 47087 is the strongest standalone PR in this pair because it addresses one concrete masking path with a tighter scope and clearer problem statement; PR 46773 is broader and model-specific.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46773", + "right": "pull_request:47087", + "accept": false, + "reason": "Different underlying bugs: 46773 fixes padding-mask application being skipped for batch size 1 in linear-attention model forwards, while 47087 fixes recurrent padding masks being skipped on continued forwards/chunked prefill/cache continuation. They share a general theme but not the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 34, + "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-47074-3", + "nodes": [ + "pull_request:47074", + "pull_request:47076", + "pull_request:47195" + ], + "soft_pairs": [ + "pull_request:47074|pull_request:47076", + "pull_request:47074|pull_request:47195" + ], + "prepared_review_unit_hash": "4c889f0dface448e72fe4cc7114ce91a4f1aee7c23155784050cdfc4ad966e0d", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6433, + "estimated_input_tokens": 1609, + "estimated_eval_tokens": 3474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6433, + "estimated_input_tokens": 1609, + "estimated_eval_tokens": 3474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three different bug-fix PRs in adjacent areas of transformers, but they do not appear to fix the same underlying problem: one normalizes AnyToAnyPipeline multimodal keys, one validates Gemma4 audio/image placeholder batching, and one adjusts generation candidate length capping. The soft similarities are only broad multimodal/generation overlap.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 47074 is the clearest standalone representative of the set because it addresses a concrete pipeline bug with a minimal, well-scoped code change and explicit test updates; however, it is not a duplicate of the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47074", + "right": "pull_request:47076", + "accept": false, + "reason": "Different code paths and different bugs: AnyToAnyPipeline key normalization versus Gemma4 processor placeholder validation. They are not mergeable as one fix." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47195", + "accept": false, + "reason": "Different subsystems and failure modes: multimodal pipeline input keys versus generation candidate decoding length capping. Shared ML context is too broad to treat 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": 30, + "component_count": 34, + "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-47105-2", + "nodes": [ + "pull_request:47105", + "pull_request:47129" + ], + "soft_pairs": [ + "pull_request:47105|pull_request:47129" + ], + "prepared_review_unit_hash": "a1e84b775edeaeded9ed15c758fac29d2bcb5d1ee6c4340b93f4d2b38908d276", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4182, + "estimated_input_tokens": 1046, + "estimated_eval_tokens": 2348 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4182, + "estimated_input_tokens": 1046, + "estimated_eval_tokens": 2348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are only loosely similar at a high level: one re-enables a VITS test after adjusting expectations, while the other fixes an RT-DETR v2 weight-conversion path. They touch different models, different files, and different kinds of changes, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47129 is the more substantive fix: it changes the RT-DETR v2 converter logic for current model keys. PR #47105 is mainly a test update/re-enable for a separate VITS model path.", + "best_issue_reason": null, + "best_pr_reason": "PR #47129 is the best representative of the cluster because it addresses an actual code-path bug rather than only updating tests, and its scope is clearer as the primary fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47105", + "right": "pull_request:47129", + "accept": false, + "reason": "Different model families and different failure modes: VITS test expectation changes versus RT-DETR v2 converter key handling. They do not appear to fix the same underlying bug or be mergeable 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": 31, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47122-10", + "nodes": [ + "pull_request:47122", + "pull_request:47123", + "pull_request:47124", + "pull_request:47150", + "pull_request:47224", + "pull_request:47266", + "pull_request:47280", + "pull_request:47281", + "pull_request:47282", + "pull_request:47310" + ], + "soft_pairs": [ + "pull_request:47122|pull_request:47281", + "pull_request:47122|pull_request:47123", + "pull_request:47122|pull_request:47280", + "pull_request:47122|pull_request:47310", + "pull_request:47122|pull_request:47224", + "pull_request:47123|pull_request:47280", + "pull_request:47123|pull_request:47266", + "pull_request:47123|pull_request:47281", + "pull_request:47123|pull_request:47124", + "pull_request:47124|pull_request:47310", + "pull_request:47124|pull_request:47150", + "pull_request:47124|pull_request:47282", + "pull_request:47124|pull_request:47281", + "pull_request:47150|pull_request:47310", + "pull_request:47150|pull_request:47280", + "pull_request:47150|pull_request:47282", + "pull_request:47150|pull_request:47281", + "pull_request:47150|pull_request:47224", + "pull_request:47266|pull_request:47280", + "pull_request:47266|pull_request:47281", + "pull_request:47124|pull_request:47266", + "pull_request:47266|pull_request:47310", + "pull_request:47280|pull_request:47281", + "pull_request:47280|pull_request:47310", + "pull_request:47281|pull_request:47282", + "pull_request:47282|pull_request:47310", + "pull_request:47280|pull_request:47282" + ], + "prepared_review_unit_hash": "5dcd99555f549f44cbced563bbe6bd77a03bc4d09b68868aeb690df6e2ead61d", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 27, + "serialized_chars": 29374, + "estimated_input_tokens": 7344, + "estimated_eval_tokens": 14944 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 27, + "serialized_chars": 29374, + "estimated_input_tokens": 7344, + "estimated_eval_tokens": 14944 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not one duplicate set; it is a mix of unrelated, model-specific integration-test fixes. The only true duplicate/superset relationships here are the Edgetam and Whisper fixes inside 47224, plus the same MiniMax-M3-VL offload workaround between 47123 and 47280. Cross-model pairs should stay rejected.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "47224 is the best umbrella representative because it bundles multiple Serge integration-test fixes and includes the concrete Edgetam and Whisper code-path patches that match smaller PRs, while the rest of the cluster is mostly separate model-specific fixes.", + "best_issue_reason": null, + "best_pr_reason": "47224 is the broadest single patch in the packet and best represents the cluster\u2019s integration-test sweep, even though most other PRs are not duplicates of it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47122", + "right": "pull_request:47281", + "accept": false, + "reason": "Different model and code path: Edgetam kwargs cleanup vs GLM46V refactor." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47123", + "accept": false, + "reason": "Different models and failures: Edgetam import_or_config kwargs issue vs MiniMax-M3-VL load_error/offload workaround." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47280", + "accept": false, + "reason": "Different model/code path: Edgetam backbone kwargs handling vs MiniMax-M3-VL offload setup." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47310", + "accept": false, + "reason": "Different model and bug: Edgetam processor kwargs cleanup vs Gemma3 generation-config behavior." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47224", + "accept": true, + "reason": "Same Edgetam bug: strip original_sizes before calling the backbone; 47224 includes the same fix." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47280", + "accept": true, + "reason": "Same MiniMax-M3-VL load_error/offload-folder workaround: both add a temporary offload folder for auto device_map loading." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47266", + "accept": false, + "reason": "Different models: MiniMax-M3-VL load_error/offload issue vs DeepSeekV32 load_error/offload issue." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47281", + "accept": false, + "reason": "Different model and code path: MiniMax-M3-VL loading workaround vs GLM46V refactor." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47124", + "accept": false, + "reason": "Different model and symptom: MiniMax-M3-VL load_error vs Falcon-Mamba output mismatch." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47310", + "accept": false, + "reason": "Different model and bug: Falcon-Mamba test expectation changes vs Gemma3 cache-implementation handling." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47150", + "accept": false, + "reason": "Different code paths and failures: Falcon-Mamba output mismatch vs Whisper generation max_length fix." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47282", + "accept": false, + "reason": "Different model bug: Falcon-Mamba output mismatch vs Mamba2 OOM/test adjustment." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47281", + "accept": false, + "reason": "Different model and code path: Falcon-Mamba test expectations vs GLM46V changes." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47310", + "accept": false, + "reason": "Different models and issues: Whisper generation length bug vs Gemma3 cache-implementation behavior." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47280", + "accept": false, + "reason": "Different model and bug: Whisper generation logic vs MiniMax-M3-VL load/offload workaround." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47282", + "accept": false, + "reason": "Different model/code path: Whisper generation fix vs Mamba2 OOM/test tuning." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47281", + "accept": false, + "reason": "Different model and bug: Whisper generation config fix vs GLM46V refactor." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47224", + "accept": true, + "reason": "Same Whisper bug: keep max_length aligned when conditioned on previous segments; 47224 carries the same patch." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47280", + "accept": false, + "reason": "Different models: DeepSeekV32 offload/load_error fix vs MiniMax-M3-VL offload/load_error fix." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47281", + "accept": false, + "reason": "Different model and code path: DeepSeekV32 load_error workaround vs GLM46V refactor." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47310", + "accept": false, + "reason": "Different model and symptom: DeepSeekV32 offload setup vs Gemma3 generation behavior." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and bugs: MiniMax-M3-VL load_error workaround vs GLM46V refactor." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47310", + "accept": false, + "reason": "Different model/code path: MiniMax-M3-VL load/offload fix vs Gemma3 cache behavior." + }, + { + "left": "pull_request:47281", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models and issues: GLM46V refactor vs Mamba2 OOM/test adjustment." + }, + { + "left": "pull_request:47282", + "right": "pull_request:47310", + "accept": false, + "reason": "Different model/code path: Mamba2 OOM/test tuning vs Gemma3 generation config fix." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models and failure modes: MiniMax-M3-VL load_error workaround vs Mamba2 OOM/test adjustment." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level summary is mostly grounded, but one soft-edge verdict is too broad: `pull_request:47123` and `pull_request:47266` are different models (`minimax_m3_vl` vs `deepseek_v32`) and should not be treated as the same bugfix. Likewise `pull_request:47266` and `pull_request:47280` are different model-specific load/offload fixes, not mergeable into one PR for the same issue. Please tighten the duplicate/superset claims to stay model-specific and keep cross-model pairs rejected unless the packet shows the same code path or bug." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 34, + "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-47140-2", + "nodes": [ + "pull_request:47140", + "pull_request:47303" + ], + "soft_pairs": [ + "pull_request:47140|pull_request:47303" + ], + "prepared_review_unit_hash": "b43303c2fc3c8eb22da57b5d047f4453c3f5b173244a29ac099a9bc9cfaf68b3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about chat CLI management URLs when the model server is mounted under a `/v1`-style base, but they address the problem at different scopes and with different implementation paths. They are related, but not close enough to treat as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "47303 is the better cluster representative: its title and diff describe the broader service-root routing fix directly, while 47140 is a narrower `/v1` base-URL normalization variant in the constructor.", + "best_issue_reason": null, + "best_pr_reason": "47303 is the strongest overall PR for this cluster because it cleanly captures the general management-root routing problem and makes the URL handling explicit in the request path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47140", + "right": "pull_request:47303", + "accept": false, + "reason": "Same subsystem and similar goal, but the PRs fix the URL handling in different ways and at different scopes; they do not clearly patch the exact same concrete code-path bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 34, + "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-47165-2", + "nodes": [ + "pull_request:47165", + "pull_request:47289" + ], + "soft_pairs": [ + "pull_request:47165|pull_request:47289" + ], + "prepared_review_unit_hash": "f199776a6104877dc81ce688b6ee02990bb633b84d4dc1b8cb4bed6fc5ab47f2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5904, + "estimated_input_tokens": 1476, + "estimated_eval_tokens": 3208 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5904, + "estimated_input_tokens": 1476, + "estimated_eval_tokens": 3208 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are both about distributed features, but they address different code paths: one adds FSDP plans to many model classes, while the other implements pipeline-parallel native inference and related test/marker plumbing. They are related by theme only, not by duplicate functionality.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 47289 is the better representative of the cluster because it is a broader, more cohesive infrastructure change spanning core distributed loading/runtime code and tests. PR 47165 is a separate model-metadata change for FSDP plans and does not look like the same underlying feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47165", + "right": "pull_request:47289", + "accept": false, + "reason": "Different changes: 47165 adds _fsdp_plan entries to model classes, while 47289 implements pipeline parallel native inference and marker/test plumbing. They share only a broad distributed-training theme, not the same concrete code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 34, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47261-2", + "nodes": [ + "pull_request:47261", + "pull_request:47262" + ], + "soft_pairs": [ + "pull_request:47261|pull_request:47262" + ], + "prepared_review_unit_hash": "ef069c0ef5b94a79370fa567f1520ff6d89f0b022615fddf73a12dc6e1a44866", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4419, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4419, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are unrelated: one fixes loss scaling with label smoothing during gradient accumulation, the other adds/enforces `min_tokens_to_keep` in `TopHLogitsWarper`. They touch different code paths and are not plausible duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47261 is the more concrete bug fix and has an explicit issue link; if a representative is needed, it is the better anchor for this cluster, though it is not a duplicate of #47262.", + "best_issue_reason": null, + "best_pr_reason": "PR #47261 is the stronger standalone fix: it addresses a specific training correctness bug, has a linked issue, and is better scoped than #47262 for representative triage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47261", + "right": "pull_request:47262", + "accept": false, + "reason": "Different features and subsystems: Trainer loss scaling vs generation logits warping. No shared concrete code-path problem, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260714T060029Z/analysis-runs/hybrid-model-20260714t060029z/manifest.json b/snapshots/20260714T060029Z/analysis-runs/hybrid-model-20260714t060029z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..5daf88844352fb20a87a44b614fedd16c2120553 --- /dev/null +++ b/snapshots/20260714T060029Z/analysis-runs/hybrid-model-20260714t060029z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260714t060029z", + "artifacts": { + "hybrid": "snapshots/20260714T060029Z/analysis-runs/hybrid-model-20260714t060029z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260714T060029Z/analysis-runs/hybrid-model-20260714t060029z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-14T06:12:55Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260714T060029Z", + "variant": "hybrid" +} diff --git a/snapshots/20260714T060029Z/manifest.json b/snapshots/20260714T060029Z/manifest.json index c7f7875c64656f8151b450e1dd9434c7933cbde2..ffda290c9ac6c99eb9fb8fc9488ead1ebfe15c01 100644 --- a/snapshots/20260714T060029Z/manifest.json +++ b/snapshots/20260714T060029Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 449 }, "extracted_at": "2026-07-14T06:00:29Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260714t060029z", + "runs": { + "hybrid-model-20260714t060029z": { + "analysis_id": "hybrid-model-20260714t060029z", + "artifacts": { + "hybrid": "snapshots/20260714T060029Z/analysis-runs/hybrid-model-20260714t060029z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260714T060029Z/analysis-runs/hybrid-model-20260714t060029z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260714T060029Z/analysis-runs/hybrid-model-20260714t060029z/manifest.json", + "model": null, + "published_at": "2026-07-14T06:12:55Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260714T060029Z", "watermark": {