diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 4d857172665091410d9538a67887525705419cbc..c744ea485e645aa7269411427c22ebcc42b7f1aa 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260710T000031Z", - "generated_at": "2026-07-10T00:11:40Z", + "snapshot_id": "20260710T060821Z", + "generated_at": "2026-07-10T06:19:23Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1050,447 +1050,331 @@ ] }, { - "cluster_id": "cluster-41211-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", + "cluster_id": "cluster-46894-8", + "summary": "Cluster of 3 issues and 5 PRs centered on issue #46894.", "status": "open", - "confidence": 0.55, - "canonical_issue_number": 41211, - "canonical_pr_number": 44339, + "confidence": 0.8, + "canonical_issue_number": 46894, + "canonical_pr_number": 46903, "issue_numbers": [ - 41211 + 46894, + 46897, + 46901 ], "pr_numbers": [ - 41356, - 44339 + 46895, + 46903, + 46958, + 47090, + 47235 ], "evidence_types": [ - "closing_reference" + "closing_reference", + "shared_issue_target", + "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 41356, - "right_pr_number": 44339, - "code_similarity": 0.155, - "size_similarity": 0.094, - "file_overlap": 0.273, - "area_overlap": 0.078, - "patch_similarity": 0.183, + "left_pr_number": 46895, + "right_pr_number": 46903, + "code_similarity": 0.533, + "size_similarity": 0.404, + "file_overlap": 0.333, + "area_overlap": 0.933, + "patch_similarity": 0.17, "shared_filenames": [ - "docs/source/en/model_doc/deimv2.md", - "src/transformers/models/deimv2/__init__.py", - "src/transformers/models/deimv2/configuration_deimv2.py", - "src/transformers/models/deimv2/modeling_deimv2.py", - "tests/models/deimv2/__init__.py", - "tests/models/deimv2/test_modeling_deimv2.py" + "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "src/transformers/models/cohere_asr/modular_cohere_asr.py" ], "shared_file_areas": [ { - "filename": "docs/source/en/model_doc/deimv2.md", + "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", "left_ranges": [ [ - 1, - 132 + 637, + 650 ] ], "right_ranges": [ [ - 1, - 65 + 637, + 651 ] ] }, { - "filename": "src/transformers/models/deimv2/__init__.py", + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", "left_ranges": [ [ - 1, - 15 + 500, + 513 ] ], "right_ranges": [ [ - 1, - 29 + 500, + 514 + ] + ] + } + ] + }, + { + "left_pr_number": 46895, + "right_pr_number": 46958, + "code_similarity": 0.779, + "size_similarity": 0.915, + "file_overlap": 1.0, + "area_overlap": 0.5, + "patch_similarity": 0.81, + "shared_filenames": [ + "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "tests/models/cohere_asr/test_modeling_cohere_asr.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "left_ranges": [ + [ + 637, + 650 + ] + ], + "right_ranges": [ + [ + 22, + 28 + ], + [ + 638, + 645 ] ] }, { - "filename": "src/transformers/models/deimv2/configuration_deimv2.py", + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", "left_ranges": [ [ - 1, - 74 + 500, + 513 ] ], "right_ranges": [ [ - 1, - 266 + 16, + 22 + ], + [ + 501, + 508 ] ] }, { - "filename": "tests/models/deimv2/test_modeling_deimv2.py", + "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", "left_ranges": [ [ - 1, - 15 + 35, + 41 + ], + [ + 176, + 214 ] ], "right_ranges": [ [ - 1, - 1734 + 15, + 21 + ], + [ + 180, + 221 ] ] } ] - } - ] - }, - { - "cluster_id": "cluster-46376-5", - "summary": "Cluster of 5 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 46836, - "issue_numbers": [], - "pr_numbers": [ - 46376, - 46509, - 46836, - 47143, - 47163 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 46376, - "right_pr_number": 46509, - "code_similarity": 0.152, - "size_similarity": 0.627, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.176, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46376, - "right_pr_number": 46836, - "code_similarity": 0.071, - "size_similarity": 0.224, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.176, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46376, - "right_pr_number": 47143, - "code_similarity": 0.104, - "size_similarity": 0.431, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.121, - "shared_filenames": [], - "shared_file_areas": [] }, { - "left_pr_number": 46376, - "right_pr_number": 47163, - "code_similarity": 0.009, - "size_similarity": 0.022, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.028, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46509, - "right_pr_number": 46836, - "code_similarity": 0.119, - "size_similarity": 0.358, - "file_overlap": 0.056, - "area_overlap": 0.0, - "patch_similarity": 0.203, + "left_pr_number": 46895, + "right_pr_number": 47090, + "code_similarity": 0.819, + "size_similarity": 0.932, + "file_overlap": 1.0, + "area_overlap": 0.783, + "patch_similarity": 0.389, "shared_filenames": [ - "src/transformers/models/auto/auto_mappings.py", - "src/transformers/models/auto/modeling_auto.py" + "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "tests/models/cohere_asr/test_modeling_cohere_asr.py" ], "shared_file_areas": [ { - "filename": "src/transformers/models/auto/auto_mappings.py", + "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", "left_ranges": [ [ - 412, - 418 - ], - [ - 1071, - 1077 - ], - [ - 1199, - 1205 + 637, + 650 ] ], "right_ranges": [ [ 637, - 647 - ], - [ - 919, - 928 - ], - [ - 1130, - 1136 - ], - [ - 1260, - 1266 + 649 ] ] }, { - "filename": "src/transformers/models/auto/modeling_auto.py", + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", "left_ranges": [ [ - 1092, - 1098 + 500, + 513 ] ], "right_ranges": [ [ - 509, - 515 + 500, + 512 + ] + ] + }, + { + "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", + "left_ranges": [ + [ + 35, + 41 ], [ - 1119, - 1125 + 176, + 214 + ] + ], + "right_ranges": [ + [ + 175, + 222 ] ] } ] }, { - "left_pr_number": 46509, - "right_pr_number": 47143, - "code_similarity": 0.235, - "size_similarity": 0.687, - "file_overlap": 0.091, - "area_overlap": 0.143, - "patch_similarity": 0.135, + "left_pr_number": 46895, + "right_pr_number": 47235, + "code_similarity": 0.428, + "size_similarity": 0.341, + "file_overlap": 0.667, + "area_overlap": 0.381, + "patch_similarity": 0.176, "shared_filenames": [ - "src/transformers/models/auto/auto_mappings.py", - "src/transformers/models/auto/modeling_auto.py" + "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "src/transformers/models/cohere_asr/modular_cohere_asr.py" ], "shared_file_areas": [ { - "filename": "src/transformers/models/auto/auto_mappings.py", + "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", "left_ranges": [ [ - 412, - 418 - ], - [ - 1071, - 1077 - ], - [ - 1199, - 1205 + 637, + 650 ] ], "right_ranges": [ [ - 412, - 418 + 22, + 28 ], [ - 975, - 981 + 638, + 645 ] ] }, { - "filename": "src/transformers/models/auto/modeling_auto.py", + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", "left_ranges": [ [ - 1092, - 1098 + 500, + 513 ] ], "right_ranges": [ [ - 348, - 354 + 16, + 22 ], [ - 1960, - 1966 + 501, + 508 ] ] } ] }, { - "left_pr_number": 46509, - "right_pr_number": 47163, - "code_similarity": 0.006, - "size_similarity": 0.014, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.024, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46836, - "right_pr_number": 47143, - "code_similarity": 0.156, - "size_similarity": 0.52, - "file_overlap": 0.077, - "area_overlap": 0.0, - "patch_similarity": 0.191, + "left_pr_number": 46903, + "right_pr_number": 46958, + "code_similarity": 0.325, + "size_similarity": 0.369, + "file_overlap": 0.333, + "area_overlap": 0.364, + "patch_similarity": 0.156, "shared_filenames": [ - "src/transformers/models/__init__.py", - "src/transformers/models/auto/auto_mappings.py", - "src/transformers/models/auto/modeling_auto.py" + "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "src/transformers/models/cohere_asr/modular_cohere_asr.py" ], "shared_file_areas": [ { - "filename": "src/transformers/models/__init__.py", - "left_ranges": [ - [ - 453, - 459 - ] - ], - "right_ranges": [ - [ - 305, - 311 - ] - ] - }, - { - "filename": "src/transformers/models/auto/auto_mappings.py", + "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", "left_ranges": [ [ 637, - 647 - ], - [ - 919, - 928 - ], - [ - 1130, - 1136 - ], - [ - 1260, - 1266 + 651 ] ], "right_ranges": [ [ - 412, - 418 + 22, + 28 ], [ - 975, - 981 + 638, + 645 ] ] }, { - "filename": "src/transformers/models/auto/modeling_auto.py", + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", "left_ranges": [ [ - 509, - 515 - ], - [ - 1119, - 1125 + 500, + 514 ] ], "right_ranges": [ [ - 348, - 354 + 16, + 22 ], [ - 1960, - 1966 + 501, + 508 ] ] } ] }, { - "left_pr_number": 46836, - "right_pr_number": 47163, - "code_similarity": 0.004, - "size_similarity": 0.005, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.021, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47143, - "right_pr_number": 47163, - "code_similarity": 0.004, - "size_similarity": 0.01, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.013, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, - { - "cluster_id": "cluster-46894-5", - "summary": "Cluster of 1 issues and 4 PRs centered on issue #46894.", - "status": "open", - "confidence": 0.8, - "canonical_issue_number": 46894, - "canonical_pr_number": 46903, - "issue_numbers": [ - 46894 - ], - "pr_numbers": [ - 46895, - 46903, - 46958, - 47090 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target", - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 46895, - "right_pr_number": 46903, - "code_similarity": 0.533, - "size_similarity": 0.404, + "left_pr_number": 46903, + "right_pr_number": 47090, + "code_similarity": 0.519, + "size_similarity": 0.433, "file_overlap": 0.333, - "area_overlap": 0.933, - "patch_similarity": 0.17, + "area_overlap": 0.867, + "patch_similarity": 0.192, "shared_filenames": [ "src/transformers/models/cohere_asr/modeling_cohere_asr.py", "src/transformers/models/cohere_asr/modular_cohere_asr.py" @@ -1501,13 +1385,13 @@ "left_ranges": [ [ 637, - 650 + 651 ] ], "right_ranges": [ [ 637, - 651 + 649 ] ] }, @@ -1516,30 +1400,29 @@ "left_ranges": [ [ 500, - 513 + 514 ] ], "right_ranges": [ [ 500, - 514 + 512 ] ] } ] }, { - "left_pr_number": 46895, - "right_pr_number": 46958, - "code_similarity": 0.779, - "size_similarity": 0.915, - "file_overlap": 1.0, - "area_overlap": 0.5, - "patch_similarity": 0.81, + "left_pr_number": 46903, + "right_pr_number": 47235, + "code_similarity": 0.283, + "size_similarity": 0.138, + "file_overlap": 0.4, + "area_overlap": 0.364, + "patch_similarity": 0.057, "shared_filenames": [ "src/transformers/models/cohere_asr/modeling_cohere_asr.py", - "src/transformers/models/cohere_asr/modular_cohere_asr.py", - "tests/models/cohere_asr/test_modeling_cohere_asr.py" + "src/transformers/models/cohere_asr/modular_cohere_asr.py" ], "shared_file_areas": [ { @@ -1547,7 +1430,7 @@ "left_ranges": [ [ 637, - 650 + 651 ] ], "right_ranges": [ @@ -1566,7 +1449,7 @@ "left_ranges": [ [ 500, - 513 + 514 ] ], "right_ranges": [ @@ -1579,40 +1462,17 @@ 508 ] ] - }, - { - "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", - "left_ranges": [ - [ - 35, - 41 - ], - [ - 176, - 214 - ] - ], - "right_ranges": [ - [ - 15, - 21 - ], - [ - 180, - 221 - ] - ] } ] }, { - "left_pr_number": 46895, + "left_pr_number": 46958, "right_pr_number": 47090, - "code_similarity": 0.819, - "size_similarity": 0.932, + "code_similarity": 0.742, + "size_similarity": 0.852, "file_overlap": 1.0, - "area_overlap": 0.783, - "patch_similarity": 0.389, + "area_overlap": 0.611, + "patch_similarity": 0.387, "shared_filenames": [ "src/transformers/models/cohere_asr/modeling_cohere_asr.py", "src/transformers/models/cohere_asr/modular_cohere_asr.py", @@ -1623,8 +1483,12 @@ "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", "left_ranges": [ [ - 637, - 650 + 22, + 28 + ], + [ + 638, + 645 ] ], "right_ranges": [ @@ -1638,8 +1502,12 @@ "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", "left_ranges": [ [ - 500, - 513 + 16, + 22 + ], + [ + 501, + 508 ] ], "right_ranges": [ @@ -1653,12 +1521,12 @@ "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", "left_ranges": [ [ - 35, - 41 + 15, + 21 ], [ - 176, - 214 + 180, + 221 ] ], "right_ranges": [ @@ -1671,13 +1539,13 @@ ] }, { - "left_pr_number": 46903, - "right_pr_number": 46958, - "code_similarity": 0.325, - "size_similarity": 0.369, - "file_overlap": 0.333, - "area_overlap": 0.364, - "patch_similarity": 0.156, + "left_pr_number": 46958, + "right_pr_number": 47235, + "code_similarity": 0.655, + "size_similarity": 0.373, + "file_overlap": 0.667, + "area_overlap": 1.0, + "patch_similarity": 0.2, "shared_filenames": [ "src/transformers/models/cohere_asr/modeling_cohere_asr.py", "src/transformers/models/cohere_asr/modular_cohere_asr.py" @@ -1687,8 +1555,12 @@ "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", "left_ranges": [ [ - 637, - 651 + 22, + 28 + ], + [ + 638, + 645 ] ], "right_ranges": [ @@ -1706,8 +1578,12 @@ "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", "left_ranges": [ [ - 500, - 514 + 16, + 22 + ], + [ + 501, + 508 ] ], "right_ranges": [ @@ -1724,13 +1600,13 @@ ] }, { - "left_pr_number": 46903, - "right_pr_number": 47090, - "code_similarity": 0.519, - "size_similarity": 0.433, - "file_overlap": 0.333, - "area_overlap": 0.867, - "patch_similarity": 0.192, + "left_pr_number": 47090, + "right_pr_number": 47235, + "code_similarity": 0.419, + "size_similarity": 0.318, + "file_overlap": 0.667, + "area_overlap": 0.4, + "patch_similarity": 0.102, "shared_filenames": [ "src/transformers/models/cohere_asr/modeling_cohere_asr.py", "src/transformers/models/cohere_asr/modular_cohere_asr.py" @@ -1739,52 +1615,12 @@ { "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", "left_ranges": [ - [ - 637, - 651 - ] - ], - "right_ranges": [ [ 637, 649 ] - ] - }, - { - "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", - "left_ranges": [ - [ - 500, - 514 - ] ], "right_ranges": [ - [ - 500, - 512 - ] - ] - } - ] - }, - { - "left_pr_number": 46958, - "right_pr_number": 47090, - "code_similarity": 0.742, - "size_similarity": 0.852, - "file_overlap": 1.0, - "area_overlap": 0.611, - "patch_similarity": 0.387, - "shared_filenames": [ - "src/transformers/models/cohere_asr/modeling_cohere_asr.py", - "src/transformers/models/cohere_asr/modular_cohere_asr.py", - "tests/models/cohere_asr/test_modeling_cohere_asr.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", - "left_ranges": [ [ 22, 28 @@ -1793,17 +1629,17 @@ 638, 645 ] - ], - "right_ranges": [ - [ - 637, - 649 - ] ] }, { "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", "left_ranges": [ + [ + 500, + 512 + ] + ], + "right_ranges": [ [ 16, 22 @@ -1812,30 +1648,104 @@ 501, 508 ] - ], - "right_ranges": [ - [ - 500, - 512 - ] ] - }, - { - "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", - "left_ranges": [ + } + ] + } + ] + }, + { + "cluster_id": "cluster-41211-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 41211, + "canonical_pr_number": 44339, + "issue_numbers": [ + 41211 + ], + "pr_numbers": [ + 41356, + 44339 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 41356, + "right_pr_number": 44339, + "code_similarity": 0.155, + "size_similarity": 0.094, + "file_overlap": 0.273, + "area_overlap": 0.078, + "patch_similarity": 0.183, + "shared_filenames": [ + "docs/source/en/model_doc/deimv2.md", + "src/transformers/models/deimv2/__init__.py", + "src/transformers/models/deimv2/configuration_deimv2.py", + "src/transformers/models/deimv2/modeling_deimv2.py", + "tests/models/deimv2/__init__.py", + "tests/models/deimv2/test_modeling_deimv2.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/model_doc/deimv2.md", + "left_ranges": [ [ - 15, - 21 - ], + 1, + 132 + ] + ], + "right_ranges": [ [ - 180, - 221 + 1, + 65 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/__init__.py", + "left_ranges": [ + [ + 1, + 15 ] ], "right_ranges": [ [ - 175, - 222 + 1, + 29 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/configuration_deimv2.py", + "left_ranges": [ + [ + 1, + 74 + ] + ], + "right_ranges": [ + [ + 1, + 266 + ] + ] + }, + { + "filename": "tests/models/deimv2/test_modeling_deimv2.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 1734 ] ] } @@ -1843,6 +1753,35 @@ } ] }, + { + "cluster_id": "cluster-43451-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 43451, + "issue_numbers": [], + "pr_numbers": [ + 43451, + 47237 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43451, + "right_pr_number": 47237, + "code_similarity": 0.002, + "size_similarity": 0.003, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.01, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, { "cluster_id": "cluster-46693-4", "summary": "Cluster of 1 issues and 3 PRs centered on issue #46693.", @@ -1994,256 +1933,103 @@ ] }, { - "cluster_id": "cluster-43240-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", + "cluster_id": "cluster-46159-4", + "summary": "Cluster of 1 issues and 3 PRs centered on issue #46159.", "status": "open", - "confidence": 0.75, - "canonical_issue_number": 43240, - "canonical_pr_number": 43251, + "confidence": 0.55, + "canonical_issue_number": 46159, + "canonical_pr_number": 46174, "issue_numbers": [ - 43240 + 46159 ], "pr_numbers": [ - 43251, - 43254 + 46174, + 46780, + 47234 ], "evidence_types": [ - "closing_reference", - "shared_issue_target" + "closing_reference" ], "pr_comparisons": [ { - "left_pr_number": 43251, - "right_pr_number": 43254, - "code_similarity": 0.794, - "size_similarity": 0.64, + "left_pr_number": 46174, + "right_pr_number": 46780, + "code_similarity": 0.841, + "size_similarity": 0.87, "file_overlap": 1.0, - "area_overlap": 0.667, - "patch_similarity": 0.882, + "area_overlap": 0.767, + "patch_similarity": 0.657, "shared_filenames": [ - "src/transformers/loss/loss_utils.py" + "src/transformers/models/aimv2/modeling_aimv2.py", + "src/transformers/models/d_fine/modeling_d_fine.py", + "src/transformers/models/deimv2/modeling_deimv2.py", + "src/transformers/models/pp_doclayout_v2/modeling_pp_doclayout_v2.py", + "src/transformers/models/pp_doclayout_v3/modeling_pp_doclayout_v3.py", + "src/transformers/models/rt_detr/modeling_rt_detr.py", + "src/transformers/models/rt_detr_v2/modeling_rt_detr_v2.py", + "src/transformers/models/vit_mae/modeling_vit_mae.py", + "src/transformers/models/vit_mae/modular_vit_mae.py" ], "shared_file_areas": [ { - "filename": "src/transformers/loss/loss_utils.py", + "filename": "src/transformers/models/aimv2/modeling_aimv2.py", "left_ranges": [ [ - 30, - 50 + 134, + 141 + ], + [ + 144, + 154 + ], + [ + 157, + 165 ] ], "right_ranges": [ [ - 30, - 43 + 134, + 140 + ], + [ + 143, + 153 + ], + [ + 156, + 162 ] ] - } - ] - } - ] - }, - { - "cluster_id": "cluster-45647-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #45647.", - "status": "open", - "confidence": 0.75, - "canonical_issue_number": 45647, - "canonical_pr_number": 45738, - "issue_numbers": [ - 45647 - ], - "pr_numbers": [ - 45737, - 45738 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target" - ], - "pr_comparisons": [ - { - "left_pr_number": 45737, - "right_pr_number": 45738, - "code_similarity": 0.526, - "size_similarity": 0.11, - "file_overlap": 0.5, - "area_overlap": 1.0, - "patch_similarity": 0.024, - "shared_filenames": [ - "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py" - ], - "shared_file_areas": [ + }, { - "filename": "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py", + "filename": "src/transformers/models/d_fine/modeling_d_fine.py", "left_ranges": [ [ - 491, - 497 + 631, + 638 + ], + [ + 641, + 651 + ], + [ + 654, + 662 ] ], "right_ranges": [ [ - 491, - 497 - ] - ] - } - ] - } - ] - }, - { - "cluster_id": "cluster-46869-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #46869.", - "status": "open", - "confidence": 0.75, - "canonical_issue_number": 46869, - "canonical_pr_number": 46886, - "issue_numbers": [ - 46869 - ], - "pr_numbers": [ - 46886, - 46922 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target" - ], - "pr_comparisons": [ - { - "left_pr_number": 46886, - "right_pr_number": 46922, - "code_similarity": 0.711, - "size_similarity": 0.857, - "file_overlap": 1.0, - "area_overlap": 0.5, - "patch_similarity": 0.429, - "shared_filenames": [ - "src/transformers/models/yolos/modeling_yolos.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/yolos/modeling_yolos.py", - "left_ranges": [ - [ - 446, - 452 - ] - ], - "right_ranges": [ - [ - 434, - 440 - ], - [ - 446, - 452 - ] - ] - } - ] - } - ] - }, - { - "cluster_id": "cluster-46159-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #46159.", - "status": "open", - "confidence": 0.55, - "canonical_issue_number": 46159, - "canonical_pr_number": 46174, - "issue_numbers": [ - 46159 - ], - "pr_numbers": [ - 46174, - 46780 - ], - "evidence_types": [ - "closing_reference" - ], - "pr_comparisons": [ - { - "left_pr_number": 46174, - "right_pr_number": 46780, - "code_similarity": 0.841, - "size_similarity": 0.87, - "file_overlap": 1.0, - "area_overlap": 0.767, - "patch_similarity": 0.657, - "shared_filenames": [ - "src/transformers/models/aimv2/modeling_aimv2.py", - "src/transformers/models/d_fine/modeling_d_fine.py", - "src/transformers/models/deimv2/modeling_deimv2.py", - "src/transformers/models/pp_doclayout_v2/modeling_pp_doclayout_v2.py", - "src/transformers/models/pp_doclayout_v3/modeling_pp_doclayout_v3.py", - "src/transformers/models/rt_detr/modeling_rt_detr.py", - "src/transformers/models/rt_detr_v2/modeling_rt_detr_v2.py", - "src/transformers/models/vit_mae/modeling_vit_mae.py", - "src/transformers/models/vit_mae/modular_vit_mae.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/aimv2/modeling_aimv2.py", - "left_ranges": [ - [ - 134, - 141 - ], - [ - 144, - 154 - ], - [ - 157, - 165 - ] - ], - "right_ranges": [ - [ - 134, - 140 - ], - [ - 143, - 153 - ], - [ - 156, - 162 - ] - ] - }, - { - "filename": "src/transformers/models/d_fine/modeling_d_fine.py", - "left_ranges": [ - [ - 631, - 638 - ], - [ - 641, - 651 - ], - [ - 654, - 662 - ] - ], - "right_ranges": [ - [ - 631, - 637 - ], - [ - 640, - 650 - ], - [ - 653, - 659 + 631, + 637 + ], + [ + 640, + 650 + ], + [ + 653, + 659 ] ] }, @@ -2465,105 +2251,296 @@ ] } ] - } - ] - }, - { - "cluster_id": "cluster-45561-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", - "status": "open", - "confidence": 0.8, - "canonical_issue_number": 45561, - "canonical_pr_number": 45645, - "issue_numbers": [ - 45561 - ], - "pr_numbers": [ - 45639, - 45645 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target", - "soft_similarity" - ], - "pr_comparisons": [ + }, { - "left_pr_number": 45639, - "right_pr_number": 45645, - "code_similarity": 0.721, - "size_similarity": 0.973, - "file_overlap": 0.75, - "area_overlap": 0.563, - "patch_similarity": 0.696, + "left_pr_number": 46174, + "right_pr_number": 47234, + "code_similarity": 0.556, + "size_similarity": 0.386, + "file_overlap": 0.444, + "area_overlap": 0.696, + "patch_similarity": 0.676, "shared_filenames": [ - "src/transformers/testing_utils.py", - "tests/utils/test_testing_utils.py", - "utils/notification_service.py" + "src/transformers/models/rt_detr/modeling_rt_detr.py", + "src/transformers/models/rt_detr_v2/modeling_rt_detr_v2.py", + "src/transformers/models/vit_mae/modeling_vit_mae.py", + "src/transformers/models/vit_mae/modular_vit_mae.py" ], "shared_file_areas": [ { - "filename": "src/transformers/testing_utils.py", + "filename": "src/transformers/models/rt_detr/modeling_rt_detr.py", "left_ranges": [ [ - 3611, - 3618 + 847, + 854 ], [ - 3835, - 3869 + 857, + 867 + ], + [ + 870, + 878 ] ], "right_ranges": [ [ - 3525, - 3558 + 847, + 853 ], [ - 3782, - 3788 + 856, + 866 + ], + [ + 869, + 875 ] ] }, { - "filename": "tests/utils/test_testing_utils.py", + "filename": "src/transformers/models/rt_detr_v2/modeling_rt_detr_v2.py", "left_ranges": [ [ - 1, - 144 + 976, + 983 + ], + [ + 986, + 996 + ], + [ + 999, + 1007 ] ], "right_ranges": [ [ - 1, - 114 + 973, + 979 + ], + [ + 982, + 992 + ], + [ + 995, + 1001 ] ] }, { - "filename": "utils/notification_service.py", + "filename": "src/transformers/models/vit_mae/modeling_vit_mae.py", "left_ranges": [ [ - 935, - 967 + 152, + 159 + ], + [ + 162, + 172 + ], + [ + 175, + 183 ] ], "right_ranges": [ [ - 935, - 967 + 152, + 158 + ], + [ + 161, + 171 + ], + [ + 174, + 180 ] ] - } + }, + { + "filename": "src/transformers/models/vit_mae/modular_vit_mae.py", + "left_ranges": [ + [ + 62, + 69 + ], + [ + 72, + 82 + ], + [ + 85, + 93 + ] + ], + "right_ranges": [ + [ + 62, + 68 + ], + [ + 71, + 81 + ], + [ + 84, + 90 + ] + ] + } + ] + }, + { + "left_pr_number": 46780, + "right_pr_number": 47234, + "code_similarity": 0.651, + "size_similarity": 0.444, + "file_overlap": 0.444, + "area_overlap": 0.869, + "patch_similarity": 0.828, + "shared_filenames": [ + "src/transformers/models/rt_detr/modeling_rt_detr.py", + "src/transformers/models/rt_detr_v2/modeling_rt_detr_v2.py", + "src/transformers/models/vit_mae/modeling_vit_mae.py", + "src/transformers/models/vit_mae/modular_vit_mae.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/rt_detr/modeling_rt_detr.py", + "left_ranges": [ + [ + 847, + 853 + ], + [ + 856, + 866 + ], + [ + 869, + 875 + ] + ], + "right_ranges": [ + [ + 847, + 853 + ], + [ + 856, + 866 + ], + [ + 869, + 875 + ] + ] + }, + { + "filename": "src/transformers/models/rt_detr_v2/modeling_rt_detr_v2.py", + "left_ranges": [ + [ + 976, + 982 + ], + [ + 985, + 995 + ], + [ + 998, + 1004 + ] + ], + "right_ranges": [ + [ + 973, + 979 + ], + [ + 982, + 992 + ], + [ + 995, + 1001 + ] + ] + }, + { + "filename": "src/transformers/models/vit_mae/modeling_vit_mae.py", + "left_ranges": [ + [ + 152, + 158 + ], + [ + 161, + 171 + ], + [ + 174, + 180 + ] + ], + "right_ranges": [ + [ + 152, + 158 + ], + [ + 161, + 171 + ], + [ + 174, + 180 + ] + ] + }, + { + "filename": "src/transformers/models/vit_mae/modular_vit_mae.py", + "left_ranges": [ + [ + 62, + 68 + ], + [ + 71, + 81 + ], + [ + 84, + 90 + ] + ], + "right_ranges": [ + [ + 62, + 68 + ], + [ + 71, + 81 + ], + [ + 84, + 90 + ] + ] + } ] } ] }, { - "cluster_id": "cluster-46821-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #46821.", + "cluster_id": "cluster-46821-4", + "summary": "Cluster of 1 issues and 3 PRs centered on issue #46821.", "status": "open", - "confidence": 0.55, + "confidence": 0.8, "canonical_issue_number": 46821, "canonical_pr_number": 46834, "issue_numbers": [ @@ -2571,10 +2548,13 @@ ], "pr_numbers": [ 46834, - 47223 + 47223, + 47229 ], "evidence_types": [ - "closing_reference" + "closing_reference", + "shared_issue_target", + "soft_similarity" ], "pr_comparisons": [ { @@ -2609,22 +2589,604 @@ ] } ] + }, + { + "left_pr_number": 46834, + "right_pr_number": 47229, + "code_similarity": 0.59, + "size_similarity": 0.632, + "file_overlap": 1.0, + "area_overlap": 0.4, + "patch_similarity": 0.156, + "shared_filenames": [ + "src/transformers/models/timesfm2_5/modeling_timesfm2_5.py", + "src/transformers/models/timesfm2_5/modular_timesfm2_5.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/timesfm2_5/modeling_timesfm2_5.py", + "left_ranges": [ + [ + 777, + 783 + ] + ], + "right_ranges": [ + [ + 777, + 783 + ] + ] + }, + { + "filename": "src/transformers/models/timesfm2_5/modular_timesfm2_5.py", + "left_ranges": [ + [ + 564, + 570 + ], + [ + 651, + 671 + ] + ], + "right_ranges": [ + [ + 564, + 570 + ] + ] + } + ] + }, + { + "left_pr_number": 47223, + "right_pr_number": 47229, + "code_similarity": 0.187, + "size_similarity": 0.407, + "file_overlap": 0.333, + "area_overlap": 0.0, + "patch_similarity": 0.036, + "shared_filenames": [ + "src/transformers/models/timesfm2_5/modular_timesfm2_5.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/timesfm2_5/modular_timesfm2_5.py", + "left_ranges": [ + [ + 101, + 106 + ] + ], + "right_ranges": [ + [ + 564, + 570 + ] + ] + } + ] } ] }, { - "cluster_id": "cluster-46305-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #46305.", + "cluster_id": "cluster-46305-4", + "summary": "Cluster of 1 issues and 3 PRs centered on issue #46305.", "status": "open", "confidence": 0.8, "canonical_issue_number": 46305, "canonical_pr_number": 47162, "issue_numbers": [ - 46305 + 46305 + ], + "pr_numbers": [ + 46310, + 47162, + 47231 + ], + "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", + "left_ranges": [ + [ + 269, + 275 + ] + ], + "right_ranges": [ + [ + 269, + 275 + ] + ] + } + ] + }, + { + "left_pr_number": 46310, + "right_pr_number": 47231, + "code_similarity": 0.217, + "size_similarity": 0.048, + "file_overlap": 0.667, + "area_overlap": 0.019, + "patch_similarity": 0.008, + "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": [ + [ + 20, + 36 + ], + [ + 44, + 51 + ], + [ + 174, + 181 + ], + [ + 251, + 266 + ], + [ + 272, + 278 + ], + [ + 325, + 330 + ], + [ + 360, + 366 + ], + [ + 468, + 490 + ], + [ + 557, + 570 + ], + [ + 601, + 623 + ], + [ + 646, + 687 + ], + [ + 691, + 713 + ], + [ + 718, + 724 + ], + [ + 732, + 738 + ], + [ + 773, + 779 + ], + [ + 826, + 866 + ], + [ + 871, + 877 + ], + [ + 884, + 1008 + ], + [ + 1018, + 1075 + ], + [ + 1080, + 1090 + ], + [ + 1123, + 1135 + ], + [ + 1167, + 1173 + ], + [ + 1177, + 1188 + ], + [ + 1201, + 1211 + ], + [ + 1259, + 1272 + ] + ] + }, + { + "filename": "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py", + "left_ranges": [ + [ + 269, + 275 + ] + ], + "right_ranges": [ + [ + 269, + 275 + ] + ] + } + ] + }, + { + "left_pr_number": 47162, + "right_pr_number": 47231, + "code_similarity": 0.16, + "size_similarity": 0.141, + "file_overlap": 0.4, + "area_overlap": 0.019, + "patch_similarity": 0.037, + "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": [ + [ + 20, + 36 + ], + [ + 44, + 51 + ], + [ + 174, + 181 + ], + [ + 251, + 266 + ], + [ + 272, + 278 + ], + [ + 325, + 330 + ], + [ + 360, + 366 + ], + [ + 468, + 490 + ], + [ + 557, + 570 + ], + [ + 601, + 623 + ], + [ + 646, + 687 + ], + [ + 691, + 713 + ], + [ + 718, + 724 + ], + [ + 732, + 738 + ], + [ + 773, + 779 + ], + [ + 826, + 866 + ], + [ + 871, + 877 + ], + [ + 884, + 1008 + ], + [ + 1018, + 1075 + ], + [ + 1080, + 1090 + ], + [ + 1123, + 1135 + ], + [ + 1167, + 1173 + ], + [ + 1177, + 1188 + ], + [ + 1201, + 1211 + ], + [ + 1259, + 1272 + ] + ] + }, + { + "filename": "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py", + "left_ranges": [ + [ + 269, + 275 + ] + ], + "right_ranges": [ + [ + 269, + 275 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43240-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43240, + "canonical_pr_number": 43251, + "issue_numbers": [ + 43240 + ], + "pr_numbers": [ + 43251, + 43254 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43251, + "right_pr_number": 43254, + "code_similarity": 0.794, + "size_similarity": 0.64, + "file_overlap": 1.0, + "area_overlap": 0.667, + "patch_similarity": 0.882, + "shared_filenames": [ + "src/transformers/loss/loss_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/loss/loss_utils.py", + "left_ranges": [ + [ + 30, + 50 + ] + ], + "right_ranges": [ + [ + 30, + 43 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45647-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45647.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 45647, + "canonical_pr_number": 45738, + "issue_numbers": [ + 45647 + ], + "pr_numbers": [ + 45737, + 45738 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 45737, + "right_pr_number": 45738, + "code_similarity": 0.526, + "size_similarity": 0.11, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.024, + "shared_filenames": [ + "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py", + "left_ranges": [ + [ + 491, + 497 + ] + ], + "right_ranges": [ + [ + 491, + 497 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46869-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46869.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 46869, + "canonical_pr_number": 46886, + "issue_numbers": [ + 46869 + ], + "pr_numbers": [ + 46886, + 46922 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 46886, + "right_pr_number": 46922, + "code_similarity": 0.711, + "size_similarity": 0.857, + "file_overlap": 1.0, + "area_overlap": 0.5, + "patch_similarity": 0.429, + "shared_filenames": [ + "src/transformers/models/yolos/modeling_yolos.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/yolos/modeling_yolos.py", + "left_ranges": [ + [ + 446, + 452 + ] + ], + "right_ranges": [ + [ + 434, + 440 + ], + [ + 446, + 452 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45561-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45561, + "canonical_pr_number": 45645, + "issue_numbers": [ + 45561 ], "pr_numbers": [ - 46310, - 47162 + 45639, + 45645 ], "evidence_types": [ "closing_reference", @@ -2633,45 +3195,69 @@ ], "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, + "left_pr_number": 45639, + "right_pr_number": 45645, + "code_similarity": 0.721, + "size_similarity": 0.973, + "file_overlap": 0.75, + "area_overlap": 0.563, + "patch_similarity": 0.696, "shared_filenames": [ - "src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py", - "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py" + "src/transformers/testing_utils.py", + "tests/utils/test_testing_utils.py", + "utils/notification_service.py" ], "shared_file_areas": [ { - "filename": "src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py", + "filename": "src/transformers/testing_utils.py", "left_ranges": [ [ - 356, - 362 + 3611, + 3618 + ], + [ + 3835, + 3869 ] ], "right_ranges": [ [ - 356, - 362 + 3525, + 3558 + ], + [ + 3782, + 3788 ] ] }, { - "filename": "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py", + "filename": "tests/utils/test_testing_utils.py", "left_ranges": [ [ - 269, - 275 + 1, + 144 ] ], "right_ranges": [ [ - 269, - 275 + 1, + 114 + ] + ] + }, + { + "filename": "utils/notification_service.py", + "left_ranges": [ + [ + 935, + 967 + ] + ], + "right_ranges": [ + [ + 935, + 967 ] ] } @@ -3603,226 +4189,6 @@ } ] }, - { - "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": 47122, - "issue_numbers": [], - "pr_numbers": [ - 47122, - 47150, - 47224 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "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": 0.0, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "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/models/edgetam/modeling_edgetam.py", - "src/transformers/models/edgetam/modular_edgetam.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/edgetam/modeling_edgetam.py", - "left_ranges": [ - [ - 464, - 472 - ] - ], - "right_ranges": [ - [ - 464, - 474 - ] - ] - }, - { - "filename": "src/transformers/models/edgetam/modular_edgetam.py", - "left_ranges": [ - [ - 210, - 218 - ] - ], - "right_ranges": [ - [ - 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": [ - [ - 1937, - 1943 - ] - ], - "right_ranges": [ - [ - 1937, - 1943 - ] - ] - } - ] - } - ] - }, - { - "cluster_id": "cluster-47077-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 47077, - "issue_numbers": [], - "pr_numbers": [ - 47077, - 47181 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 47077, - "right_pr_number": 47181, - "code_similarity": 0.029, - "size_similarity": 0.086, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.077, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, - { - "cluster_id": "cluster-47034-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 47216, - "issue_numbers": [], - "pr_numbers": [ - 47034, - 47216 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 47034, - "right_pr_number": 47216, - "code_similarity": 0.214, - "size_similarity": 0.982, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.117, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, - { - "cluster_id": "cluster-44001-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 44004, - "issue_numbers": [], - "pr_numbers": [ - 44001, - 44004 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "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": [] - } - ] - }, - { - "cluster_id": "cluster-44002-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 44002, - "issue_numbers": [], - "pr_numbers": [ - 44002, - 44029 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 44002, - "right_pr_number": 44029, - "code_similarity": 0.135, - "size_similarity": 0.43, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.329, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -4099,7 +4465,17 @@ ] } ], - "duplicate_issues": [], + "duplicate_issues": [ + { + "cluster_id": "cluster-46894-8", + "canonical_issue_number": 46894, + "duplicate_issue_numbers": [ + 46897, + 46901 + ], + "reason": "Issues in cluster-46894-8 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + } + ], "duplicate_prs": [ { "cluster_id": "cluster-41211-3", @@ -4119,6 +4495,15 @@ "target_issue_number": 43240, "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, + { + "cluster_id": "cluster-43451-2", + "canonical_pr_number": 43451, + "duplicate_pr_numbers": [ + 47237 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43451-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -4145,24 +4530,6 @@ "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-44001-2", - "canonical_pr_number": 44004, - "duplicate_pr_numbers": [ - 44001 - ], - "target_issue_number": null, - "reason": "PRs in cluster-44001-2 are treated as duplicates because they share soft_similarity evidence." - }, - { - "cluster_id": "cluster-44002-2", - "canonical_pr_number": 44002, - "duplicate_pr_numbers": [ - 44029 - ], - "target_issue_number": null, - "reason": "PRs in cluster-44002-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-44018-2", "canonical_pr_number": 44068, @@ -4200,34 +4567,24 @@ "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." }, { - "cluster_id": "cluster-46159-3", + "cluster_id": "cluster-46159-4", "canonical_pr_number": 46174, "duplicate_pr_numbers": [ - 46780 + 46780, + 47234 ], "target_issue_number": 46159, - "reason": "PRs in cluster-46159-3 are treated as duplicates because they converge on issue #46159 with closing_reference evidence." + "reason": "PRs in cluster-46159-4 are treated as duplicates because they converge on issue #46159 with closing_reference evidence." }, { - "cluster_id": "cluster-46305-3", + "cluster_id": "cluster-46305-4", "canonical_pr_number": 47162, "duplicate_pr_numbers": [ - 46310 + 46310, + 47231 ], "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-46376-5", - "canonical_pr_number": 46836, - "duplicate_pr_numbers": [ - 46376, - 46509, - 47143, - 47163 - ], - "target_issue_number": null, - "reason": "PRs in cluster-46376-5 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-46305-4 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." }, { "cluster_id": "cluster-46693-4", @@ -4240,13 +4597,14 @@ "reason": "PRs in cluster-46693-4 are treated as duplicates because they converge on issue #46693 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-46821-3", + "cluster_id": "cluster-46821-4", "canonical_pr_number": 46834, "duplicate_pr_numbers": [ - 47223 + 47223, + 47229 ], "target_issue_number": 46821, - "reason": "PRs in cluster-46821-3 are treated as duplicates because they converge on issue #46821 with closing_reference evidence." + "reason": "PRs in cluster-46821-4 are treated as duplicates because they converge on issue #46821 with closing_reference, shared_issue_target, soft_similarity evidence." }, { "cluster_id": "cluster-46869-3", @@ -4258,43 +4616,16 @@ "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-46894-8", "canonical_pr_number": 46903, "duplicate_pr_numbers": [ 46895, 46958, - 47090 + 47090, + 47235 ], "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-47034-2", - "canonical_pr_number": 47216, - "duplicate_pr_numbers": [ - 47034 - ], - "target_issue_number": null, - "reason": "PRs in cluster-47034-2 are treated as duplicates because they share soft_similarity evidence." - }, - { - "cluster_id": "cluster-47077-2", - "canonical_pr_number": 47077, - "duplicate_pr_numbers": [ - 47181 - ], - "target_issue_number": null, - "reason": "PRs in cluster-47077-2 are treated as duplicates because they share soft_similarity evidence." - }, - { - "cluster_id": "cluster-47122-3", - "canonical_pr_number": 47122, - "duplicate_pr_numbers": [ - 47150, - 47224 - ], - "target_issue_number": null, - "reason": "PRs in cluster-47122-3 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-46894-8 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." }, { "cluster_id": "cluster-47205-3", @@ -4307,10 +4638,10 @@ } ], "best_issue": { - "cluster_id": "cluster-46894-5", + "cluster_id": "cluster-46894-8", "issue_number": 46894, - "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 5 artifacts, and carries 1 discussion comments plus 9 inbound references.", - "score": 161.0 + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 8 artifacts, and carries 1 discussion comments plus 12 inbound references.", + "score": 194.0 }, "best_pr": { "cluster_id": "cluster-43979-11", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 42e43c41f066a512fc4fe4b04fdccba9ee0737a4..cd62a355b783abbc24b8ac854d31763e1e150ea4 100644 --- a/analysis/current/analysis-report-hybrid.llm-reviews.json +++ b/analysis/current/analysis-report-hybrid.llm-reviews.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260710T000031Z", - "generated_at": "2026-07-10T00:11:40Z", + "snapshot_id": "20260710T060821Z", + "generated_at": "2026-07-10T06:19:23Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -16,7 +16,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:24643", "issue:30277", @@ -98,16 +98,16 @@ "issue:44292|issue:44457", "issue:44841|issue:46661", "issue:24643|issue:30277", - "issue:43716|issue:46869", "issue:34928|issue:44805", + "issue:43716|issue:46869", "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:44292|issue:45237", "issue:39290|issue:45081", "issue:45800|issue:46515", "issue:45823|issue:45874", @@ -116,9 +116,10 @@ "issue:43828|issue:45161", "issue:43541|issue:43716", "issue:43828|issue:44292", - "issue:43716|issue:45685", + "issue:43716|issue:46468", "issue:45507|issue:45685", "issue:44292|issue:44918", + "issue:43716|issue:45685", "issue:43716|issue:44292", "issue:44918|issue:45161", "issue:43039|issue:44918", @@ -131,382 +132,388 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "9108cae3644037c8968aa5d06377e9235abba0a236f1b2a1f1b5b35e335f6785", + "prepared_review_unit_hash": "2d9aabd2687fc757c99d89071f4208952117f4d0810ee02a8f8bbbd8cc43431f", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 62, - "serialized_chars": 46276, - "estimated_input_tokens": 11569, - "estimated_eval_tokens": 23394 + "soft_pair_count": 63, + "serialized_chars": 46573, + "estimated_input_tokens": 11644, + "estimated_eval_tokens": 23544 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, with only a few true duplicate subgroups: ZeRO-3 load-time index errors, Qwen3.5Moe rotary/offload issues, and a torch 2.4.1 compatibility report. Most other soft pairs are same subsystem but different concrete failures, models, or backends.", - "confidence": 0.68, - "canonical_issue_reason": "issue:43638 is the best representative of the strongest true duplicate family: it describes the shared ZeRO-3 load-time `index 0 is out of bounds for dimension 0 with size 0` failure, which is also reported in issue:43596 and issue:41762.", + "summary": "Most pairs are clearly unrelated and should not be merged. The only strong duplicate signal is the pair of DeepSpeed ZeRO-3/Bert index errors (issue:43596 and issue:43638), which appear to describe the same underlying failure mode.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43638 is the more specific of the duplicate ZeRO-3/Bert reports, explicitly covering the non-pretrained Bert case and the same \"index 0 is out of bounds for dimension 0 with size 0\" failure.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43638 is the clearest anchor for the cluster\u2019s only well-supported duplicate subgroup, and its title is general enough to represent that specific Zero-3 empty-tensor indexing bug better than the more model-specific variants.", + "best_issue_reason": "issue:43638 is the best representative issue because it is the clearest, most specific description of the shared DeepSpeed ZeRO-3/Bert index error.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: config attribute error vs streaming chat/completions API error on a different model." + "reason": "Different models and different failure modes: missing config attribute vs streaming API failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different backend/model problems: AMD GPU failure vs MPS histogram op not implemented for Int." + "reason": "Both mention GPU/MoE-related problems, but the errors and likely code paths are different (AMD GPU support vs MPS histogram on int)." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Both are device/backend-related, but the concrete bugs differ: dtype mismatch in multimodal preprocessing vs AMD GPU runtime failure." + "reason": "Different symptom surfaces: image-preprocessor dtype mismatch vs AMD GPU incompatibility for GPT-OSS." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Different concrete dtype-mismatch paths; same broad theme is not enough." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same underlying issue as GPT-OSS on AMD GPUs." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different models and failure modes; one is an AMD GPU runtime issue, the other a broken example." + "reason": "Unrelated models and code paths: GPT-OSS on AMD GPUs vs a broken Nemotron example." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model-specific failures: AMD GPU support vs invalid method call in GraniteMoEHybrid." + "reason": "Both are MoE-related, but one is AMD GPU execution and the other is an invalid method call in GraniteMoEHybrid." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "Different code paths: DeepSpeed collective mismatch during Jamba training vs ONNX export failure for ModernBERT." + "reason": "DeepSpeed collective mismatch and ONNX export error are unrelated failures." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different issues in different models; ONNX export bug vs Qwen3Moe FineGrainedFP8 failure." + "reason": "ONNX export failure and Qwen3Moe FineGrainedFP8 failure do not share the same underlying bug." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Different concrete failures: export-time issue vs cudaErrorAssert during auto device mapping." + "reason": "Different model families and different errors: ONNX export vs auto device-map CUDA assert." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Docs/example quality issue vs runtime task crash; not the same underlying bug." + "reason": "Table QA crash and outdated RAG examples are different documentation/runtime problems." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Unrelated failures: export error vs import-time GenerationMixin issue." + "reason": "ONNX export error is unrelated to the GenerationMixin import regression." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are stale v5 docs, but they reference different removed content and don't look like one concrete duplicate change." + "reason": "Both are v5 docs cleanup issues, but they cover different removed documentation topics and are not clearly the same bug." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different training failures: Qwen3.5 input embedding unpacking vs resume/trust-remote-code behavior." + "reason": "TRL embedding unpacking failure is unrelated to resuming training with local models and trust_remote_code." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Different models and symptoms: resume/trust-remote-code issue vs multi-GPU YOLO device-map failure." + "reason": "Training-resume issue and YOLO multi-GPU device-map issue are unrelated." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Both mention device mismatch, but one is a mask/indexing shape error and the other is a forward device-map mismatch on Gemma4 PLE." + "reason": "Mask-shape indexing error does not match the Gemma4 PLE device-mismatch forward failure." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Same general training/runtime area, but the failures are different: ZeRO-3 zero-sized tensor indexing vs mask/tensor shape mismatch." + "reason": "Both are indexing errors, but one is a ZeRO-3/Bert zero-sized tensor issue and the other is a mask/tensor shape mismatch." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "Different bugs: ZeRO-3 initialization index error vs resume/trust-remote-code training behavior." + "reason": "DeepSpeed ZeRO-3 Bert index error is unrelated to resume/trust_remote_code behavior." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different failure modes; both are errors, but only one is the Zero-3 empty-tensor indexing bug." + "reason": "Different error signatures: zero-sized index error in ZeRO-3 initialization vs mask shape mismatch." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Different multimodal/video chat-template bug vs tensor mask shape mismatch." + "reason": "Mask/tensor indexing error is unrelated to Qwen3.5 video token/feature mismatch." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Different topics: model resume/trust-remote-code vs broken official example." + "reason": "No shared underlying code path: training resume with remote code vs broken example script." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different concrete problems: mask/index shape mismatch vs GPT-OSS tensor-parallel path not working." + "reason": "Different failures in different subsystems: tensor mask mismatch vs GPT-OSS tensor-parallel MoE issue." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Different bugs in different areas; video StopIteration vs training resume issue." + "reason": "Video StopIteration in Qwen3-vl is unrelated to model-training resume behavior." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "Different model-specific failures: BarkProcessor voice preset vs ModernBERT ONNX export." + "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve distributed training, but the actual bugs differ: collective mismatch vs Zero-3 zero-sized tensor indexing." + "reason": "Both involve DeepSpeed, but the Jamba collective mismatch is a different failure from the Bert zero-sized index error." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same Zero-3 load-time `index 0 is out of bounds for dimension 0 with size 0` failure; the model wording differs but the underlying bug and code path match." + "reason": "Same underlying DeepSpeed ZeRO-3/Bert bug: both report the same zero-sized tensor/index-0 out-of-bounds failure, with the later issue being the more specific report." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Different issues: Liger Kernel cross-entropy routing vs GPT-OSS tensor-parallel failure." + "reason": "Liger Kernel cross_entropy being called is unrelated to GPT-OSS tensor-parallel behavior." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Different failures: v5 detokenization regression vs LoRA merge/save/reload inconsistency." + "reason": "Detokenization mismatch and LoRA merge/save/load mismatch are different bugs." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Different models and bugs; NVFP4 runtime error is unrelated to LoRA merge behavior." + "reason": "Qwen-3 NVFP4 runtime error and LoRA weight merge inconsistency are unrelated." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for Voxtral vs remote-code model_class/config_class attribute error." + "reason": "Processor failure for Voxtral and remote-code model_class/config_class error are different problems." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both are DeepSpeed training issues, but one is a 2-D weight assertion and the other is a collective mismatch on Jamba/ZeRO-3." + "reason": "DeepSpeed weight-dimension error and collective mismatch are distinct training failures." }, { - "left": "issue:43716", - "right": "issue:46869", + "left": "issue:34928", + "right": "issue:44805", "accept": false, - "reason": "Different models and concrete failures; dtype mismatch in Mistral-3 vs YOLO multi-GPU device-map failure." + "reason": "FSDP activation-checkpointing recompute mismatch is not the same as the mask indexing error." }, { - "left": "issue:34928", - "right": "issue:44805", + "left": "issue:43716", + "right": "issue:46869", "accept": false, - "reason": "Both are shape/runtime errors under distributed training, but they are different bugs and code paths." + "reason": "Mistral-3 dtype mismatch and YOLO multi-GPU device-map issue are unrelated." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "Different backend/model failures: MPS histogram kernel gap vs YOLO multi-GPU device-map error." + "reason": "MPS histogram-on-int error and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:45859", "right": "issue:45902", - "accept": true, - "reason": "Same Qwen3_5Moe rotary embedding offload/materialization bug: one reports CPU offload incompatibility, the other the uninitialized `inv_freq` symptom after `to_empty(cuda)`." + "accept": false, + "reason": "Both are about Qwen3_5MoeTextRotaryEmbedding, but the reported failures differ enough (CPU offload compatibility vs uninitialized memory after to_empty) that they are not clearly the same bug." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Different training bugs: activation-checkpointing/FSDP recomputation mismatch vs `compute_loss` signature change." + "reason": "Activation-checkpointing/FSDP recompute mismatch and CustomTrainer compute_loss signature mismatch are unrelated." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Different code paths: ZeRO-3 index error vs GPT-OSS tensor-parallel issue." + "reason": "ZeRO-3 Bert index error and GPT-OSS tensor-parallel issue do not share the same code path." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different concrete failures; same broad distributed-training label is not enough." + "reason": "Different models and different runtime paths: Bert ZeRO-3 init vs GPT-OSS TP/MoE." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different model-specific failures: dtype mismatch in Mistral-3 vs GraniteMoEHybrid invalid method call." + "reason": "Different models and different errors: Mistral-3 dtype mismatch vs GraniteMoEHybrid invalid method call." }, { - "left": "issue:44292", - "right": "issue:45237", + "left": "issue:45874", + "right": "issue:46294", "accept": false, - "reason": "Different hardware/model bugs; both are runtime failures but not the same underlying issue." + "reason": "Inputs_embeds reverse embedding lookup inefficiency is unrelated to video chat-template feature/token mismatch." }, { - "left": "issue:45874", - "right": "issue:46294", + "left": "issue:44292", + "right": "issue:45237", "accept": false, - "reason": "Different multimodal/model behaviors: expensive reverse embedding lookup vs video feature/token mismatch." + "reason": "NVFP4 runtime error and GPT-OSS on AMD GPUs are different issues." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Unrelated regressions: Gemma3TextConfig attribute error vs Mistral regex patch crash." + "reason": "Gemma3TextConfig sliding_window_pattern and Mistral regex patch crash are unrelated." }, { "left": "issue:45800", "right": "issue:46515", - "accept": true, - "reason": "Same torch 2.4.1 compatibility report; the second issue is just a shorter restatement of the same incompatibility." + "accept": false, + "reason": "Both mention torch 2.4.1, but the incompatibility reports are not the same concrete bug." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Different Gemma4 problems: device mismatch during forward vs reverse embedding lookup cost." + "reason": "Gemma4 PLE device mismatch and reverse embedding lookup are different forward-path problems." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP activation-checkpointing recompute mismatch is unrelated to Qwen3 auto device-map CUDA assert." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Different version/model failures; generic torch incompatibility vs Qwen-3-8B-NVFP4 runtime error." + "reason": "Torch version incompatibility and Qwen-3 NVFP4 runtime failure are not the same issue." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Both involve model execution, but one is autocast dtype mismatch and the other is tensor-parallel MoE failure." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to GPT-OSS tensor-parallel behavior." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Different issues: grouped_mm tracing error in Mixtral vs dtype mismatch in Mistral-3 preprocessing." + "reason": "Torch dynamo grouped_mm tracing failure and Mistral-3 dtype mismatch are unrelated." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Different models and bugs; dtype mismatch under autocast is unrelated to NVFP4 runtime failure." + "reason": "Different models and different error classes: autocast dtype mismatch vs Qwen-3 NVFP4 runtime error." }, { "left": "issue:43716", - "right": "issue:45685", + "right": "issue:46468", "accept": false, - "reason": "Different hardware/backend issues with different model contexts; not the same bug." + "reason": "Mistral-3 image preprocessor dtype mismatch is unrelated to a broken Nemotron example." }, { "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "Different model/backend failures: invalid method call vs unimplemented MPS histogram op." + "reason": "Invalid method call in GraniteMoEHybrid and MPS histogram-on-int error are unrelated." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "Different failures: NVFP4 runtime issue vs TRL SFT unpacking problem." + "reason": "Qwen-3 NVFP4 runtime error is unrelated to Qwen3.5 embedding unpacking with TRL SFT." }, { "left": "issue:43716", - "right": "issue:44292", + "right": "issue:45685", "accept": false, - "reason": "Different model/runtime errors; both are about model execution but not the same underlying bug." + "reason": "Different models and different device/backend issues: Mistral-3 dtype mismatch vs MPS histogram limitation." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "Different training paths and failure modes: TRL SFT input unpacking vs GPT-OSS tensor-parallel issue." + "reason": "TRL SFT embedding unpacking failure is unrelated to GPT-OSS tensor parallelism." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Different areas: Liger Kernel cross-entropy call vs Qwen3.5 embedding unpacking in TRL SFT." + "reason": "Liger Kernel cross_entropy being called and Qwen3.5 embedding unpacking are unrelated." }, { "left": "issue:41762", "right": "issue:43638", - "accept": true, - "reason": "Same ZeRO-3 `index 0 is out of bounds for dimension 0 with size 0` load-time failure; the model names differ, but the bug pattern matches." + "accept": false, + "reason": "Gemma3 ZeRO-3 loading index error and Bert ZeRO-3 index error are similar in shape but clearly different model-specific issues." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are stale docs issues, but they cover different removed functionality and look like separate cleanup items." + "reason": "Both are docs issues, but one is about removed pipeline tasks and the other about the transformers run command; not the same artifact." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Different concrete issues: autocast dtype mismatch vs MPS kernel not implemented." + "reason": "Autocast dtype mismatch and MPS histogram-on-int are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Different bugs: Liger Kernel cross-entropy routing vs mask/tensor indexing shape error." + "reason": "Liger Kernel cross_entropy issue is unrelated to mask/tensor shape mismatch." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the accepted soft-edge pairs are all based on close title-level matches rather than broad thematic similarity. The conservative rejections are also appropriate. The only mild concern is wording like \"only well-supported duplicate subgroup,\" but the rest of the summary correctly acknowledges multiple small duplicate families, so overall this is acceptable." + "feedback": "The summary is well grounded in the packet and stays conservative on the soft-edge pairs. The only accepted duplicate, issue:43596 vs issue:43638, is supported by nearly identical error signatures and titles; the rest are reasonably rejected as different bugs or code paths." }, "evaluator_used": true, "retried": false, @@ -525,7 +532,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:36010", "issue:39290", @@ -538,7 +545,6 @@ "issue:43425", "issue:43531", "issue:43541", - "issue:43572", "issue:43596", "issue:43638", "issue:43792", @@ -574,7 +580,8 @@ "issue:46402", "issue:46661", "issue:46772", - "issue:46869" + "issue:46869", + "issue:47228" ], "soft_pairs": [ "issue:45800|issue:46304", @@ -587,22 +594,23 @@ "issue:44589|issue:46304", "issue:43039|issue:44560", "issue:45823|issue:46294", - "issue:44841|issue:45823", "issue:43975|issue:46015", + "issue:44841|issue:45823", "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:44292|issue:46015", "issue:43872|issue:46304", "issue:39290|issue:43531", "issue:41093|issue:43638", "issue:43792|issue:45901", "issue:43854|issue:43866", "issue:43425|issue:45070", - "issue:43792|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", @@ -616,296 +624,288 @@ "issue:45507|issue:46869", "issue:43404|issue:43866", "issue:41093|issue:41762", - "issue:45399|issue:46661", - "issue:43572|issue:45070", - "issue:45800|issue:45823" + "issue:45399|issue:46661" ], - "prepared_review_unit_hash": "c77ae1bc2e9fd62a3e4c89eab6deb7bb32d78061f0707500d64ba55adb25c5a7", + "prepared_review_unit_hash": "eab0f1028597d054a4c30906b314f89e4d5efc201a710617e7956422f72c8dcb", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 42, - "serialized_chars": 40047, - "estimated_input_tokens": 10012, - "estimated_eval_tokens": 20280 + "soft_pair_count": 41, + "serialized_chars": 39735, + "estimated_input_tokens": 9934, + "estimated_eval_tokens": 20124 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are distinct model- or subsystem-specific bugs. The strongest duplicate signal is the v5 AutoTokenizer regression affecting multiple model families; the rest are too loosely related to merge safely.", - "confidence": 0.9, - "canonical_issue_reason": "issue:45920 is the best representative because it describes the tokenizer regression broadly across multiple model families and clearly frames the underlying v5 token-ID bug.", + "summary": "This set is mostly heterogeneous. I only see two convincing duplicate families: the AutoTokenizer v5 wrong-token-ID regression, and the DeepSpeed ZeRO-3 index-0 loading failure. No pull requests are present.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 45920 is the best canonical issue: it describes the broadest version of the AutoTokenizer regression across multiple model families, while 45812 is a narrower Granite-specific report of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the most actionable and general issue in the set, with the broadest scope for a single fix and the clearest regression characterization.", + "best_issue_reason": "45920 is the strongest representative of the actual duplicate family because it captures the cross-model impact and reads like the umbrella report for the tokenizer regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both mention torch/transformers compatibility, but they are different version breakages with different likely causes and no shared concrete code path." + "reason": "Different compatibility regressions: torch-version mismatch vs USE_DISTRIBUTED=0 support breakage." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "Different failures: vLLM model loading on transformers 4.53.0 versus PyTorch support broken in 5.9.0. Same ecosystem, not the same bug." + "reason": "Different models and failure modes; vLLM/PaddleOCR-VL loading is unrelated to distributed build support." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "One is a corrupted checkpoint/model loading problem, the other is missing text encoder weights in Sam3Model. Not the same underlying issue." + "reason": "Checkpoint corruption and missing weight loading are distinct problems on different model families." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Both are runtime errors in model execution, but they involve different models, different configs, and different failure modes." + "reason": "Different subsystem and symptom: Gemma3/vLLM config attribute error vs Qwen3 auto device-map CUDA assert." }, { "left": "issue:41762", "right": "issue:43596", - "accept": false, - "reason": "Both involve ZeRO-3 and IndexError, but the model types and reported symptoms differ enough that a shared root cause is not established." + "accept": true, + "reason": "Same ZeRO-3 loading failure signature (`index 0 ... size 0`) during model init; one fix could plausibly address both." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but they cover different outdated references and do not describe the same change." + "reason": "Unrelated docs issues: pipeline parameter docs vs removed CLI command." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Different task and failure class; one is an AMD GPU/model runtime issue, the other is a table-question-answering crash." + "reason": "Completely different areas: AMD GPU model support vs table-question-answering crash." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Unrelated errors: missing Float8 storage versus distributed-build compatibility. No common bug." + "reason": "Float8 storage/runtime issue is unrelated to the distributed-support regression." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger kernel cross-entropy dispatch and Qwen3-VL video StopIteration are unrelated." + "reason": "Liger Kernel cross-entropy call and Qwen3-vl video StopIteration are different bugs." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Both are multimodal/model-specific forward-path issues, but one is PLE device mismatch and the other is video token/template mismatch." + "reason": "Different model families and different errors: device mismatch vs video token/feature mismatch." }, { - "left": "issue:44841", - "right": "issue:45823", + "left": "issue:43975", + "right": "issue:46015", "accept": false, - "reason": "Processor failure for Voxtral and device-map mismatch for Gemma4 are different code paths." + "reason": "Tokenizer detokenization bug vs outdated RAG docs; unrelated." }, { - "left": "issue:43975", - "right": "issue:46015", + "left": "issue:44841", + "right": "issue:45823", "accept": false, - "reason": "A detokenization regression and outdated RAG examples are unrelated." + "reason": "Processor failure for Voxtral is not the same as Gemma4 auto device-map mismatch." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Corrupted Ovis2 checkpoint versus ModelOpt/NVFP4 compatibility is not the same bug." + "reason": "Checkpoint corruption and Nvidia ModelOpt compatibility are unrelated." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading and RAG docs cleanup are unrelated." + "reason": "NemotronH checkpoint loading failure vs docs content issue." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code model breakage and PyTorch USE_DISTRIBUTED compatibility are different underlying problems." + "reason": "Remote-code breakage and USE_DISTRIBUTED=0 support are different regressions." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Both report the same v5 AutoTokenizer regression causing wrong token IDs across models; they look like the same underlying tokenizer bug and could plausibly be fixed in one PR." + "reason": "Same AutoTokenizer v5 regression producing wrong token IDs across models; 45920 is the broader report." }, { - "left": "issue:44292", - "right": "issue:46015", + "left": "issue:43866", + "right": "issue:44863", "accept": false, - "reason": "Qwen-3 NVFP4 runtime error and RAG documentation issues are unrelated." + "reason": "Different model-loading problems with no shared concrete failure path." }, { - "left": "issue:43866", - "right": "issue:44863", + "left": "issue:44292", + "right": "issue:46015", "accept": false, - "reason": "Checkpoint corruption/load failure versus a model implementation loading issue; no shared fix." + "reason": "NVFP4 runtime failure vs docs issue; unrelated." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes Int8Params incompatibility and distributed PyTorch support breakage are unrelated." + "reason": "bitsandbytes storage/type incompatibility is unrelated to distributed build support." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but the affected models and concrete errors differ; insufficient evidence of the same bug." + "reason": "Both mention sliding window, but the model families and concrete failures differ too much to merge safely." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are ZeRO-3/BERT-related IndexErrors, but one is a mask shape mismatch and the other is an out-of-bounds index; not clearly the same root cause." + "reason": "Both are index errors, but the shapes, model setup, and likely root causes differ." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper loading failure and table-question-answering crash are unrelated." + "reason": "Whisper runtime failure and table QA crash are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Model test loading failure for GLM-4.7-Flash and a corrupted Ovis2 checkpoint are different issues." + "reason": "GLM-4.7-Flash test loading issue vs Ovis2 checkpoint corruption are different bugs." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch 2.10 incompatibility and a v5.4.0 pydantic config-field regression are not the same bug." + "reason": "Torch compatibility and pydantic PretrainedConfig regression are unrelated." }, { - "left": "issue:43792", - "right": "issue:45070", + "left": "issue:43541", + "right": "issue:47228", "accept": false, - "reason": "Whisper can\u2019t run and pydantic config-field breakage are unrelated." + "reason": "Different compilation/tracing regressions on different model families; not the same concrete bug." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization regression versus table QA crash are different problems." + "reason": "Tokenizer detokenization regression vs table QA task crash are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure and pydantic config regression are unrelated." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Qwen3.5 chat crash and streaming inference failure are separate code paths with different symptoms." + "reason": "Both involve Qwen3.5, but the API paths and failure signatures are different." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Both mention IndexError-style failures, but one is a ZeRO-3 BERT initialization problem and the other is a torch/transformers compatibility issue." + "reason": "ZeRO-3 loading IndexError and torch-version incompatibility are unrelated." }, { "left": "issue:43541", "right": "issue:46869", "accept": false, - "reason": "Both are model execution problems, but Mixtral torch-dynamo grouped_mm tracing and YOLO multi-GPU device mapping are unrelated." + "reason": "Mixtral torch-dynamo tracing error vs YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Qwen NVFP4 runtime failure and table-question-answering crash do not share an underlying bug." + "reason": "NVFP4 model runtime error vs table QA crash are unrelated." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3 sliding_window config error and Gemma4 device mismatch are distinct issues." + "reason": "Different models and error classes; no shared concrete bug." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming chat API failure and MoE MPS histogram/int type error are unrelated." + "reason": "Streaming chat API failure and MPS histogram Int error are unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin and Gemma3 sliding_window config error are different failures." + "reason": "ImportError for GenerationMixin is unrelated to the Gemma3/vLLM config issue." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Different MoE failures with different operations and symptoms; no shared concrete bug." + "reason": "Different failure paths: torch-dynamo grouped_mm vs MPS histogram on Int." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Grouped_mm tracing failure and autocast dtype mismatch are separate runtime issues." + "reason": "Torch-dynamo grouped_mm tracing failure and autocast dtype mismatch are different bugs." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure for Voxtral and template-node compilation error are unrelated." + "reason": "Processor failure and Jinja/template compile error are unrelated." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "GraniteMoEHybrid invalid method call and YOLO multi-GPU device-map failure are different model-specific bugs." + "reason": "Different model classes and device-map/runtime issues." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Mistral3 lm_head tying bug and corrupted Ovis2 checkpoint are unrelated." + "reason": "Mistral lm_head tying bug and checkpoint corruption are unrelated." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are IndexError reports, but they affect different models and describe different failure shapes; no clear shared root cause." + "reason": "Both mention IndexError, but the concrete shapes, models, and initialization paths differ." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-attn2 fallback gating and remote-code model_class/config_class handling are different code-path problems." - }, - { - "left": "issue:43572", - "right": "issue:45070", - "accept": false, - "reason": "StableLmConfig pad_token_idx regression and pydantic PretrainedConfig breakage are unrelated." - }, - { - "left": "issue:45800", - "right": "issue:45823", - "accept": false, - "reason": "Torch/transformers incompatibility and Gemma4 device mismatch are not the same bug." + "reason": "Flash-attn fallback gating and remote-code config_class failure are different code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The canonical choice and summary are supported by the packet, and the one accepted pair (issue:45812 with issue:45920) is clearly the same v5 AutoTokenizer regression. The other verdicts stay appropriately cautious and do not overstate shared root causes." + "feedback": "The summary is grounded in the packet: 45920 is the broader AutoTokenizer v5 regression, 45812 is the narrower Granite-specific report, and there are no PRs in the set. The soft-edge verdicts stay conservative overall, with the only accepted pairs being the two plausible duplicate families (AutoTokenizer and ZeRO-3 loading)." }, "evaluator_used": true, "retried": false, @@ -924,7 +924,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:39186", "issue:40990", @@ -935,11 +935,12 @@ "issue:43366", "issue:43404", "issue:43531", - "issue:43541", + "issue:43572", "issue:43596", "issue:43645", "issue:43716", "issue:43828", + "issue:43872", "issue:43873", "issue:43994", "issue:44291", @@ -950,13 +951,11 @@ "issue:44512", "issue:44530", "issue:44805", - "issue:44863", "issue:44918", "issue:44960", "issue:45005", "issue:45020", "issue:45070", - "issue:45161", "issue:45183", "issue:45399", "issue:45464", @@ -965,6 +964,7 @@ "issue:45698", "issue:45759", "issue:45800", + "issue:45823", "issue:45902", "issue:46165", "issue:46294", @@ -972,25 +972,31 @@ "issue:46468", "issue:46640", "issue:46661", - "issue:46869" + "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:43541|issue:45161", + "issue:43716|issue:47228", "issue:43828|issue:45464", "issue:43366|issue:45464", "issue:44291|issue:45070", "issue:44387|issue:45005", "issue:43531|issue:45070", + "issue:46869|issue:47228", "issue:41093|issue:43596", - "issue:43716|issue:46294", + "issue:45507|issue:47228", "issue:45020|issue:45800", - "issue:44479|issue:46294", + "issue:43716|issue:46294", "issue:43054|issue:43994", + "issue:44479|issue:46294", "issue:46468|issue:46869", - "issue:43596|issue:46165", "issue:45759|issue:45902", + "issue:43596|issue:46165", "issue:46640|issue:46661", "issue:43716|issue:44918", "issue:39186|issue:44918", @@ -1004,230 +1010,256 @@ "issue:44492|issue:44512", "issue:44530|issue:45005", "issue:44918|issue:45507", - "issue:45183|issue:46463", - "issue:44863|issue:45005" + "issue:45183|issue:46463" ], - "prepared_review_unit_hash": "676b046d88d2edf0fcc986340146de207c0b38b4b33a01848541b3934ed25d01", + "prepared_review_unit_hash": "1dd5d673236f00dbe19c4725ddc36bad330b13f1af0f53a19c4ef3ae61aa4040", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36243, - "estimated_input_tokens": 9061, - "estimated_eval_tokens": 18378 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38032, + "estimated_input_tokens": 9508, + "estimated_eval_tokens": 19272 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad mix of unrelated Transformers/model-serving issues. The pairwise similarities are mostly superficial (shared keywords like dtype, cache, video, or tie weights), so I do not see a trustworthy canonical duplicate or mergeable PR candidate here.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This set is mostly a loose similarity cluster of unrelated Transformers issues. I only consider a few pairs true duplicates: Siglip2 quality/regression, Qwen3.5 video-input regression, remote-code custom-module resolution, and input-validation error-message bugs.", + "confidence": 0.66, + "canonical_issue_reason": "issue:44479 is the strongest umbrella-style issue among the similar items: it describes a broad v5.3.0 video-input regression across multiple Qwen VL/MoE variants, which makes it a better representative than the more specific Qwen3.5-only follow-up.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:44479 is the best overall issue representative here because it is the broadest concrete regression report among the accepted duplicates and is phrased as a reusable bug summary rather than a narrow symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Both are version-era config regressions, but one is about a missing pad_token_idx field and the other about a PretrainedConfig pydantic break; different bugs." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Unrelated failure modes: torch/transformers compatibility versus a Gemma4 device-map forward mismatch." + }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different problems: PaddleOCR-VL load failure in vLLM/Transformers versus GGUF architecture support for gpt-oss." + "reason": "Different models and different problems: PaddleOCR-VL loading in vLLM versus gpt-oss GGUF architecture support." + }, + { + "left": "issue:43872", + "right": "issue:47228", + "accept": false, + "reason": "bitsandbytes API incompatibility and a Sam3 bf16 compilation regression are separate code paths." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both mention shape-related failures, but one is a generic mask/tensor IndexError and the other is a Qwen3.5 + TRL SFT embedding unpacking issue." + "reason": "Both mention shape/index errors, but the model, workflow, and likely root cause differ; too vague to be duplicates." }, { - "left": "issue:43541", - "right": "issue:45161", + "left": "issue:43716", + "right": "issue:47228", "accept": false, - "reason": "Different code paths and symptoms: torch dynamo grouped_mm tracing error versus tensor-parallel-only failure on GPT-OSS MoE." + "reason": "Different model families and different failures: image-preprocessor dtype mismatch versus compilation regression." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same as Qwen3.5 streaming chat/completions failure." + "reason": "Different symptoms and stacks: autocast dtype mismatch versus chat/completions streaming failure." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF support for gpt-oss and Qwen3.5 streaming inference are unrelated." + "reason": "No concrete overlap beyond both involving Qwen-family or model serving; not the same bug." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "One is an init_empty_weights argument regression; the other is a PretrainedConfig/pydantic field break." + "reason": "Different issues: unexpected _is_hf_initialized in init_empty_weights versus pydantic config-field breakage." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 quantization OOM is a different bug from tied-weight handling in translation models." + "reason": "Int4 OOM/regression and tied-weights translation-model bugs are distinct." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the pydantic config-field regression." + "reason": "Sliding-window handling in Qwen3-MoE is unrelated to the PretrainedConfig pydantic issue." + }, + { + "left": "issue:46869", + "right": "issue:47228", + "accept": false, + "reason": "YOLO multi-GPU device-map failure is unrelated to Sam3 bf16 compilation." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but the reported conditions differ: mask length mismatch versus zero-sized tensor during deepspeed zero3 init." + "reason": "Both are IndexErrors, but the mask/tensor mismatch and Zero3/BertModel bounds error are different code paths." }, { - "left": "issue:43716", - "right": "issue:46294", + "left": "issue:45507", + "right": "issue:47228", "accept": false, - "reason": "Different modalities and failures: image-preprocessor dtype mismatch versus video feature/token count mismatch." + "reason": "GraniteMoEHybrid invalid-method calls are not the same as a Sam3 compilation regression." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code compatibility breakage is not the same as a torch 2.4.1 / transformers 5.8.0 incompatibility." + "reason": "Both are broad version regressions, but one is remote_code model breakage and the other is torch/transformers incompatibility; not the same concrete bug." }, { - "left": "issue:44479", + "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Both involve video input, but the former is a broad v5.3.0 regression across several models while the latter is a specific Qwen3.5 apply_chat_template mismatch." + "reason": "Image-preprocessor dtype mismatch and video feature/token mismatch are different model-input bugs." }, { "left": "issue:43054", "right": "issue:43994", - "accept": false, - "reason": "Same model family, but one reports poor embedding quality and the other wrong outputs/loading behavior; not clearly the same bug." + "accept": true, + "reason": "Both point to Siglip2 producing bad outputs/embeddings; they look like the same underlying model regression with different observed symptoms." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both are Qwen video-input regressions centered on video feature/token alignment in the Qwen3.5/VL family." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Nemotron example breakage and YOLO multi-GPU device-map failure are unrelated." + "reason": "Broken Nemotron example and YOLO multi-GPU failure are unrelated." }, { - "left": "issue:43596", - "right": "issue:46165", + "left": "issue:45759", + "right": "issue:45902", "accept": false, - "reason": "Zero3 init index error with BertModel is unrelated to resuming training a local remote-code model." + "reason": "Different multimodal/config edge cases: text_config unwrapping versus uninitialized rotary embedding memory." }, { - "left": "issue:45759", - "right": "issue:45902", + "left": "issue:43596", + "right": "issue:46165", "accept": false, - "reason": "Composite-config unwrap logic and uninitialized-memory rotary embedding are separate issues." + "reason": "Zero3 init bounds error and remote-code resume issues are different failures." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "FlashAttention 2 issue and remote-code model_class/config_class error are different failure modes." + "reason": "Flash Attention 2 issue and remote-code model_class/config_class AttributeError are unrelated." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Image preprocessor dtype mismatch does not match the TRL SFT input-embedding unpacking failure." + "reason": "Different modalities and failure mechanisms; no shared underlying bug is evident." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight dimensionality error and Qwen3.5 TRL unpacking failure are unrelated." + "reason": "FSDP weight-dimension error and Qwen3.5 embedding unpacking failure are unrelated." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Notebook custom-model initialization regression is unrelated to the flash-attn2 fallback gating bug." + "reason": "Notebook custom-model initialization and flash-attn fallback checks are different issues." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "These are different model-specific correctness issues with no shared code-path indicated." + "reason": "High perplexity on gpt-oss and a GLM5 issue are not the same bug." }, { "left": "issue:45632", "right": "issue:45698", - "accept": false, - "reason": "Both touch remote-code/custom-module loading, but one is a cache-path collision and the other is wrong custom module selection after save/load; not clearly the same bug." + "accept": true, + "reason": "Both concern trust_remote_code/custom-module resolution and look like the same cache-key/leaf-directory collision leading to the wrong module being loaded." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "FineGrainedFP8Config failure is unrelated to flash-attn2 fallback checks." + "reason": "FineGrainedFP8Config failure and flash-attn fallback gating are unrelated." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but the affected models and concrete failures differ substantially." + "reason": "Both mention tied weights, but one is Mistral3 image-text generation and the other is translation-model v5 behavior; too different to merge." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A DSA indexer ReLU discussion and a docs typo are unrelated." + "reason": "A kernel/indexer discussion and a docs typo are clearly unrelated." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is a different problem from tied-weight handling." + "reason": "Quantization offloading behavior is not the same as tied-weight translation-model bugs." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Cache-strategy typo and removed run-command documentation are unrelated docs issues." + "reason": "Cache-strategy typo and removed run-command documentation are unrelated documentation issues." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and tied-weight translation-model issues are unrelated." + "reason": "PagedAttentionCache linear_attention crash is a distinct runtime bug from tied-weight translation models." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 SFT embedding failure and GraniteMoEHybrid invalid-method call are different code paths." + "reason": "Qwen3.5 SFT embedding unpacking and GraniteMoEHybrid invalid-method calls are different failures." }, { "left": "issue:45183", "right": "issue:46463", - "accept": false, - "reason": "General input_ids/inputs_embeds XOR validation messaging and T5 decoder-input validation are related only at a high level, not clearly the same bug." - }, - { - "left": "issue:44863", - "right": "issue:45005", - "accept": false, - "reason": "NemotronH checkpoint loading and tied-weight translation model issues are unrelated." + "accept": true, + "reason": "Both are about incorrect input-validation/error-message logic, with the T5 decoder-input report looking like a specific instance of the same validation bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The analysis stays grounded in the packet and is suitably conservative. The accepted pairs are limited to closely related symptom families, and the chosen canonical issue (44479) is a reasonable broad representative of the Qwen video-input regression cluster. No soft-edge verdict appears overstated." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -1242,7 +1274,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:24643", "issue:28530", @@ -1257,6 +1289,7 @@ "issue:43493", "issue:43643", "issue:43644", + "issue:43782", "issue:43824", "issue:43828", "issue:43856", @@ -1271,17 +1304,17 @@ "issue:44488", "issue:44534", "issue:44589", + "issue:44863", "issue:44910", "issue:44928", + "issue:44960", "issue:44991", + "issue:45005", "issue:45020", - "issue:45081", "issue:45399", "issue:45520", "issue:45663", - "issue:45685", "issue:45701", - "issue:45823", "issue:45859", "issue:45902", "issue:45920", @@ -1293,6 +1326,7 @@ "issue:46932" ], "soft_pairs": [ + "issue:44863|issue:45005", "issue:43975|issue:44292", "issue:46489|issue:46491", "issue:39692|issue:43054", @@ -1301,9 +1335,9 @@ "issue:43644|issue:43950", "issue:43872|issue:44589", "issue:46899|issue:46932", - "issue:43828|issue:44928", "issue:43054|issue:45701", "issue:45920|issue:46489", + "issue:43828|issue:44928", "issue:38175|issue:43054", "issue:45987|issue:46858", "issue:43950|issue:45902", @@ -1317,227 +1351,226 @@ "issue:44403|issue:44488", "issue:43643|issue:45020", "issue:41762|issue:42915", - "issue:41553|issue:43883", "issue:42947|issue:43856", + "issue:41553|issue:43883", "issue:44991|issue:45399", "issue:43824|issue:43872", - "issue:45685|issue:45823", - "issue:45081|issue:45399" + "issue:43782|issue:44960" ], - "prepared_review_unit_hash": "809141961f6eafe3736db428e0476a9f796bc0a817cb2f759a9573481d87a486", + "prepared_review_unit_hash": "d43eb3062a80d68a617efbdcd3123cdab14ab3317b74354869069485030365b2", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36504, - "estimated_input_tokens": 9126, - "estimated_eval_tokens": 18508 + "serialized_chars": 36879, + "estimated_input_tokens": 9220, + "estimated_eval_tokens": 18696 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue cluster with a few true duplicates. The strongest duplicate family is the non-persistent-buffer regression around #43950/#44534, while #45902 is related thematically but not clearly the same underlying bug from the provided evidence.", - "confidence": 0.64, - "canonical_issue_reason": "#43950 is the clearest anchor for the non-persistent-buffer regression: it names the concrete transformers 5.x corruption bug directly and has an obvious near-duplicate in #44534.", + "summary": "Mostly a noisy cluster of distinct Transformers issues, but the non-persistent-buffer regression subcluster is broader than initially noted: issue:43950, issue:43644, issue:44534, and issue:45902 all describe the same v5 buffer-corruption/fill-with-junk problem. The other accepted duplicate subclusters remain StaticCache.get_seq_length return-shape issues and Gemma4 quantized embedder dtype casting.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43950 is the clearest and broadest representative of the non-persistent-buffer regression, and it matches the closely related reports in issue:43644, issue:44534, and issue:45902.", "canonical_pr_reason": null, - "best_issue_reason": "#43950 is the best issue to keep as the representative of the buffer-corruption subset because it is the most explicit and actionable description of that specific regression.", + "best_issue_reason": "issue:43950 is the best anchor because it states the regression most directly and covers the full duplicate family around non-persistent-buffer corruption in Transformers 5.x.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Different bugs: NemotronH checkpoint loading vs tied-weights behavior in translation models." + }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different models and failure modes: tokenizer detokenization regression vs Qwen-3 loading error." + "reason": "Unrelated model-specific failures: DeepSeek-Coder detokenization vs Qwen-3-8B-NVFP4 loading." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and do not read as the same concrete bug." + "reason": "Both are tokenizer regressions, but for different models and likely different code paths." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Docs/example errors with quantization versus a model-quality complaint; not the same underlying issue." + "reason": "Docs/example errors for SigLIP2 vs a text-embedding quality regression; not the same bug." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same regression family: non-persistent buffers being corrupted/junk-filled in transformers v5." + "reason": "Same underlying v5 non-persistent-buffer corruption/fill-with-junk regression." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Different code paths and symptoms: custom compute_loss API breakage vs DeepSpeed ZeRO-3 loading failure." + "reason": "Different issues: custom trainer argument mismatch vs DeepSpeed ZeRO-3 load-time IndexError." }, { - "left": "issue:43643", + "left": "issue:43644", "right": "issue:43950", - "accept": false, - "reason": "Remote-code config field loss is a different bug from non-persistent buffer corruption." + "accept": true, + "reason": "Same underlying v5 non-persistent-buffer corruption regression; both describe junk-filled/corrupted non-persistent buffers." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Distinct compatibility problems with different root causes and symptoms." + "reason": "Both involve quantization/storage, but the concrete failures and code paths differ." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; #46932 is explicitly the fix/duplicate." - }, - { - "left": "issue:43828", - "right": "issue:44928", - "accept": false, - "reason": "Different issues in different paths: autocast dtype mismatch versus 3D position_ids / SDPA fallback behavior." + "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; 46932 reads like a duplicate/fix-up report." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "A model embedding quality complaint is not the same as a broad tokenizer-version change report." + "reason": "SigLIP2 embedding quality issue vs a generic tokenization-change report; not the same defect." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Both involve tokenization, but they are not the same concrete tokenizer bug or model family." + "reason": "Tokenizer regressions for different model families; too little evidence they share one concrete code-path bug." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different failures: autocast dtype mismatch for Phi MoE vs Qwen3.5 FlashAttention/position_ids crash." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Different SigLIP2 symptoms: unexpected zero probabilities versus worse text embeddings." + "reason": "Related SigLIP2 complaints, but one is a quality symptom and the other is a broader HF-vs-JAX discrepancy." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same StaticCache get_seq_length contract bug: tensor return value breaking downstream arithmetic." + "reason": "Same StaticCache.get_seq_length contract bug: returning a tensor/device-bound value instead of a plain int-like scalar." }, { "left": "issue:43950", "right": "issue:45902", - "accept": false, - "reason": "The titles are similar around buffers/materialization, but the packet does not clearly support the same underlying regression; this looks adjacent rather than duplicate." + "accept": true, + "reason": "Same non-persistent-buffer corruption family; 45902 is a concrete manifestation after meta -> to_empty(cuda) materialization." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Related model family, but one is a performance complaint and the other is an HF-vs-JAX discrepancy report." + "reason": "Related SigLIP2 reports, but one is a symptom and the other is a broader HF-vs-JAX implementation discrepancy." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Separate Qwen3.5 bugs: flash-attn crash from 3D position_ids versus CPU-offload incompatibility in rotary embedding." + "reason": "Different Qwen3.5 issues: FlashAttention packed-sequence misinterpretation vs CPU-offload incompatibility." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Different model/runtime paths and distinct root causes; not enough evidence for a single bug." + "reason": "Gemma4 FSDP2 shared_kv_states bug is unrelated to non-persistent-buffer initialization." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Different performance/memory problems with different triggers and code paths." + "reason": "Different memory/training regressions: LoRA checkpointing ineffectiveness vs int4 quantization OOM." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise versus a specific model-loading failure." + "reason": "Generic load-time noise vs a distinct model-loading failure for ScandiBERT." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "Unrelated training shape error versus early-stopping metric detection." + "reason": "Completely different training/early-stopping issues." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization bug versus import utility KeyError; unrelated." + "reason": "Tokenizer detokenization bug vs FlashAttention import error on Python 3.13." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Different loading reports: noisy logs versus a specific tokenizer/model load failure." + "reason": "Generic loading noise vs a distinct model-loading failure for cjvt/sleng-bert." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Specific missing-fields issue versus a broader remote-code regression claim." + "reason": "Both touch remote_code, but one is missing fields in AutoConfig and the other is broad model-loading breakage." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different model/runtime failures with different root causes." + "reason": "Different model/configuration failures: ZeRO-3 load IndexError vs FineGrainedFP8Config failure." }, { - "left": "issue:41553", - "right": "issue:43883", + "left": "issue:42947", + "right": "issue:43856", "accept": false, - "reason": "Bad error messaging is not the same as a missing attribute error." + "reason": "Different causes and symptoms: LoRA checkpointing vs MoE training memory inefficiency." }, { - "left": "issue:42947", - "right": "issue:43856", + "left": "issue:41553", + "right": "issue:43883", "accept": false, - "reason": "LoRA gradient checkpointing ineffectiveness and Qwen3 MoE memory usage are different problems." + "reason": "Bad error message for AutoTokenizer loading Voxtral is unrelated to Molmo tied-weights metadata." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading regression versus flash-attn2 fallback selection logic; different subsystems." + "reason": "Tokenizer loading failure for a specific model vs FlashAttention2 fallback gating logic." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Import/export symbol issue versus bitsandbytes constructor incompatibility." - }, - { - "left": "issue:45685", - "right": "issue:45823", - "accept": false, - "reason": "MPS histogram kernel issue is unrelated to Gemma4 device-map mismatch." + "reason": "Import error for a Qwen VL class vs bitsandbytes Int8Params incompatibility." }, { - "left": "issue:45081", - "right": "issue:45399", + "left": "issue:43782", + "right": "issue:44960", "accept": false, - "reason": "Tokenizer regex patch crash versus fallback gating; no shared underlying bug." + "reason": "Qwen3VL weight_only loading error vs GLM5; no clear shared bug." } ] }, "evaluator_result": { "accept": false, - "feedback": "The cluster summary is mostly grounded, but one soft-edge acceptance looks overstated: issue:43950 vs issue:45902. The packet only shows title-level similarity around buffer/materialization/uninitialized memory; it does not clearly support calling them the same underlying regression. The other accepted pairs look conservative, but this one makes the verdict set non-conservative overall." + "feedback": "Reject: the soft-edge verdict for issue:43644 vs issue:43950 is not grounded in the packet. The titles are both about Transformers v5 filling/corrupting non-persistent buffers, so this looks like the same regression subcluster, not a different bug. The provided reason also references remote-code field loss, which is a different issue (issue:43643), suggesting a mismatch. As a result, the summary undercounts the non-persistent-buffer duplicate set." }, "evaluator_used": true, "retried": true, @@ -1556,7 +1589,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:24643", "issue:30064", @@ -1567,7 +1600,6 @@ "issue:42947", "issue:43257", "issue:43404", - "issue:43782", "issue:43792", "issue:43827", "issue:43828", @@ -1578,7 +1610,6 @@ "issue:43940", "issue:43950", "issue:44220", - "issue:44291", "issue:44368", "issue:44479", "issue:44509", @@ -1587,19 +1618,22 @@ "issue:44805", "issue:44863", "issue:44928", - "issue:44960", "issue:44991", "issue:45020", + "issue:45081", "issue:45305", "issue:45313", "issue:45356", + "issue:45399", "issue:45488", "issue:45588", + "issue:45685", "issue:45715", "issue:45759", "issue:45823", "issue:45923", "issue:46315", + "issue:46402", "issue:46489", "issue:46661", "issue:46869", @@ -1607,25 +1641,25 @@ "issue:46897" ], "soft_pairs": [ - "issue:43782|issue:44960", + "issue:45081|issue:45399", + "issue:45685|issue:45823", "issue:45020|issue:45823", "issue:44661|issue:45020", "issue:41553|issue:43881", "issue:43828|issue:45823", - "issue:45020|issue:45356", "issue:42491|issue:44368", - "issue:43881|issue:43883", + "issue:45020|issue:45356", "issue:45715|issue:46315", + "issue:43881|issue:43883", "issue:43872|issue:46869", "issue:45759|issue:46661", - "issue:43872|issue:44291", "issue:43827|issue:44509", "issue:45488|issue:46489", "issue:45020|issue:46661", "issue:43404|issue:43950", "issue:46894|issue:46897", - "issue:43792|issue:44220", "issue:43257|issue:45305", + "issue:43792|issue:44220", "issue:36331|issue:41093", "issue:42947|issue:45923", "issue:43940|issue:45313", @@ -1634,213 +1668,220 @@ "issue:44479|issue:44560", "issue:44928|issue:45588", "issue:41093|issue:44805", - "issue:41553|issue:44991" + "issue:41553|issue:44991", + "issue:44863|issue:46402" ], - "prepared_review_unit_hash": "3d69cc6b57e3a985e603a9a35e1cd84f903340493141142bb5b0f00694cb9756", + "prepared_review_unit_hash": "e45cff73187509af410e2450b4caca93097e2922275acfa5353339d09562a5e0", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35990, - "estimated_input_tokens": 8998, - "estimated_eval_tokens": 18252 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36987, + "estimated_input_tokens": 9247, + "estimated_eval_tokens": 18750 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue cluster with a few clear duplicate pairs. The Qwen video pair is related but not strongly evidenced as the same concrete bug, so it should be treated conservatively rather than merged as a duplicate.", - "confidence": 0.44, - "canonical_issue_reason": "Issue 45020 is the broadest representative of the cluster\u2019s dominant theme: recent-version regressions breaking model/tokenizer loading paths across multiple models. It is not a perfect umbrella, but it is the best single anchor for this mixed set.", + "summary": "The set is mostly heterogeneous and not a single duplicate cluster. I only see four believable duplicate pairs: two exact/near-exact bug reports, one docs cleanup pair, and one likely shared Qwen video regression; the rest look like adjacent but distinct failures.", + "confidence": 0.84, + "canonical_issue_reason": "There is no single canonical issue for the whole set because the items span many unrelated bugs. If one representative has to be chosen, 46894 is the best anchor because it is the clearest, broader report for the only strong duplicate pair and is still open/reusable for triage.", "canonical_pr_reason": null, - "best_issue_reason": "45020 is the strongest general representative because it captures a broad, centrally recurring regression pattern affecting loading behavior across models, which aligns better with the cluster than the narrower model-specific reports.", + "best_issue_reason": "46894 is the strongest global issue representative: it is detailed, open, and directly matches 46897\u2019s same underlying training-loss double-shift bug, making it the best triage anchor among the true duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43782", - "right": "issue:44960", + "left": "issue:45081", + "right": "issue:45399", "accept": false, - "reason": "Different model families and failure modes: Qwen3-VL weight loading with `weight_only=True` vs GLM5 loading in tests." + "reason": "Related tokenizer/attention internals, but these are different bugs: Mistral regex loading vs flash-attn2 fallback gating." }, { - "left": "issue:45020", + "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Both are regressions, but one is remote-code/model loading and the other is a Gemma4 PLE forward device-mismatch bug." + "reason": "Different failures: MPS int histogram in MoE vs Gemma4 PLE device mismatch." }, { - "left": "issue:44661", - "right": "issue:45020", + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Both are compatibility regressions, but one is remote-code loading and the other is a forward/device-map issue." + }, + { + "left": "issue:44661", + "right": "issue:45020", "accept": false, - "reason": "Tokenizer mapping/add-new-model failure is a different code path from remote-code loading regressions." + "reason": "Model-registration helper bug and remote-code loading breakage are different code paths." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different models and symptoms: Voxtral tokenizer error message vs GLM-4v-9b load failure." + "reason": "Different models and errors; one is a bad tokenizer message, the other is a GLM load failure." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Different runtime bugs in different models: autocast dtype mismatch vs device-map mismatch." - }, - { - "left": "issue:45020", - "right": "issue:45356", - "accept": false, - "reason": "Remote-code loading regressions and tokenizer codec/warning regression are different issues." + "reason": "Autocast dtype mismatch for Phi-tiny-MoE is unrelated to Gemma4 device placement." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "LoRA checkpoint compatibility on hf4.x/hf5.x is unrelated to the tie_word_embeddings warning." + "reason": "Both mention Qwen/LoRA, but one is weight conversion on hf4.x and the other is a config warning about tie_word_embeddings." }, { - "left": "issue:43881", - "right": "issue:43883", + "left": "issue:45020", + "right": "issue:45356", "accept": false, - "reason": "Both are model-loading failures, but for different models and different missing/tied-weight problems." + "reason": "Tokenizer-related, but remote-code breakage and Kimi codec handling are distinct regressions." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance regressions, but they affect different conversion functions and are not clearly the same bug." + "reason": "Both are tokenizer performance regressions, but they hit different methods and likely different hot spots." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Two separate model-loading failures with different missing pieces." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "Bitsandbytes `_is_hf_initialized` incompatibility is unrelated to YOLO multi-GPU device-map failures." + "reason": "bitsandbytes init-arg incompatibility is unrelated to YOLO multi-GPU device-map behavior." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Different loading bugs: missing `text_config` unwrap for composite configs vs remote-code `config_class` attribute error." - }, - { - "left": "issue:43872", - "right": "issue:44291", - "accept": true, - "reason": "Both describe the same `_is_hf_initialized` compatibility break during model initialization/loading." + "reason": "Composite config unwrapping and remote-code config_class handling are different loader bugs." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Both are documentation cleanup for stale pipeline-task references removed in v5." + "reason": "Same docs cleanup: stale references to removed pipeline tasks after the v5 removals." }, { "left": "issue:45488", "right": "issue:46489", "accept": false, - "reason": "Both involve DeepSeek-family tokenizer regressions, but the specific tokenizer behavior and root cause differ." + "reason": "Both touch DeepSeek tokenization, but one is a ByteLevel/Metaspace override bug and the other is a separate DeepSeek-Coder output regression." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "Remote-code model breakage and `config_class` AttributeError are related broadly, but not the same concrete bug." + "reason": "Both involve remote-code models, but the failures are different and not the same bug." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Tied lm_head weight bug and non-persistent buffer corruption are distinct state/loading problems." + "reason": "Weight tying in Mistral3 and non-persistent buffer corruption are unrelated regressions." }, { "left": "issue:46894", "right": "issue:46897", - "accept": false, - "reason": "Both are double-shift training-loss reports, but they are model-specific and not clearly the same concrete code-path bug." + "accept": true, + "reason": "Same training-loss double-shift bug pattern reported for two models; clearly the same underlying issue." }, { - "left": "issue:43792", - "right": "issue:44220", + "left": "issue:43257", + "right": "issue:45305", "accept": false, - "reason": "Whisper loading failure and `_torch_extract_fbank_features()` issue are too indirect to treat as the same bug." + "reason": "Both involve DeepSpeed, but one is ZeRO-3 weight loading and the other is gradient averaging with loss kwargs." }, { - "left": "issue:43257", - "right": "issue:45305", + "left": "issue:43792", + "right": "issue:44220", "accept": false, - "reason": "DeepSpeed ZeRO-3 weight-loading failure and gradient-averaging bug are different training-time issues." + "reason": "Likely audio-related, but the reports are too different to call duplicate from titles alone." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Unexpected keyword in `compute_loss` and mask-shape IndexError are unrelated failures." + "reason": "Different bugs: Trainer API TypeError vs tensor/mask shape mismatch." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "One is PEFT LoRA gradient checkpointing not taking effect; the other is a missing `supports_gradient_checkpointing` flag." + "reason": "Gradient checkpointing symptoms differ: PEFT/LoRA ineffectiveness vs missing supports_gradient_checkpointing flag." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are Qwen DeepSpeed ZeRO-3 load failures, but the affected model structures and missing-weights symptoms are different enough that the shared root cause is not clear." + "reason": "Both are ZeRO-3 load failures on Qwen variants, but the model families and failure details differ." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model-loading failures for unrelated model families." + "reason": "Different model families and different load failures." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed weight-shape runtime error and void segmentation-map processing are unrelated bugs." + "reason": "Completely unrelated: DeepSpeed weight-shape error vs image processor void-segmentation failure." }, { "left": "issue:44479", "right": "issue:44560", - "accept": false, - "reason": "Both are Qwen/VL video regressions, but the packet only shows title-level similarity and does not establish the same concrete bug or a single mergeable fix." + "accept": true, + "reason": "Likely the same v5.3.0 video-input regression in the Qwen3/Qwen2.5 VL family, with 44560 as a model-specific manifestation." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "RLHF NaNs from position-id behavior and flash-attention `s_aux=None` crash are different problems." + "reason": "Gradient explosion NaNs and flash_attention s_aux=None crashes are different failure modes." }, { "left": "issue:41093", "right": "issue:44805", - "accept": false, - "reason": "The error text is similar, but there is not enough evidence that these are the same underlying mask/indexing bug." + "accept": true, + "reason": "Same mask/index shape mismatch IndexError; these read like duplicate reports of the same bug." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer-loading problems affecting different models and code paths." + "reason": "Both are tokenizer loading issues, but they concern different models and different error behavior." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different models and different loader failures; not the same bug." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Most of the verdicts are conservative, but one accepted soft edge is too speculative: issue 44479 and issue 44560 are both Qwen/VL video regressions, yet the packet only gives title-level evidence and does not clearly show they are the same concrete bug or a single mergeable PR. The summary also overstates this as a 'duplicate pair' rather than a related pair. Because the soft-edge acceptance is not fully grounded, I would reject." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The four accepted soft pairs are all plausible from the titles/bodies, and choosing 46894 as the representative issue is reasonable because it is open and clearly matches 46897. No obvious overstatement." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1856,7 +1897,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:36010", "issue:38175", @@ -1868,6 +1909,7 @@ "issue:43531", "issue:43550", "issue:43596", + "issue:43632", "issue:43638", "issue:43645", "issue:43646", @@ -1900,38 +1942,34 @@ "issue:45823", "issue:45834", "issue:45902", - "issue:46402", - "issue:46468", "issue:46489", "issue:46515", "issue:46858", "issue:46899" ], "soft_pairs": [ - "issue:43716|issue:46468", - "issue:43366|issue:43828", "issue:44530|issue:44863", - "issue:44863|issue:46402", + "issue:43366|issue:43828", "issue:43366|issue:43531", "issue:43596|issue:46515", "issue:45325|issue:45902", "issue:43366|issue:44589", - "issue:41553|issue:44488", "issue:43638|issue:46515", "issue:44155|issue:45584", "issue:45663|issue:45823", + "issue:41553|issue:44488", "issue:42915|issue:43957", "issue:43824|issue:43957", - "issue:43716|issue:44560", "issue:43950|issue:45834", - "issue:42617|issue:43366", + "issue:43716|issue:44560", "issue:43645|issue:43646", - "issue:44560|issue:45685", + "issue:42617|issue:43366", "issue:44910|issue:46858", - "issue:44560|issue:44918", + "issue:44560|issue:45685", "issue:36010|issue:42915", - "issue:44683|issue:46515", "issue:43550|issue:44910", + "issue:44683|issue:46515", + "issue:44560|issue:44918", "issue:45812|issue:46489", "issue:45823|issue:46515", "issue:44661|issue:45823", @@ -1942,246 +1980,247 @@ "issue:43596|issue:44661", "issue:45672|issue:46899", "issue:42491|issue:43720", + "issue:43632|issue:45834", "issue:44661|issue:44805" ], - "prepared_review_unit_hash": "557aeb2856dfa1a9c7f83fde8f2e57f38dd9aae618418bd2461c0c4646bc683c", + "prepared_review_unit_hash": "3765715a0b1766995130bc82003112b3a8de5edd412aec9e75a975ea2e694f52", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38341, - "estimated_input_tokens": 9586, - "estimated_eval_tokens": 19428 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37490, + "estimated_input_tokens": 9373, + "estimated_eval_tokens": 19002 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous, with only a few convincing duplicate pairs. The strongest matches are the Transformers 5.0 custom-model init regression, the SigLIP2 bad-output regression, the Deepspeed ZeRO-3 + BertModel IndexError, and the Gemma4 4-bit multimodal dtype-cast failure. Most other soft edges connect different models or different code paths and should stay separate.", - "confidence": 0.87, - "canonical_issue_reason": "issue:46899 is the clearest representative of a concrete, well-scoped regression: Gemma4 multimodal/audio processing breaks under 4-bit quantization due to unsafe dtype handling. It is more specific and actionable than the paired report.", + "summary": "This cluster is mostly a loose topical group around Transformers regressions, but only a few pairs look like true duplicates; the rest are different model/code-path failures despite superficial similarity.", + "confidence": 0.86, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:46899 is a strong global representative because it describes a precise user-facing failure, has a clear root-cause framing, and aligns with a valid duplicate candidate.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43716", - "right": "issue:46468", - "accept": false, - "reason": "Different models and symptoms; one is a Mistral-3 image-preprocessor dtype mismatch, the other is a Nemotron example failure." - }, - { - "left": "issue:43366", - "right": "issue:43828", - "accept": false, - "reason": "Unrelated bugs: GGUF gpt-oss support vs a Phi-tiny-MoE autocast dtype mismatch." - }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different failure modes and models: Qwen3.5 PagedAttentionCache crash vs NemotronH checkpoint loading." + "reason": "Different models and failure modes: Qwen3.5 PagedAttentionCache/linear_attention crash vs NemotronH checkpoint loading." }, { - "left": "issue:44863", - "right": "issue:46402", + "left": "issue:43366", + "right": "issue:43828", "accept": false, - "reason": "Different model-loading issues in unrelated model families." + "reason": "Unrelated bugs: GGUF gpt-oss architecture support vs Phi-tiny-MoE autocast dtype mismatch." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "GGUF gpt-oss support and Qwen3-MoE sliding_window handling are separate problems." + "reason": "Both mention Qwen/MoE-ish areas, but one is GGUF architecture support and the other is a sliding_window behavior bug." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "No shared bug: ZeRO-3 BertModel IndexError vs a generic torch version incompatibility." + "reason": "Bert/Zero3 init IndexError is a specific loading bug; the other is a broad torch 2.4.1 incompatibility report." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both involve rotary-related code, but the models and root causes differ." + "reason": "Different Qwen families and different bugs: rope scaling for Qwen2.5-VL vs uninitialized inv_freq after meta->to_empty on Qwen3_5Moe." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "Completely different topics: GGUF architecture support vs float8 storage lookup failure." - }, - { - "left": "issue:41553", - "right": "issue:44488", - "accept": false, - "reason": "Different loading errors for different models; only broad tokenizer/loading subsystem overlap." + "reason": "No shared code path; GGUF gpt-oss support is unrelated to a missing Float8 storage type error." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "ZeRO-3/BertModel IndexError is unrelated to a generic torch compatibility report." + "reason": "Different scope and root cause: Zero3/Bert index error vs general torch version incompatibility." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different audio bugs: track embedding leakage vs empty transcription handling." + "reason": "AudioFlamingo3 track-leak bug and Whisper empty-transcription bug are separate pipelines." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Distinct Gemma4 issues: FSDP2 shared_kv_states rebuild vs device mismatch in PLE forward." + "reason": "Both are Gemma4, but one is FSDP2 shared_kv_states rebuild KeyError and the other is a device mismatch in PLE forward." }, { - "left": "issue:42915", - "right": "issue:43957", + "left": "issue:41553", + "right": "issue:44488", "accept": false, - "reason": "Different code paths: Qwen3Moe FP8 config failure vs meta-device loading issues." + "reason": "Both are loading issues, but Voxtral AutoTokenizer error and cjvt/sleng-bert load failure are different models and symptoms." }, { - "left": "issue:43824", + "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Import error for Qwen2.5-VL is unrelated to meta-device loading regressions." + "reason": "Qwen3Moe FineGrainedFP8Config failure and meta-device loading regressions are distinct problems." }, { - "left": "issue:43716", - "right": "issue:44560", + "left": "issue:43824", + "right": "issue:43957", "accept": false, - "reason": "Different models and errors; no shared underlying bug." + "reason": "Importing Qwen2_5_VLForConditionalGeneration is an export/API issue; meta-device loading is a separate code path." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer loading regression and Kosmos2.5 OCR index error are unrelated." + "reason": "Non-persistent buffer corruption during from_pretrained is unrelated to Kosmos2.5 long-OCR index errors." }, { - "left": "issue:42617", - "right": "issue:43366", + "left": "issue:43716", + "right": "issue:44560", "accept": false, - "reason": "No concrete shared bug; these are different model/runtime issues." + "reason": "Mistral-3 dtype mismatch in image preprocessing and Qwen3-vl StopIteration are different multimodal bugs." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same Transformers 5.0 custom-model initialization regression; the notebook-specific report is just a narrower reproduction." + "reason": "Both report Transformers 5.0.0 breaking custom model initialization; the notebook case is just a narrower manifestation of the same regression." }, { - "left": "issue:44560", - "right": "issue:45685", + "left": "issue:42617", + "right": "issue:43366", "accept": false, - "reason": "Unrelated errors in different subsystems and model families." + "reason": "3d_parallel.py runtime failure is unrelated to GGUF gpt-oss model support." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Both involve attention/cache internals, but the actual bugs and affected paths are different." + "reason": "Qwen3.5 flash-attention memory access and static-cache seq_length tensor arithmetic are different bugs." }, { "left": "issue:44560", - "right": "issue:44918", + "right": "issue:45685", "accept": false, - "reason": "Different Qwen3.5-related failures with different triggers and code paths." + "reason": "Qwen3-vl video StopIteration and MPS histogram_mps Int support are unrelated." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Importing GenerationMixin and Qwen3Moe FP8 failures are unrelated." + "reason": "GenerationMixin import error and Qwen3Moe FP8 loading failure do not share the same bug." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and Qwen3.5 flash-attention crash are separate code paths." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Compiled flex_attention on torch >=2.9 is not the same bug as a torch 2.4.1 incompatibility report." + "reason": "torch>=2.9 flex_attention compile failure is not the same as a torch 2.4.1 incompatibility report." }, { - "left": "issue:43550", - "right": "issue:44910", + "left": "issue:44560", + "right": "issue:44918", "accept": false, - "reason": "Both mention attention/compile, but the model, symptom, and likely root cause differ." + "reason": "Both are Qwen3.5-adjacent, but one is a video embedding StopIteration and the other is an SFT embedding unpacking failure." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." + "reason": "Both are tokenizer regressions, but Granite token IDs and DeepSeek-Coder v1 output are different model-specific bugs." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device mismatch is unrelated to a generic torch incompatibility issue." + "reason": "Gemma4 PLE device mismatch is a specific forward-path bug; the other is a generic torch version incompatibility." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "add-new-model-like TOKENIZER_MAPPING_NAMES failure and Gemma4 device mismatch are unrelated." + "reason": "TOKENIZER_MAPPING_NAMES add-new-model-like failure is unrelated to Gemma4 device placement in forward." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different index/shape errors in different model pipelines." + "reason": "Qwen3-vl video StopIteration and a generic mask/index shape mismatch are not the same failure." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2-base-patch16-224 bad-output regression; both report incorrect/degenerate outputs from the same model." + "reason": "Same underlying Siglip2-base-patch16-224 regression: wrong/zero probabilities and nonsensical outputs from AutoModel/pipeline." }, { "left": "issue:44877", "right": "issue:45030", - "accept": false, - "reason": "Strict config loading for granite_speech and glm4v config validation are separate regressions." + "accept": true, + "reason": "Both describe model loading broken by stricter config validation; same regression class, just different affected configs." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "ZeRO-3 BertModel IndexError is unrelated to tokenizer-mapping/model-addition logic." + "reason": "Zero3 Bert index error and TOKENIZER_MAPPING_NAMES add-new-model-like failure are distinct issues." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Bert Zero3 initialization crash is unrelated to add-new-model-like token mapping handling." }, { "left": "issue:45672", "right": "issue:46899", "accept": true, - "reason": "Both point to the same Gemma4 4-bit multimodal dtype-handling regression; the audio-only and audio/vision descriptions are variant reports of the same bug." + "reason": "Same Gemma4 4-bit quantization/dtype-cast problem in multimodal/audio-vision embedders; the latter is a broader symptom set of the same bug." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Qwen3_moe LoRA compatibility and BitNet accelerate-loading failure are different problems." + "reason": "Qwen3_moe LoRA compatibility across hf4.x/hf5.x and BitNet packed-weight unpacking are different loading regressions." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag regression and Kosmos2.5 long OCR index errors are unrelated." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "No shared underlying bug: tokenizer mapping registration vs mask/index shape mismatch." + "reason": "Token-mapping model registration failure and mask/tensor shape IndexError are different bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The accepted duplicate pairs are conservatively phrased and grounded in the packet, and the rejected soft edges are generally cautious rather than overstated. The summary is also supported by the issue titles, including the close Gemma4 and Transformers 5.0 matches. One note: the Deepspeed ZeRO-3/BertModel similarity is mentioned in the summary without a corresponding soft-edge verdict, but that does not appear to overstate the packet evidence." + "feedback": "The summary stays grounded in the packet and is suitably conservative: it frames the cluster as mostly topical noise around Transformer regressions, and the accepted soft pairs are all plausibly same-regression cases from the titles alone. The rejected pairs also avoid overclaiming duplicates across different models/code paths. No evidence of overstating the links." }, "evaluator_used": true, "retried": false, @@ -2200,7 +2239,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:38175", "issue:39692", @@ -2209,8 +2248,6 @@ "issue:42915", "issue:43257", "issue:43317", - "issue:43425", - "issue:43632", "issue:43644", "issue:43645", "issue:43708", @@ -2218,17 +2255,18 @@ "issue:43856", "issue:43873", "issue:43931", - "issue:43957", "issue:43994", "issue:44075", "issue:44164", "issue:44291", "issue:44387", + "issue:44402", "issue:44451", "issue:44488", "issue:44534", "issue:44756", "issue:44863", + "issue:44910", "issue:44960", "issue:44977", "issue:44991", @@ -2241,8 +2279,8 @@ "issue:45406", "issue:45488", "issue:45507", + "issue:45588", "issue:45812", - "issue:45834", "issue:46050", "issue:46459", "issue:46468", @@ -2252,23 +2290,22 @@ "issue:46901" ], "soft_pairs": [ - "issue:43632|issue:45834", "issue:43317|issue:44756", "issue:38175|issue:39692", "issue:43644|issue:44534", "issue:41720|issue:42915", "issue:42915|issue:44756", "issue:42491|issue:45276", - "issue:44451|issue:44488", "issue:44960|issue:44977", + "issue:44451|issue:44488", "issue:44863|issue:46846", - "issue:45507|issue:46468", "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:39692|issue:43994", "issue:43856|issue:43873", "issue:42491|issue:45292", "issue:42491|issue:45335", @@ -2281,222 +2318,223 @@ "issue:46897|issue:46901", "issue:45488|issue:45812", "issue:45362|issue:45406", - "issue:43425|issue:43957" + "issue:44910|issue:45588", + "issue:44402|issue:44488" ], - "prepared_review_unit_hash": "02ab5b0142f4a884e7e40445dd63f3c22f2cbae122b91652a4fd819f09b57fd9", + "prepared_review_unit_hash": "813f8bcec6d10bccbe50b6887062af01c51679819e10848eb6bb69b0641ac2de", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36464, - "estimated_input_tokens": 9116, - "estimated_eval_tokens": 18488 + "serialized_chars": 36058, + "estimated_input_tokens": 9015, + "estimated_eval_tokens": 18286 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous Transformer/model-loading regressions. Only the non-persistent-buffer junk regression looks like a clear duplicate pair; the other soft pairs mostly share a subsystem or model family but not the same concrete bug.", - "confidence": 0.36, - "canonical_issue_reason": "issue:43644 is the clearest representative of the only strong duplicate pair: it states the broad Transformers v5 non-persistent-buffer corruption bug, while 44534 is the later rephrasing of the same regression.", + "summary": "This cluster is mostly a grab-bag of distinct Transformers regressions, with a few near-duplicate issue pairs around the same v5 behavior. The only clear duplicates are the non-persistent-buffer junk regression and the resize_token_embeddings output-embedding regression.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 43644 is the broadest, most central representative of the cluster\u2019s clear duplicate subset: it describes a general Transformers 5.0.0 regression and has a near-identical duplicate in 44534.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best issue candidate because it is the most general, clearly scoped duplicate target among the accepted pair and has the strongest standalone description.", + "best_issue_reason": "43644 is the best global issue anchor because it states the regression at the highest level, is not model-specific, and cleanly captures one of the strongest duplicate groups.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43632", - "right": "issue:45834", - "accept": false, - "reason": "Unrelated bugs: _is_hf_initialized regression vs Kosmos2.5 OCR index error." - }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Different failure modes and code paths: device_map/offload loading vs mmap OOM mitigation." + "reason": "Both are memory/offload-related, but they describe different failures: dequantized model loading with device_map=auto vs disabling mmap on Strix Halo to avoid OOM." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Both involve SigLIP2, but one is zero probabilities and the other is doc/example mismatch plus quantization failure." + "reason": "Same model family, but one is a zero-probability inference bug and the other is a docs example/model-processor/quantization issue." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same concrete regression: Transformers v5 fills non-persistent buffers with junk; 44534 is the same bug restated." + "reason": "Same underlying Transformers 5 regression: non-persistent buffers being initialized with junk; titles are essentially the same bug." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Different issues: auto device-mapping CUDA assert vs FineGrainedFP8Config failure." + "reason": "Both involve Qwen3, but one is an auto-device-map CUDA assert and the other is a FineGrainedFP8Config failure." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Unrelated Qwen3Moe FP8 config bug vs Strix Halo mmap/OOM workaround." + "reason": "Completely different bugs: Qwen3Moe FP8 config failure vs mmap/offload OOM behavior." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "LoRA hf4.x/hf5.x compatibility problem is unrelated to Gemma4 resize_token_embeddings behavior." + "reason": "Different symptoms and code paths: LoRA model compatibility across HF versions vs resize_token_embeddings not updating embeddings." }, { - "left": "issue:44451", - "right": "issue:44488", + "left": "issue:44960", + "right": "issue:44977", "accept": false, - "reason": "Both are load failures for different models, but no clear shared underlying bug from the titles alone." + "reason": "Different models and failures: GLM5 vs Qwen3.5 flash-attention generation." }, { - "left": "issue:44960", - "right": "issue:44977", + "left": "issue:44451", + "right": "issue:44488", "accept": false, - "reason": "Different model families and symptoms: GLM5 issue vs Qwen3.5 flash-attention generation bug." + "reason": "Similar load-failure wording, but different model repos and no clear evidence they share the same concrete bug." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "NemotronH checkpoint loading failure is not the same as Qwen3.5 TP plan OOM/shape errors." + "reason": "NemotronH checkpoint loading is unrelated to Qwen3.5 TP plan omissions." }, { - "left": "issue:45507", - "right": "issue:46468", + "left": "issue:45313", + "right": "issue:45357", "accept": false, - "reason": "GraniteMoEHybrid invalid method call vs Nemotron example breakage are distinct problems." + "reason": "Different operations: ZeRO-3 weight loading for language_model vs save_pretrained saving wrong visual encoder keys." }, { - "left": "issue:45313", - "right": "issue:45357", + "left": "issue:45507", + "right": "issue:46468", "accept": false, - "reason": "Both are Qwen3.5 regressions, but one is ZeRO-3 loading and the other is save_pretrained key serialization." + "reason": "Different models and issues: GraniteMoEHybrid invalid method call vs broken Nemotron example." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Different dtype issues: loading composite checkpoints vs from_config leaving config.dtype stale." + "reason": "Both dtype-related, but one is loading composite checkpoints with ignored dtype and the other is from_config(dtype=...) leaving config stale." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Non-persistent-buffer corruption is unrelated to Jupyter custom-model initialization." + "reason": "One is a buffer-initialization regression; the other is a Jupyter/custom-model initialization breakage." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer/model-loading failures for different model families; no evidence of the same bug." + "reason": "Both are tokenizer/model loading reports, but they affect different repositories and the concrete failure modes are not established as the same." }, { - "left": "issue:39692", - "right": "issue:43994", + "left": "issue:43257", + "right": "issue:43854", "accept": false, - "reason": "Both are SigLIP2-related, but one is doc-example errors and the other is nonsensical inference outputs." + "reason": "Qwen3 MoE loading under accelerate/deepspeed is unrelated to a GLM-4.7-Flash unit-test load problem." }, { - "left": "issue:43257", - "right": "issue:43854", + "left": "issue:39692", + "right": "issue:43994", "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is unrelated to GLM-4.7-Flash loading in tests." + "reason": "Same SigLIP2 family, but the first is a documentation example with processor/quantization errors and the second is nonsensical model outputs via AutoModel/pipeline." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Training memory inefficiency and quantization/offloading behavior are different bugs." + "reason": "Both mention offloading or memory, but one is Qwen3 MoE training inefficiency and the other is quantization offloading not behaving as expected." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "The LoRA compatibility bug is unrelated to generic resize_token_embeddings not updating output embeddings." + "reason": "LoRA checkpoint compatibility issue vs a generic resize_token_embeddings output_embeddings bug." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "Different model/version-compatibility issue vs t5gemma embedding resize bug." + "reason": "Different bug classes: LoRA model incompatibility after HF upgrade vs T5Gemma embedding resize not propagating." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different models and symptoms: GLM-4.7-Flash load issue vs Qwen3-VL weight-shape mismatch." + "reason": "Different model-loading failures: GLM-4.7-Flash test failure vs Qwen3-VL weight shape mismatch." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint-resume max_steps bug is unrelated to SGD optimizer args being ignored." + "reason": "Trainer checkpoint-resume step calculation vs SGD optimizer arguments not being used." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both mention memory, but one is training efficiency and the other is int4 quantization reserved-memory/OOM regression." + "reason": "Both are memory-related, but one is training inefficiency in Qwen3 MoE and the other is a 5.x int4 CUDA reserved-memory OOM regression." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 model issue and sinq save/load quantization regression are distinct." + "reason": "GLM5 issue vs sinq save/load corruption; unrelated models and code paths." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "extra_state save/load handling is different from init_empty_weights/_is_hf_initialized loading TypeError." + "reason": "save/from_pretrained extra_state handling and init_empty_weights unexpected argument are separate loading/saving bugs." }, { "left": "issue:45276", "right": "issue:45335", "accept": false, - "reason": "Similar resize_token_embeddings theme, but different model families and affected submodules; not clearly the same concrete bug." + "reason": "Both are resize_token_embeddings regressions, but one is Gemma4-specific output/embedded-layer syncing and the other is T5Gemma decoder.embed_tokens; not clearly the same code path." }, { "left": "issue:46897", "right": "issue:46901", "accept": false, - "reason": "Both are training-loss shift bugs, but they are model-specific and not proven to be the same code-path issue." + "reason": "Both are training-loss double-shift reports, but they are for different models and no evidence shows they share the same implementation." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but the titles point to different mechanisms and model families, so they are not safely the same bug." + "reason": "Tokenizer behavior regressions, but one is LlamaTokenizer overriding ByteLevel pre-tokenization and the other is AutoTokenizer producing wrong IDs for Granite models." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Qwen3.5 chat crash and Gemma4Processor _tokenizer AttributeError are different failures." + "reason": "Different failures: Qwen3.5 chat generation crash vs Gemma4Processor missing _tokenizer in transformers serve." }, { - "left": "issue:43425", - "right": "issue:43957", + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Flash-attention crashes, but one is Qwen3.5 illegal memory access from 3D position_ids and the other is s_aux=None AttributeError on sink-less models." + }, + { + "left": "issue:44402", + "right": "issue:44488", "accept": false, - "reason": "Torch 2.10 compatibility and meta-device loading failures are unrelated." + "reason": "Tokenizer vocab-size mismatch for a specific model vs a separate model-loading regression; not the same underlying bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only clearly duplicative pair in the titles is issue:43644 / issue:44534, which is an exact title match and supports the canonical choice. The other soft-edge rejections are appropriately cautious given the limited evidence in titles/bodies alone." + "feedback": "The summary is grounded in the packet and stays appropriately conservative on the soft edges. The chosen anchor issue 43644 is a reasonable broad representative for the non-persistent-buffer regression cluster, and the only accepted pair (43644/44534) is strongly supported by nearly identical titles. One minor note: the resize_token_embeddings cluster is also a strong duplicate set and should be thought of as including 45276/45335 (and 45292 as a related report), but the analyst\u2019s phrasing still captures that safely." }, "evaluator_used": true, "retried": false, @@ -2515,20 +2553,21 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:36010", "issue:39404", "issue:39692", "issue:41720", - "issue:42175", "issue:42796", "issue:42947", "issue:43335", "issue:43381", "issue:43404", + "issue:43425", "issue:43454", "issue:43645", + "issue:43828", "issue:43854", "issue:43873", "issue:43957", @@ -2541,12 +2580,10 @@ "issue:44402", "issue:44451", "issue:44479", - "issue:44488", "issue:44589", "issue:44756", "issue:44863", "issue:44877", - "issue:44910", "issue:44912", "issue:44928", "issue:44960", @@ -2564,11 +2601,11 @@ "issue:45859", "issue:46326", "issue:46468", - "issue:46829" + "issue:46829", + "issue:47228" ], "soft_pairs": [ - "issue:44910|issue:45588", - "issue:44402|issue:44488", + "issue:43425|issue:43957", "issue:39692|issue:44960", "issue:44291|issue:44756", "issue:41720|issue:44155", @@ -2585,8 +2622,8 @@ "issue:44155|issue:45823", "issue:43335|issue:45663", "issue:44387|issue:44756", - "issue:44863|issue:46468", "issue:45276|issue:45292", + "issue:44863|issue:46468", "issue:44479|issue:44877", "issue:43381|issue:44928", "issue:44164|issue:44756", @@ -2594,238 +2631,233 @@ "issue:45588|issue:45663", "issue:45684|issue:45698", "issue:43854|issue:45216", - "issue:42175|issue:43957", "issue:45292|issue:45335", + "issue:43828|issue:43957", "issue:43645|issue:44164", + "issue:43425|issue:47228", "issue:44589|issue:44756", "issue:44402|issue:44451" ], - "prepared_review_unit_hash": "469a55762521db6027770b2ed7d879e72925a524e43883e7a369a1d06ad2cc0e", + "prepared_review_unit_hash": "86e8da979647a27e53fdf3271e3d0ed58ea6637f781f1ad280c272cce46b64f1", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37412, - "estimated_input_tokens": 9353, - "estimated_eval_tokens": 18962 + "serialized_chars": 37299, + "estimated_input_tokens": 9325, + "estimated_eval_tokens": 18906 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue set; the only clear duplicate cluster is the resize_token_embeddings propagation bug across related model variants.", - "confidence": 0.76, - "canonical_issue_reason": "Issue 45292 is the cleanest canonical: it states the shared resize_token_embeddings/output_embeddings bug in the most general form, while the neighboring reports are model-specific variants.", + "summary": "Most pairs are only superficially similar and describe different models/code paths. The only clear duplicate-like pair is the resize_token_embeddings/output_embeddings bug in Gemma4, where the Gemma4-specific report is the better canonical issue.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45276 is the best canonical issue because it is the broader, more specific report of the resize_token_embeddings/output_embeddings bug, with issue:45292 appearing to be the narrower duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45292 is the best representative because it is the broadest and most reusable description of the underlying bug.", + "best_issue_reason": "issue:45276 is the strongest representative of the one true duplicate pair and includes the broader Gemma4 context that subsumes issue:45292.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44910", - "right": "issue:45588", - "accept": false, - "reason": "Both are Flash Attention bugs, but they fail in different code paths and for different causes." - }, - { - "left": "issue:44402", - "right": "issue:44488", + "left": "issue:43425", + "right": "issue:43957", "accept": false, - "reason": "Both are model-loading failures, but the reports name different models and do not show the same root cause." + "reason": "Both are loading/runtime failures, but one is Torch version incompatibility and the other is meta-device loading; different bugs and fixes." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Different models and failure modes; one is a doc/example issue, the other is a GLM5 report." + "reason": "Unrelated topics: SigLIP2 documentation errors vs a GLM5 issue." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "One is init_empty_weights argument handling; the other is mmap/OOM on Strix Halo." + "reason": "Different failure modes: init_empty_weights argument handling vs mmap-related OOM on Strix Halo." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Completely different subsystems and symptoms: device-map CUDA assert vs batched audio inference leakage." + "reason": "Qwen3 device-map CUDA assert and AudioFlamingo3 token/embedding leak are unrelated code paths." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different model families and bugs: FSDP2 keyerror vs from_config text_config unwrapping." + "reason": "Different model families and different bugs: Gemma4 FSDP attention state vs Qwen multimodal config unwrapping." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both are weight-tying bugs, but for different model implementations and likely different fixes." + "reason": "Both mention tied lm_head weights, but they affect different model implementations and are not clearly the same code-path bug." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing/LoRA behavior and an Apex RMSNorm memory leak are unrelated." + "reason": "Gradient checkpointing/PEFT vs an apex RMSNorm memory leak are unrelated." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both mention quantization memory issues, but one is offloading and the other is int4 reserved-memory growth." + "reason": "Both involve quantization/offload regressions, but one is an offloading behavior issue and the other is CUDA reserved-memory growth leading to OOM." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "ModelOutput key assignment and VideoPrism output formatting are different bugs." + "reason": "Generic ModelOutput key handling is a different problem from VideoPrism returning the wrong tensor field." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different model code paths: Gemma4 FSDP2 vs Qwen3_5Moe CPU offload incompatibility." + "reason": "Gemma4 FSDP key error and Qwen3_5Moe rotary embedding CPU-offload incompatibility are distinct." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Both are quantization/loading problems, but they concern different models and quantization formats." + "reason": "Different quantization formats and symptoms: NVFP4 runtime error vs MXFP4 load fallback to bf16." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Same broad topic of training behavior, but one is checkpointing inefficacy and the other is eval-mode restriction." + "reason": "Both mention gradient checkpointing, but one is about LoRA ineffectiveness and the other about eval-mode usage." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin and Whisper pipeline return_language are unrelated." + "reason": "Import path breakage for GenerationMixin is unrelated to Whisper pipeline return_language regression." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading regressions and mmap/OOM on Strix Halo are different problems." + "reason": "Meta-device loading failures and mmap OOM are different mechanisms." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo batching leak and Gemma4 device mismatch are unrelated." + "reason": "AudioFlamingo3 batched inference leak is unrelated to Gemma4 PLE device mismatch with auto device mapping." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Gemma4 FSDP2 shared_kv_states are unrelated." + "reason": "SwitchTransformers sparse-layer creation and Gemma4 shared_kv_states/FSDP are different bugs." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Quantization OOM and mmap-on-Strix-Halo OOM have different causes and code paths." - }, - { - "left": "issue:44863", - "right": "issue:46468", - "accept": false, - "reason": "NemotronH checkpoint loading and the official Nemotron example break in different ways." + "reason": "Int4 CUDA reserved-memory OOM is not the same issue as disabling mmap on Strix Halo." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Both report resize_token_embeddings failing to propagate new embeddings to output embeddings; same underlying bug." + "reason": "These describe the same underlying resize_token_embeddings failure affecting output embeddings; 45276 is the broader Gemma4-specific report and 45292 the narrower duplicate." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading failure and a broken official Nemotron example are not the same concrete bug." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video input regression in Qwen variants and strict config loading for granite_speech are unrelated." + "reason": "Video input regression for Qwen VL/3.5 models and strict granite_speech config loading are unrelated." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Eval-mode checkpointing restriction and Qwen3.5 RLHF gradient explosions are different issues." + "reason": "Gradient checkpointing in eval mode is unrelated to Qwen3.5 RLHF NaN explosion from 3D position_ids/SDPA fallback." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling and Strix Halo mmap OOM are unrelated." + "reason": "save/from_pretrained extra_state handling is unrelated to mmap-on-Strix-Halo OOM." }, { "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 logic." + "reason": "Both touch Mistral-based tokenizers, but BPE marker handling and continue_final_message are different code paths." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attn sink-less crash and Gemma4 FSDP2 keyerror are different code paths." + "reason": "Flash attention sinkless-model crash and Gemma4 FSDP shared_kv_states rebuilding are unrelated." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "One is file permission propagation, the other is loading the wrong custom module after save_pretrained." + "reason": "Custom-model file permissions during save_pretrained and wrong custom-module loading after save_pretrained are different bugs." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "GLM-4.7-Flash test loading and Qwen3.5 save_pretrained regression are different bugs." + "reason": "GLM-4.7-Flash load/test failure and Qwen3.5 save_pretrained regression are separate model/version issues." }, { - "left": "issue:42175", + "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Package dependency/back-end installation and meta-device loading regressions are unrelated." - }, - { - "left": "issue:45292", - "right": "issue:45335", - "accept": true, - "reason": "Both are resize_token_embeddings propagation failures in related model variants; same underlying class of bug." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to meta-device loading failures." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Jupyter custom-model initialization and extra_state save/load handling are unrelated." + "reason": "Jupyter custom-model initialization breakage and extra_state save/load handling are distinct." + }, + { + "left": "issue:43425", + "right": "issue:47228", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as the Sam3 bf16 compilation regression." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Missing Float8 storage and Strix Halo mmap OOM are different failure modes." + "reason": "Float8 storage lookup failure and mmap OOM on Strix Halo are unrelated." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Both are tokenizer/model loading complaints, but not clearly the same root cause or code path." + "reason": "Tokenizer vocab-size mismatch and failure to load ScandiBERT are different problems." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted cluster, the resize_token_embeddings propagation bug across 45292/45276/45335, is well supported by the titles and looks like a single mergeable bugfix family. The other false verdicts do not overclaim shared root cause from the available evidence." + "feedback": "The review is mostly conservative and grounded in the packet. The Gemma4 resize_token_embeddings pair is the only clearly near-identical issue pair, and choosing issue:45276 as the broader canonical issue is reasonable. The other false verdicts are generally cautious and supported by the differing model families/failure modes in the titles." }, "evaluator_used": true, "retried": false, @@ -2844,11 +2876,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:36032", "issue:39404", - "issue:43299", "issue:43425", "issue:43452", "issue:43596", @@ -2861,7 +2892,6 @@ "issue:43856", "issue:43901", "issue:43906", - "issue:43931", "issue:43994", "issue:44079", "issue:44164", @@ -2892,6 +2922,7 @@ "issue:46821", "issue:46869", "issue:46894", + "issue:46897", "issue:46899", "issue:46901" ], @@ -2903,14 +2934,13 @@ "issue:45812|issue:46315", "issue:44530|issue:45084", "issue:39404|issue:45701", - "issue:43425|issue:46869", "issue:43611|issue:43645", + "issue:43425|issue:46869", + "issue:39404|issue:46665", "issue:44683|issue:45823", "issue:43425|issue:43716", - "issue:39404|issue:46665", - "issue:43425|issue:45823", - "issue:44589|issue:45084", "issue:44479|issue:44805", + "issue:44589|issue:45084", "issue:43901|issue:44509", "issue:43994|issue:44079", "issue:43906|issue:44530", @@ -2927,235 +2957,232 @@ "issue:44164|issue:46821", "issue:43856|issue:44756", "issue:43596|issue:44683", - "issue:43299|issue:43931" + "issue:45479|issue:46897" ], - "prepared_review_unit_hash": "d4c5dbc9da89caf066374905557800f3e3dbacc8033d7af3b7c036011b851cd8", + "prepared_review_unit_hash": "6b5e6ada28271c42022ff21aa53e798507cd82727a6c15d56fdbc0f688aa6e3e", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37541, - "estimated_input_tokens": 9386, - "estimated_eval_tokens": 19028 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36685, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is dominated by heterogeneous Transformers v5 regressions (tokenizers, model loading, multimodal dtype/device issues, and a few training/runtime bugs). None of the soft-edge pairs look like the same underlying defect closely enough to merge, so all proposed duplicate links should be rejected.", - "confidence": 0.89, - "canonical_issue_reason": "issue:45812 is the strongest canonical issue: it describes a concrete, broad v4\u2192v5 regression in tokenizer behavior with clear user impact across all Granite models, making it a better representative target than the more model-specific or more generic-loading issues.", + "summary": "Mostly unrelated issue set with a few loose same-family regressions. I would anchor the cluster on the broad Transformers 5.0 custom-model initialization regression, and only treat the training-loss double-shift pair as a likely duplicate match.", + "confidence": 0.64, + "canonical_issue_reason": "Issue 43646 is the broadest, most representative report of the repeated Transformers 5.0 custom-model initialization regression family.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the best overall issue in the set because it is concrete, broadly scoped, and clearly tied to a specific regression in a core code path (AutoTokenizer), which makes it a useful anchor for the cluster.", + "best_issue_reason": "Issue 43646 best captures the main user-facing regression theme here and is the most suitable anchor for triage among the issues provided.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Different failure modes: custom model init in notebooks vs Trainer resume/max_steps calculation. Same broad v5 breakage theme, but not the same bug." + "reason": "Different failure modes: custom model initialization/loading versus Trainer checkpoint-resume step counting." }, { "left": "issue:46894", "right": "issue:46901", - "accept": false, - "reason": "Both mention a double-shift pattern in training loss, but they affect different model families and no shared code-path is shown; too weak to treat as one bug." + "accept": true, + "reason": "Both describe the same training-loss double-shift / labels[..., 1:] misalignment pattern, so they look like the same underlying bug." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "One is a Torch 2.10 compatibility complaint, the other is an autocast dtype mismatch in Phi-tiny-MoE. Different root causes and fixes." + "reason": "Torch version compatibility breakage and autocast dtype mismatch are different code-path problems." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Performance regression in convert_tokens_to_ids vs a round-trip tokenization correctness bug for CodeLlama. Not the same issue." + "reason": "Tokenizer conversion slowdown and CodeLlama space-stripping regression are unrelated symptoms." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Tokenizer IDs are wrong for Granite models, while this pair is about conversion performance for slow tokenizers. Different bug classes." + "reason": "Wrong token IDs for Granite and slow convert_tokens_to_ids are distinct tokenizer regressions." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash vs a template-node compilation error. Both are runtime failures, but on different code paths and subsystems." + "reason": "PagedAttentionCache linear_attention crash and template compilation failure are different subsystems and bugs." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language regression vs a general tokenization-change report. Too broad and not the same underlying defect." - }, - { - "left": "issue:43425", - "right": "issue:46869", - "accept": false, - "reason": "Torch version incompatibility and YOLO multi-GPU device_map failure are unrelated problems." + "reason": "Whisper pipeline return_language regression and broad tokenization changes are not the same bug." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "base_model_prefix loading error and notebook custom-model initialization are both v5 model-loading issues, but they are not the same concrete bug." - }, - { - "left": "issue:44683", - "right": "issue:45823", - "accept": false, - "reason": "Compiled flex_attention on torch >=2.9 and Gemma4 device mismatch with device_map=\"auto\" are separate runtime issues." + "reason": "Base_model_prefix loading failure and notebook-specific custom model initialization are related only at a very high level." }, { "left": "issue:43425", - "right": "issue:43716", + "right": "issue:46869", "accept": false, - "reason": "Torch incompatibility vs Mistral-3 image preprocessor/model dtype mismatch. Different causes and code paths." + "reason": "Torch 2.10 incompatibility and YOLO multi-GPU device-map failure are separate issues." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Whisper pipeline regression and from_pretrained behavior inside Python classes are unrelated loading/pipeline issues." + "reason": "Whisper pipeline behavior change and from_pretrained-inside-classes inconsistency do not share a concrete code path." }, { - "left": "issue:43425", + "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "A Torch version incompatibility is not the same as a model forward device-placement bug." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are unrelated failures." }, { - "left": "issue:44589", - "right": "issue:45084", + "left": "issue:43425", + "right": "issue:43716", "accept": false, - "reason": "Float8 storage lookup failure and template-node compilation failure are distinct low-level errors." + "reason": "Generic torch compatibility and Mistral-3 dtype mismatch are different problems." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression for Qwen VL models vs a mask shape mismatch. Both are regressions, but not the same defect." + "reason": "Qwen video-input regression and a generic mask shape IndexError are not the same underlying bug." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and non-template-node compilation failure are unrelated." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but one is about stale return_all_scores text and the other about removed pipeline task docs. Not the same issue." + "reason": "Both are docs regressions, but they cover different removed/changed API mentions and should not be merged as duplicates." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Nonsensical SigLIP2 outputs and ModelOutput key assignment with None are different behavioral bugs." + "reason": "SigLIP2 wrong outputs and ModelOutput key assignment are different layers of behavior." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "Isolated reproduction of another issue vs a PagedAttentionCache crash. The first is just a reproduction report, not the same code-path bug." + "reason": "An isolated reproduction of another issue and a PagedAttentionCache crash are not the same change or bug." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "extra_state serialization failure and composite Qwen config unwrapping are unrelated save/load behaviors." + "reason": "save/from_pretrained extra_state handling and composite-config unwrapping are different loading/saving issues." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5 tokenizer add_special_tokens conflict and gguf_file failures in from_pretrained are both loading problems, but they arise from different mechanisms." + "reason": "Tokenizer add_special_tokens conflict and gguf_file loading breakage are unrelated tokenizer/model-loading failures." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export failure due to torch_compilable_check vs Perceiver non-default-resolution interpolation failure. Different model families and failure modes." + "reason": "torch.export failure on torch_compilable_check and Perceiver interpolation failure are different code paths." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized sinq save/load corruption and mistral_common continue_final_message behavior are unrelated." + "reason": "sinq save/load breakage and continue_final_message behavior are unrelated." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "A reproduction of another issue and a tokenizer prompt-construction bug are not the same underlying defect." + "reason": "This is an isolated repro of a different issue, not the same tokenizer bug as continue_final_message." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Tokenizer loading failure for EMBEDDIA/est-roberta vs a Mistral regex patch crash. Both are tokenizer regressions, but on different code paths." + "reason": "Tokenizer load failure for EMBEDDIA/est-roberta and Mistral regex patch backend_tokenizer error are separate tokenizer-loading problems." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT prediction corruption and tokenizer load failure for est-roberta are distinct issues." + "reason": "CamemBERT MLM regression and tokenizer loading failure on another model are not the same bug." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper return_language pipeline regression vs MXFP4 quantization fallback issue. Different models and logic." + "reason": "Whisper pipeline return_language regression and MXFP4 quantization fallback are unrelated." }, { "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Gemma4 device mismatch during forward vs Gemma4 multimodal quantization dtype-cast bug. Related model family, but distinct failures and fixes." + "reason": "Gemma4 device-map forward mismatch and unsafe dtype casting in multimodal embedders are different bugs." }, { "left": "issue:45479", "right": "issue:46894", "accept": false, - "reason": "Zero-loss classification bug and ASR double-shift bug are different training-loss problems with no clear shared code path." + "reason": "Degenerate zero-loss classification bug and training-loss double-shift bug are not the same concrete failure." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "extra_state save/load bug vs TimesFM window_size AttributeError. Different APIs and root causes." + "reason": "extra_state save/load handling and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE memory inefficiency and Strix Halo mmap OOM are both memory-related, but not the same defect." + "reason": "Qwen3 MoE memory usage and Strix Halo mmap OOM avoidance are different performance/memory issues." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Zero3/BertModel index error and compiled flex_attention torch>=2.9 failure are unrelated runtime problems." + "reason": "Deepspeed ZeRO3/BertModel indexing failure and compiled flex_attention torch>=2.9 breakage are unrelated." }, { - "left": "issue:43299", - "right": "issue:43931", + "left": "issue:45479", + "right": "issue:46897", "accept": false, - "reason": "Qwen3VL MoE loading breakage and Qwen3-VL-30B-A3B-Instruct weight-shape mismatch are similar only at a family level, but they are not the same concrete bug or fix." + "reason": "Zero-loss sequence-classification bug and Florence2 training-loss double-shift bug are distinct code-path problems." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it correctly centers the clear Transformers 5.0 custom-model initialization family, and the only accepted soft-edge pair (46894/46901) is plausibly the same double-shift bug pattern. The remaining soft-edge rejections are cautious and well-justified from the issue titles/body metadata." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3170,7 +3197,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:32090", "issue:34567", @@ -3181,6 +3208,7 @@ "issue:42175", "issue:42796", "issue:42915", + "issue:43299", "issue:43317", "issue:43404", "issue:43421", @@ -3195,6 +3223,7 @@ "issue:43645", "issue:43646", "issue:43716", + "issue:43931", "issue:44206", "issue:44220", "issue:44451", @@ -3209,7 +3238,6 @@ "issue:44991", "issue:45081", "issue:45084", - "issue:45479", "issue:45507", "issue:45584", "issue:45859", @@ -3218,26 +3246,25 @@ "issue:46326", "issue:46402", "issue:46489", - "issue:46897", "issue:47050" ], "soft_pairs": [ + "issue:43299|issue:43931", "issue:44488|issue:44987", "issue:43632|issue:47050", - "issue:45479|issue:46897", "issue:44488|issue:45081", "issue:43611|issue:43644", "issue:36032|issue:42915", "issue:44462|issue:46489", "issue:42796|issue:43404", - "issue:43716|issue:45084", "issue:46285|issue:46402", + "issue:43716|issue:45084", "issue:44661|issue:44683", "issue:32090|issue:39404", - "issue:44451|issue:44987", "issue:43643|issue:44530", - "issue:43541|issue:45084", + "issue:44451|issue:44987", "issue:42915|issue:44530", + "issue:43541|issue:45084", "issue:44737|issue:45859", "issue:40990|issue:43421", "issue:34567|issue:40444", @@ -3247,226 +3274,226 @@ "issue:36032|issue:43645", "issue:43582|issue:43632", "issue:44206|issue:44220", - "issue:44987|issue:44991", "issue:43452|issue:43482", + "issue:44987|issue:44991", "issue:44811|issue:45584", "issue:45084|issue:45507", "issue:43317|issue:43482" ], - "prepared_review_unit_hash": "b665da7647bb5d814690c8d4a5616f4407550c9e0bb12e1978cb6ca6d2804fe3", + "prepared_review_unit_hash": "2d44c95f647e66d3b17960c87ad0a00c17eb3f79605eb10f0a4f87aa972c05c5", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36791, - "estimated_input_tokens": 9198, - "estimated_eval_tokens": 18652 + "serialized_chars": 36710, + "estimated_input_tokens": 9178, + "estimated_eval_tokens": 18612 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are distinct regressions across tokenizer loading, model initialization, audio feature extraction, and compile/runtime paths. I found two plausible duplicate pairs that appear to describe the same concrete loader/helper bug rather than just the same subsystem.", - "confidence": 0.67, - "canonical_issue_reason": "Issue 43644 is a clear, self-contained Transformers v5 regression with a concrete symptom and broad impact, making it a reasonable anchor issue.", + "summary": "This cluster is mostly a loose collection of distinct Transformers regressions, especially around v5 model/tokenizer loading, initialization, and a few model-specific failures. Only a couple of soft pairs look close enough to be true duplicates; most are related thematically but not the same underlying bug.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 43646 is the broadest and most representative user-facing regression in the set: it describes generic custom model initialization breakage in Transformers 5.0.0 and overlaps conceptually with several other v5 init/loading complaints.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43644 is the strongest representative issue here: it describes a specific v5 regression, is easy to understand, and has some discussion/reference activity.", + "best_issue_reason": "Issue 43646 is the best single issue to anchor the cluster because it is general, clearly phrased, and covers the core v5 initialization regression theme better than the model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3-VL loading failures, but one is a generic v5 breakage report and the other is a specific weight-shape mismatch; too likely to be different root causes." + }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are tokenizer/model loading failures, but they affect different repositories and likely different root causes." + "reason": "Both mention model loading regressions, but they target different models and do not point to the same concrete code path." }, { "left": "issue:43632", "right": "issue:47050", "accept": false, - "reason": "These are unrelated bugs: an initialization flag regression versus an ONNX attention dtype mismatch." - }, - { - "left": "issue:45479", - "right": "issue:46897", - "accept": false, - "reason": "Both mention training loss problems, but they involve different models and the titles do not indicate the same code path." + "reason": "Unrelated failures: one is an internal flag regression, the other is an ONNX dtype mismatch in Canine attention." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer-loading bugs: one is a repo loading failure, the other is a Mistral regex patch crash." + "reason": "Different subsystems and symptoms: general tokenizer loading vs a Mistral regex patch crash." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffer initialization." + "reason": "Both are v5 model-init regressions, but one is about base_model_prefix loading and the other about non-persistent buffers; not the same bug." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "These are unrelated tokenizer and FP8-config failures." + "reason": "Tokenizer special-token method conflict vs Qwen3Moe FP8 config failure; no shared code-path." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Both concern tokenizers, but one is about ignoring tokenizer.json while the other is an output regression in a specific model tokenizer." + "reason": "Both are tokenizer-related, but one is AutoTokenizer ignoring tokenizer.json and the other is a DeepSeek-Coder tokenizer output regression; too different." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Different Mistral-related bugs: tokenizer BPE markers versus tied lm_head weights in a conditional generation model." + "reason": "Different model families and problems: BPE marker handling vs untied lm_head weights." }, { - "left": "issue:43716", - "right": "issue:45084", + "left": "issue:46285", + "right": "issue:46402", "accept": false, - "reason": "These are different failures with no clear shared code path: image preprocessor dtype mismatch versus template compilation errors." + "reason": "Different CLIP structure vs SAM3 text encoder weight loading; not a duplicate." }, { - "left": "issue:46285", - "right": "issue:46402", + "left": "issue:43716", + "right": "issue:45084", "accept": false, - "reason": "Different model-structure/weight-loading regressions." + "reason": "Mistral image-preprocessor dtype mismatch and a template compilation error are unrelated." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "An add-new-model registry bug and a flex_attention compile regression are unrelated." + "reason": "One is a model-registration edge case, the other is a torch flex_attention compilation regression." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast and Whisper return_language pipeline issues are unrelated." + "reason": "Trainer GPU broadcast TypeError and Whisper return_language pipeline behavior are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss vs PagedAttentionCache invalid group type; different layers entirely." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are loading failures, but they appear to be different models and different tokenizer/model paths." + "reason": "Both involve model loading failures, but they appear to be separate model-specific regressions." }, { - "left": "issue:43643", + "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "A trust_remote_code AutoConfig regression is unrelated to the Qwen3.5 PagedAttentionCache crash." + "reason": "Both are Qwen-related, but one is FP8 config handling and the other is cache/group-type handling; not the same issue." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Both involve compilation/tracing, but the concrete failures and code paths are different." - }, - { - "left": "issue:42915", - "right": "issue:44530", - "accept": false, - "reason": "Different Qwen-family bugs affecting different features and models." + "reason": "Different runtime failures: Dynamo tracing grouped_mm error vs template-node compilation error." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both are device/offload-related, but the model-specific bugs are distinct." + "reason": "Both involve device/offload concerns, but they affect different models and different code paths." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity/calibration issues and runtime post-processor updates are not the same bug." + "reason": "Perplexity regression and runtime post-processor update behavior are unrelated." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Unrelated trainer token-count tracking and iterable-dataset multi-image failure." + "reason": "Trainer token counting bug vs Qwen2.5-VL iterable dataset failure; no overlap." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 initialization regressions, but the titles point to different symptoms and no shared concrete code path." + "reason": "Both are v5 regressions around model initialization, but one is a buffer-initialization issue and the other is a generic custom-model init failure; not the same bug." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "These are different backend-mapping/package-installation issues." + "reason": "Different backend/package problems: missing tensorflow in extras vs unsupported tensorflow_text backend mapping." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "A multimodal training failure and a mistral_common tokenizer message-handling bug are unrelated." + "reason": "Qwen2.5-VL multi-image finetuning failure and Mistral-common continue_final_message behavior are unrelated." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "T5 tokenizer method conflicts and custom-model initialization in notebooks are different problems." + "reason": "Tokenizer method name conflict vs custom model initialization in notebooks; different failures." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "An Apple Silicon allocator TypeError is unrelated to the `_is_hf_initialized` regression." + "reason": "Apple Silicon allocator TypeError and _is_hf_initialized regression do not share a concrete bug." }, { "left": "issue:44206", "right": "issue:44220", "accept": true, - "reason": "These look like the same audio feature-extraction regression: one names the unsupported center arg, the other points to the internal `_torch_extract_fbank_features()` helper that would surface it." - }, - { - "left": "issue:44987", - "right": "issue:44991", - "accept": false, - "reason": "Both are v5 tokenizer-loading failures, but they involve different models and no shared concrete failing path is evident." + "reason": "Both point to the same audio feature-extraction path; the unsupported center argument crash is plausibly the same `_torch_extract_fbank_features()` bug." }, { "left": "issue:43452", "right": "issue:43482", "accept": true, - "reason": "Both are GGUF loading regressions under Transformers v5; 43482 looks like a specific model manifestation of the broader gguf_file/from_pretrained breakage in 43452." + "reason": "Both are GGUF loading regressions under Transformers v5 and look like the same loader-path breakage affecting different entry points/models." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are v5 tokenizer loading failures, but they involve different repositories and likely different tokenizer configs." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both involve Whisper special-token behavior, but one is batch_decode skipping tokens and the other is empty-transcription generation after align_special_tokens." + "reason": "Both are Whisper-related, but batch_decode skip_special_tokens and empty transcription after align_special_tokens are not the same bug." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "A template compilation error and a GraniteMoEHybrid invalid method call are different bugs." + "reason": "Completely different issues: template compilation error vs GraniteMoEHybrid calling an invalid method." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "GPU/CPU offload loading failure and GGUF loading failure are different regression types." + "reason": "Device-map/offload loading failure vs GGUF loading failure; different code paths and symptoms." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The two accepted soft pairs are plausible duplicates based on the titles and share a concrete bug theme without overclaiming a shared code path. I don\u2019t see any clear evidence inflation that would justify rejecting." + "feedback": "The analysis is grounded in the packet and stays conservative. The cluster summary accurately reflects a loose grouping of mostly distinct v5 loading/initialization regressions, and the two accepted soft pairs are plausibly the same bugfix area without overclaiming. No clear evidence of overstated duplicates." }, "evaluator_used": true, "retried": false, @@ -3485,19 +3512,19 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:28530", "issue:34567", "issue:36032", "issue:41720", "issue:42915", + "issue:43089", "issue:43208", "issue:43262", "issue:43322", "issue:43377", "issue:43404", - "issue:43425", "issue:43531", "issue:43540", "issue:43632", @@ -3539,242 +3566,245 @@ "soft_pairs": [ "issue:43746|issue:46326", "issue:43262|issue:43377", - "issue:43792|issue:46869", "issue:43208|issue:47013", "issue:44403|issue:45081", - "issue:42915|issue:45084", + "issue:43792|issue:46869", "issue:43645|issue:46661", "issue:43646|issue:44534", - "issue:43377|issue:43819", + "issue:42915|issue:45084", "issue:44849|issue:45325", + "issue:43377|issue:43819", "issue:44987|issue:45081", "issue:28530|issue:34567", - "issue:42915|issue:44291", "issue:43404|issue:44466", + "issue:42915|issue:44291", "issue:36032|issue:43742", "issue:44451|issue:45081", - "issue:43883|issue:44488", "issue:43994|issue:44610", "issue:44062|issue:44987", "issue:44464|issue:45987", - "issue:42915|issue:44589", + "issue:43883|issue:44488", "issue:44008|issue:46899", "issue:44265|issue:44610", + "issue:42915|issue:44589", "issue:43531|issue:44877", + "issue:43322|issue:43540", "issue:36032|issue:41720", "issue:43632|issue:46821", - "issue:43322|issue:43540", "issue:44479|issue:45325", - "issue:43425|issue:44403" + "issue:43089|issue:45987" ], - "prepared_review_unit_hash": "81ce28a1efea6e47d2d9ed4e2b322abd696c1f8a707a0620d19b3b8f8c03c617", + "prepared_review_unit_hash": "24a662f149c0c97ecda94acb9c4f3cf351203668fdc7272025aaf162540936c2", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36564, - "estimated_input_tokens": 9141, - "estimated_eval_tokens": 18538 + "serialized_chars": 36615, + "estimated_input_tokens": 9154, + "estimated_eval_tokens": 18564 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of unrelated closed issues with superficial text similarity (mostly Transformers v5, multimodal models, tokenizer loading, and xLSTM). None of the soft pairs look like the same underlying bug/change, so no duplicates should be merged.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue: the items span distinct bugs in different code paths and model families, so collapsing them would be misleading.", + "summary": "Mostly unrelated bug reports. The Qwen VL items are only loosely family-related, but the packet does not justify treating them as the same duplicate bug; 44849 is a separate hidden-states symptom, and 44479 vs 45325 is still too weak to merge confidently.", + "confidence": 0.69, + "canonical_issue_reason": "issue:44479 is the best representative of the Qwen VL regression family: it is broader than 45325 and explicitly covers multiple affected Qwen VL variants in v5.3.0.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global representative of this cluster; the similarity is mostly topical rather than duplicate-level.", + "best_issue_reason": "issue:44479 is the strongest standalone issue to anchor this small Qwen VL subgroup because it is the broadest and clearest regression description.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "Both involve model loading/tokenization workflows, but one is PEFT local checkpoint loading for GraniteSpeech while the other is mistral_common continue_final_message behavior; different bugs." + "reason": "Different components and failure modes: GraniteSpeech PEFT checkpoint loading vs tokenizer chat-template continuation behavior." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio processor chat-template sampling-rate defaulting and MIMI batched-vs-single output mismatch are unrelated failures in different components." - }, - { - "left": "issue:43792", - "right": "issue:46869", - "accept": false, - "reason": "Whisper load failure and YOLO multi-GPU device-map failure are separate model/runtime issues with different symptoms and code paths." + "reason": "Both are audio-related, but one is a 16kHz default mismatch in chat templating and the other is missing padding-mask support in MIMI batching." }, { "left": "issue:43208", "right": "issue:47013", "accept": false, - "reason": "Both are xLSTM, but one reports multiple training bugs for small models and the other is a specific return_last_states unpacking crash; not the same change." + "reason": "Related xLSTM area, but 43208 is a broad multi-bug training report while 47013 is a specific return_last_states unpacking crash." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Generic loading noise and a mistral regex patch crash are different problems; one is user-facing logging, the other tokenizer patch logic." + "reason": "Unrelated bugs: loading noise vs Mistral regex patch crash." }, { - "left": "issue:42915", - "right": "issue:45084", + "left": "issue:43792", + "right": "issue:46869", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and non-template-node compilation error are distinct multimodal/compiler issues." + "reason": "Completely different models/subsystems: Whisper runtime failure vs YOLO multi-GPU device-map failure." }, { "left": "issue:43645", "right": "issue:46661", "accept": false, - "reason": "Both concern custom/remote-code model initialization, but one is notebook/custom model init with v5, while the other is missing config_class on remote-code models; different root causes." + "reason": "Both involve model initialization, but one is a Jupyter/custom-model regression and the other is a remote-code config_class AttributeError in from_pretrained." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization breakage and non-persistent buffer junk are separate Transformer v5 regressions." + "reason": "Both concern v5 model initialization changes, but the second is specifically about non-persistent buffer serialization, not the same bug." }, { - "left": "issue:43377", - "right": "issue:43819", + "left": "issue:42915", + "right": "issue:45084", "accept": false, - "reason": "MIMI padding-mask batching mismatch is unrelated to DAC.from_latents vs forward/STE consistency." + "reason": "No shared code path beyond both being Transformers errors; Qwen3MoE FP8 loading is unrelated to template compilation errors." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 hidden-states bug and Qwen2.5-VL rope-index scaling bug affect different models and behaviors." + "reason": "The titles point to different symptoms: output_hidden_states=True in Qwen3.5 vs get_rope_index temporal position scaling in Qwen2.5-VL, with no evidence they are the same bug." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-model correctness issues, but they affect different model families and different mechanisms (padding mask vs STE mismatch)." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Loading physical-intelligence/fast failing on v5.1.0 is unrelated to the mistral tokenizer regex patch crash." + "reason": "Different loading failures with no clear shared bug beyond both touching tokenizer/model loading." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Early stopping/eval metric handling and TrainerState token counting are different Trainer bugs with no shared code path indicated." + "reason": "Both are Trainer-related, but early stopping metric selection and num_input_tokens_seen tracking are unrelated." }, { - "left": "issue:42915", - "right": "issue:44291", + "left": "issue:43404", + "right": "issue:44466", "accept": false, - "reason": "Both mention v5 / initialization, but FineGrainedFP8Config Qwen3Moe failure is unrelated to init_empty_weights and _is_hf_initialized argument handling." + "reason": "Both mention lm_head tying, but one is a specific model class missing tied weights and the other is device-dependent serialization behavior." }, { - "left": "issue:43404", - "right": "issue:44466", + "left": "issue:42915", + "right": "issue:44291", "accept": false, - "reason": "Mistral3 lm_head weight tying and device-dependent serialization of lm_head.weight are related only at a broad 'tied weights' level, but they describe different bugs and fixes." + "reason": "Different regressions: Qwen3MoE FP8 config failure vs init_empty_weights/_is_hf_initialized argument handling." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5 tokenizer add_special_tokens conflict and MobileLLM key error are separate tokenizer/model-loading issues." + "reason": "Tokenizer construction error for T5 vs key error loading a specific MobileLLM model." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "ScandiBERT loading failure and mistral regex patch crash involve different models and failure modes." - }, - { - "left": "issue:43883", - "right": "issue:44488", - "accept": false, - "reason": "Molmo missing all_tied_weights_keys and sleng-bert loading failure are unrelated model-loading regressions." + "reason": "Different tokenizer/model loading failures; no evidence they share the same underlying bug." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Siglip2 nonsensical outputs and OmDet-Turbo processor size mismatch are different vision-model bugs." + "reason": "Different vision issues: nonsensical outputs from AutoModel/pipeline vs processor/model input-size mismatch." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken special-argument duplication and physical-intelligence/fast loading failure are unrelated tokenizer vs model-loading issues." + "reason": "AddedToken keyword collision is unrelated to loading physical-intelligence/fast." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation inconsistency under compiled forward and StaticCache.get_seq_length contract violation are different generation/cache bugs." + "reason": "Both touch generation/cache behavior, but one is chunked generation inconsistency under compilation and the other is a cache-length return-type contract bug." }, { - "left": "issue:42915", - "right": "issue:44589", + "left": "issue:43883", + "right": "issue:44488", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Float8 storage lookup failure are distinct quantization/runtime issues." + "reason": "Different problems: missing all_tied_weights_keys vs inability to load a specific BERT model." }, { "left": "issue:44008", "right": "issue:46899", "accept": false, - "reason": "Gemma 3n audio/vision variable collision and Gemma4 multimodal 4-bit dtype cast issue are different multimodal bugs." + "reason": "Both are multimodal, but the failures are in different model families and unrelated code paths." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export with torch_compilable_check and OmDet-Turbo processor resolution mismatch are unrelated export vs preprocessing problems." + "reason": "torch.export + torch_compilable_check is unrelated to OmDet-Turbo processor image-size handling." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 quantization/model config failure is unrelated to missing Float8 storage deserialization." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding_window bug and granite_speech strict config loading are separate model/config issues." + "reason": "Qwen3-MoE sliding-window bug is unrelated to strict config loading for granite_speech." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal failures: Llava Next loading crash vs Qwen3OmniMoe video-input processing error." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "T5 tokenizer add_special_tokens conflict and Qwen3 auto device mapping cudaErrorAssert are unrelated." + "reason": "Tokenizer load-time exception vs GPU device-map runtime assert are unrelated." }, { "left": "issue:43632", "right": "issue:46821", "accept": false, - "reason": "_is_hf_initialized flag breakage and TimesFM window_size AttributeError are different Transformers v5 regressions in separate subsystems." - }, - { - "left": "issue:43322", - "right": "issue:43540", - "accept": false, - "reason": "Llava Next segmentation fault and Qwen3OmniMoe video-input ValueError are distinct multimodal loading/processing bugs." + "reason": "Both mention v5-era regressions, but one is _is_hf_initialized flag behavior and the other is a TimesFM window_size attribute error." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Qwen2.5/VL video-input regression and Qwen2.5-VL rope-index temporal scaling bug are both VL-related but affect different code paths and symptoms." + "reason": "These look like the same Qwen VL regression family, but the packet only supports a shared-family relation, not a confident same-bug duplicate merge." }, { - "left": "issue:43425", - "right": "issue:44403", + "left": "issue:43089", + "right": "issue:45987", "accept": false, - "reason": "Torch 2.10 incompatibility is a dependency-version issue; unnecessary loading noise is a logging/polish issue." + "reason": "Generation performance overhead is unrelated to a StaticCache return-type bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly conservative, but one soft-edge verdict is too strong: `issue:44849` \u2194 `issue:45325` is not well grounded by the packet. The titles point to different symptoms (`output_hidden_states=True` in Qwen3.5 vs `get_rope_index` temporal position scaling in Qwen2.5-VL), and the packet does not provide evidence they are the same bug. `issue:44479` \u2194 `issue:45325` is a more plausible shared-family relation, but even that is only weakly supported. Because the analyst accepted a likely non-duplicate pair, I can\u2019t accept the output." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -3790,7 +3820,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:33666", "issue:35707", @@ -3799,10 +3829,10 @@ "issue:41720", "issue:42175", "issue:42796", - "issue:43089", "issue:43296", "issue:43381", "issue:43421", + "issue:43425", "issue:43482", "issue:43525", "issue:43531", @@ -3811,6 +3841,7 @@ "issue:43716", "issue:43746", "issue:43792", + "issue:43872", "issue:43883", "issue:44079", "issue:44220", @@ -3833,7 +3864,6 @@ "issue:45663", "issue:45812", "issue:45923", - "issue:45987", "issue:46315", "issue:46491", "issue:46710", @@ -3841,262 +3871,259 @@ "issue:46899" ], "soft_pairs": [ - "issue:43089|issue:45987", - "issue:43296|issue:43531", + "issue:43425|issue:44403", "issue:45216|issue:45357", + "issue:43296|issue:43531", "issue:40444|issue:45325", "issue:43611|issue:44534", - "issue:44220|issue:44683", "issue:44991|issue:46315", + "issue:44220|issue:44683", + "issue:43872|issue:44291", "issue:43716|issue:46899", "issue:44403|issue:44991", - "issue:43883|issue:44991", "issue:43381|issue:45923", - "issue:42796|issue:43746", + "issue:43883|issue:44991", "issue:45812|issue:46491", - "issue:43792|issue:44589", + "issue:42796|issue:43746", + "issue:33666|issue:40444", "issue:44291|issue:44589", "issue:43632|issue:44756", - "issue:33666|issue:40444", + "issue:43792|issue:44589", "issue:40990|issue:44811", "issue:42796|issue:46710", - "issue:43482|issue:43525", "issue:35707|issue:40444", + "issue:43482|issue:43525", "issue:44079|issue:45663", "issue:43531|issue:44291", "issue:43421|issue:44568", "issue:41720|issue:45081", "issue:42175|issue:45542", - "issue:43482|issue:45538", "issue:44462|issue:45812", + "issue:43482|issue:45538", "issue:43296|issue:46821", - "issue:44079|issue:44534", - "issue:42175|issue:43296" + "issue:44079|issue:44534" ], - "prepared_review_unit_hash": "1e057b8b5e33ac06e8fcbc0c981d7f85423903e44290fdbe60123e3e617789de", + "prepared_review_unit_hash": "ac96bc0c33327a68a93c4bbbbd365a1789dbbd732d08dfb5f52d51afe6fe3c3f", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36498, - "estimated_input_tokens": 9125, - "estimated_eval_tokens": 18506 + "serialized_chars": 36488, + "estimated_input_tokens": 9122, + "estimated_eval_tokens": 18500 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous rather than one tight duplicate cluster. Only a couple of pairs look like true duplicates: the Qwen3.5 save_pretrained regression pair and the TensorFlow-backend packaging pair.", - "confidence": 0.76, - "canonical_issue_reason": "No single canonical issue fits the whole cluster; the items span unrelated tokenizer, generation, multimodal, packaging, and model-loading bugs. If forced to pick one umbrella issue for the only clear subcluster, issue 45216 is the best representative because it is the broader Qwen3.5 save_pretrained regression and 45357 looks like a narrower follow-up.", + "summary": "This cluster is an over-broad mix of mostly unrelated Transformers v5 regressions (tokenizers, model loading, multimodal, packaging, and torch-compatibility). None of the soft pairs look like the same concrete bug/change, so I rejected all soft edges.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 44991 is the most centrally connected and broadly framed in this set, and it best represents the tokenizer/regression-heavy portion of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45216 is the strongest issue candidate: it is a clear, user-facing regression report with a broader scope and it plausibly subsumes 45357. The rest of the items are too mixed to share one canonical issue.", + "best_issue_reason": "44991 is the best overall issue representative here because it is the most connected node and captures the common v5 regression theme better than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43089", - "right": "issue:45987", + "left": "issue:43425", + "right": "issue:44403", "accept": false, - "reason": "Different problems: generation runtime overhead vs a StaticCache return-type contract bug." + "reason": "Different problems: torch-version compatibility vs. noisy logging when loading a transformer." }, { - "left": "issue:43296", - "right": "issue:43531", + "left": "issue:45216", + "right": "issue:45357", "accept": false, - "reason": "Different model families and failure modes: PaddleOCR-VL loading in vLLM vs Qwen3-MoE sliding_window behavior." + "reason": "Both concern Qwen3.5 save_pretrained, but one is general checkpoint correctness and the other is incorrect visual-encoder key naming; not the same concrete bug." }, { - "left": "issue:45216", - "right": "issue:45357", - "accept": true, - "reason": "Both report the same Qwen3.5 save_pretrained regression; 45357 looks like a narrower symptom of incorrect checkpoint contents." + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM vs. a Qwen3-MoE sliding_window issue; different code paths and symptoms." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen2.5-VL-related, but one is multi-image training failure and the other is rope/position_id scaling for still images." + "reason": "Multi-image finetuning/dataset handling vs. Qwen2.5-VL still-image rope indexing; related model family, different bug." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Both involve Transformers v5 regressions, but they affect different code paths: model loading with base_model_prefix vs non-persistent buffer initialization." + "reason": "base_model_prefix loading regression vs. non-persistent buffer initialization; different underlying failures." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading failure vs. slow convert_tokens_to_ids performance; not the same bug." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Unrelated subsystems: fbank feature extraction vs compiled flex_attention on newer torch." + "reason": "Audio feature extraction issue vs. compiled flex_attention failure on newer torch; unrelated." }, { - "left": "issue:44991", - "right": "issue:46315", + "left": "issue:43872", + "right": "issue:44291", "accept": false, - "reason": "Both touch tokenizers in v5, but one is tokenizer loading correctness and the other is slow-tokenizer performance with many added tokens." + "reason": "Both mention _is_hf_initialized, but one is a bitsandbytes Int8Params compatibility problem and the other is an init_empty_weights loading error; related, not duplicate." }, { "left": "issue:43716", "right": "issue:46899", "accept": false, - "reason": "Both are multimodal dtype issues, but they involve different models and different failure paths (preprocessor/model mismatch vs unsafe cast in 4-bit embedders)." + "reason": "Different multimodal dtype bugs in different models and code paths (Mistral-3 preprocessor/model mismatch vs. Gemma4 4-bit cast issue)." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Different bugs: noisy model loading vs tokenizer loading failure for a specific repo." - }, - { - "left": "issue:43883", - "right": "issue:44991", - "accept": false, - "reason": "Different model-loading attribute error vs tokenizer-loading regression." + "reason": "Extra loading noise is not the same as a tokenizer load failure." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "One is about checkpointing being disallowed in eval mode; the other is a missing supports_gradient_checkpointing flag." + "reason": "Eval-mode gradient-checkpointing restriction vs. missing supports_gradient_checkpointing flag; different bugs." }, { - "left": "issue:42796", - "right": "issue:43746", + "left": "issue:43883", + "right": "issue:44991", "accept": false, - "reason": "Different issues: tokenizer BPE marker handling vs PEFT/local-checkpoint loading for GraniteSpeech." + "reason": "Missing all_tied_weights_keys vs. tokenizer loading regression; unrelated." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different behavior (wrong token IDs vs encode/decode space stripping)." + "reason": "Granite token-ID regression vs. CodeLlama leading-space round-trip regression; both tokenizer bugs, but different behavior and root cause." }, { - "left": "issue:43792", - "right": "issue:44589", + "left": "issue:42796", + "right": "issue:43746", "accept": false, - "reason": "Different failures: Whisper model execution vs missing Float8 storage registration." + "reason": "Tokenizer post-processing/BPE-marker handling vs. PEFT local checkpoint loading; different subsystems." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Multi-GPU training support vs. iterable-dataset multi-image finetuning failure; not the same issue." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Different bugs: init_empty_weights/_is_hf_initialized argument mismatch vs Float8 storage lookup failure." + "reason": "Both are loading-related regressions, but one is about an unexpected _is_hf_initialized argument and the other about missing Float8 storage; distinct failures." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "Unrelated: _is_hf_initialized flag regression vs mmap/OOM on Strix Halo." + "reason": "_is_hf_initialized flag regression vs. mmap OOM avoidance on Strix Halo; unrelated." }, { - "left": "issue:33666", - "right": "issue:40444", + "left": "issue:43792", + "right": "issue:44589", "accept": false, - "reason": "Both Qwen2-VL/Qwen2.5-VL training-related, but multi-GPU training and multi-image prompt failure are separate problems." + "reason": "Whisper runtime failure vs. Float8 storage lookup error; different models and code paths." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Different models and symptoms: high perplexity on gpt-oss vs Whisper batch_decode skipping special tokens." + "reason": "High perplexity on a language model vs. Whisper batch_decode special-token handling; unrelated." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Both are tokenizer/model quality regressions, but one is a tokenizer marker bug and the other is an accuracy regression after version upgrade." + "reason": "Tokenizer marker handling vs. model accuracy regression after upgrade; different issues." }, { - "left": "issue:43482", - "right": "issue:43525", + "left": "issue:35707", + "right": "issue:40444", "accept": false, - "reason": "Unrelated model-loading failures: GGUF load failure vs missing pad_token_id on Llama4Config." + "reason": "Progressive generation with inputs_embeds/past_key_values vs. iterable-dataset multi-image finetuning; not the same bug." }, { - "left": "issue:35707", - "right": "issue:40444", + "left": "issue:43482", + "right": "issue:43525", "accept": false, - "reason": "Different generation mechanics: progressive generation with inputs_embeds/past_key_values vs finetuning with multiple images per prompt." + "reason": "GGUF loading failure vs. missing pad_token_id on Llama4Config; different model-loading problems." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "Different bugs: ModelOutput key assignment vs Gemma4 FSDP2 shared_kv_states rebuild issue." + "reason": "ModelOutput key bookkeeping bug vs. Gemma4 FSDP2 shared_kv_states KeyError; different code paths." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Different code paths and errors: Qwen3-MoE sliding_window vs init_empty_weights/_is_hf_initialized mismatch." + "reason": "Qwen3-MoE sliding_window issue vs. _is_hf_initialized loading error; not duplicates." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Both involve special tokens, but one is runtime post-processor updates and the other is add_special_tokens behavior for a specific tokenizer." + "reason": "Runtime post-processor updating after special-token changes vs. add_special_tokens BOS/EOS omission; related tokenizer area, different concrete bug." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Different failures: Qwen3 device mapping cuda assert vs Mistral regex patch crashing on tokenizer object shape." + "reason": "CUDA assert during Qwen3 auto device mapping vs. Mistral regex patch AttributeError; unrelated." }, { "left": "issue:42175", "right": "issue:45542", - "accept": true, - "reason": "Both describe the same packaging problem: installing the torch extra leaves the TensorFlow backend unavailable/half-installed." - }, - { - "left": "issue:43482", - "right": "issue:45538", "accept": false, - "reason": "Unrelated: GGUF loading regression vs CLIPTokenizer model_max_length behavior." + "reason": "Packaging/backend availability problem vs. tensorboard-only TF backend error; different dependency issues." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Both are AutoTokenizer regressions, but one ignores repository tokenizer.json while the other returns wrong token IDs for Granite models." + "reason": "AutoTokenizer ignoring tokenizer.json vs. Granite token-ID regression; different tokenizer bugs." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure vs. CLIPTokenizer max-length constant; unrelated." }, { "left": "issue:43296", "right": "issue:46821", "accept": false, - "reason": "Different model families and failures: PaddleOCR-VL/vLLM loading vs TimesFM window_size AttributeError." + "reason": "PaddleOCR-VL load failure vs. TimesFM window_size AttributeError; different models and failure modes." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "Different regression classes: ModelOutput key handling vs non-persistent buffer initialization in v5." - }, - { - "left": "issue:42175", - "right": "issue:43296", - "accept": false, - "reason": "Different domains: backend packaging for TensorFlow vs loading a specific multimodal model in vLLM." + "reason": "ModelOutput key assignment bug vs. non-persistent buffer junk initialization; unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded and conservative overall. The cluster is indeed heterogeneous, and the two accepted pairs look like plausible same-bug duplicates: 45216/45357 are both Qwen3.5 save_pretrained regressions, and 42175/45542 are both TensorFlow-backend packaging issues. The canonical-issue choice is cautious and supported by the packet." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -4111,23 +4138,23 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:34634", "issue:35707", "issue:40444", "issue:40990", - "issue:41553", "issue:41720", + "issue:42175", "issue:42796", "issue:42915", "issue:43262", + "issue:43296", "issue:43317", "issue:43377", "issue:43454", "issue:43482", "issue:43493", - "issue:43582", "issue:43606", "issue:43611", "issue:43644", @@ -4164,18 +4191,19 @@ ], "soft_pairs": [ "issue:44509|issue:46909", + "issue:42175|issue:43296", "issue:43317|issue:43856", "issue:43611|issue:43646", "issue:43377|issue:45491", "issue:43644|issue:44079", "issue:43818|issue:46402", "issue:44265|issue:45072", - "issue:40444|issue:45381", "issue:43818|issue:45357", + "issue:40444|issue:45381", "issue:43493|issue:43994", "issue:45325|issue:45834", - "issue:45325|issue:45381", "issue:44829|issue:45479", + "issue:45325|issue:45381", "issue:43454|issue:44466", "issue:40444|issue:47217", "issue:44291|issue:44877", @@ -4186,215 +4214,217 @@ "issue:43606|issue:44265", "issue:40990|issue:45584", "issue:44479|issue:45823", - "issue:43828|issue:46821", "issue:43262|issue:43746", "issue:35707|issue:41720", - "issue:41553|issue:43582", + "issue:43828|issue:46821", "issue:34634|issue:35707" ], - "prepared_review_unit_hash": "7559fcd6ca482a0ef65d9018297864b629d9a4540061571512b83d249853492a", + "prepared_review_unit_hash": "1f9b6b6b42f497f0be2c6e4dddeee77117e37b308aa058c51acf30fc2d34bb1f", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36258, - "estimated_input_tokens": 9065, - "estimated_eval_tokens": 18386 + "serialized_chars": 36291, + "estimated_input_tokens": 9073, + "estimated_eval_tokens": 18402 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of unrelated Transformers/model bugs, not a tight duplicate set. The only recurring pattern is broad v5 loading/init regressions, but the individual reports usually hit different code paths and models.", - "confidence": 0.37, - "canonical_issue_reason": "No true duplicate canonical exists; the closest broad anchor is issue 43611 because it represents the recurring v5 model-loading/init regression theme.", + "summary": "Mostly a heterogeneous set of unrelated model-loading, multimodal, tokenizer, and docs issues. The only pair that looks like the same underlying bug is the two SigLIP2 reports; the rest are too different to merge as duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "If a representative is needed, issue 43493 is the best anchor because it describes the underlying SigLIP2 implementation discrepancy most directly; 43994 reads more like a downstream symptom. That said, the overall cluster is too mixed to treat as one duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43611 is the broadest and most central representative of the set, so it is the best issue anchor even though it does not subsume the others.", + "best_issue_reason": "Issue 43493 is the strongest issue to keep as the cluster anchor: it is concrete, model-specific, and closest to a root-cause report rather than a symptom-only complaint.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44509", "right": "issue:46909", "accept": false, - "reason": "Both are documentation problems, but they concern different docs and different broken examples." + "reason": "Both are documentation-related, but one is about removed pipeline task names and the other is a broken DIA example; different docs bugs." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend availability vs vLLM model loading failure are unrelated problems." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "One is a loading/offload failure; the other is a training memory-usage report for a different model." + "reason": "One is a quantized model offload/loading failure; the other is a training memory-usage issue in Qwen3 MoE." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both involve v5 model initialization/loading, but they are distinct failures with different triggers and fixes." + "reason": "Both concern v5 loading/initialization regressions, but they point to different code paths and failure modes." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both are batching/padding-related, but they affect different models and different failure modes." + "reason": "Both affect batched inference/training, but one is a padding-mask bug in MIMI and the other is a Gemma3 sliding-window NaN issue." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "One is about non-persistent buffers in serialization; the other is ModelOutput key assignment logic." + "reason": "Non-persistent buffer serialization junk and ModelOutput key assignment are different internals." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Different models and different bugs: missing video_tower temporal attention vs text encoder weights not loading." + "reason": "Different models and different loading defects: missing temporal attention/shared weights vs missing text-encoder weights." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "Export failure from torch_compilable_check is unrelated to the bf16 dtype-mismatch inference bug." + "reason": "torch.export/compilable-check failure is unrelated to bfloat16 dtype mismatches in inference." }, { - "left": "issue:40444", - "right": "issue:45381", + "left": "issue:43818", + "right": "issue:45357", "accept": false, - "reason": "Both are Qwen2.5-VL multimodal issues, but one is iterable-dataset multi-image finetuning and the other is video position-id computation." + "reason": "Both are multimodal model regressions, but one is about Video-LLaVA architecture/weights and the other is about Qwen3.5 save_pretrained key names." }, { - "left": "issue:43818", - "right": "issue:45357", + "left": "issue:40444", + "right": "issue:45381", "accept": false, - "reason": "Same broad family, but one is a Video-LLaVA architecture issue and the other is Qwen3.5 save_pretrained key handling." + "reason": "Both involve VL inputs, but the first is multi-image iterable dataset finetuning and the second is a video position-id regression." }, { "left": "issue:43493", "right": "issue:43994", - "accept": false, - "reason": "Both mention SigLIP2, but one is an implementation discrepancy and the other is a nonsensical-output report; not clearly the same bug." + "accept": true, + "reason": "Same SigLIP2 model family and both describe incorrect HF behavior leading to bad outputs; the latter looks like a symptom of the former discrepancy." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Both are index/position problems, but in different models and different input paths." + "reason": "Different multimodal indexing bugs: Qwen2.5-VL temporal rope scaling vs Kosmos2.5 OCR long-input indexing." }, { - "left": "issue:45325", - "right": "issue:45381", + "left": "issue:44829", + "right": "issue:45479", "accept": false, - "reason": "Both touch Qwen2.5-VL position handling, but one is still-image RoPE scaling and the other is video vision_position_ids." + "reason": "Both are degenerate training/loss bugs, but one is tied to flash_attention_3 and the other to single-label classification with num_labels=1." }, { - "left": "issue:44829", - "right": "issue:45479", + "left": "issue:45325", + "right": "issue:45381", "accept": false, - "reason": "Both are training/loss regressions, but one is flash-attention-3-specific and the other is a single-label classification edge case." + "reason": "Both are Qwen2.5-VL input bugs, but one is still-image temporal position scaling and the other is video vision_position_ids; not the same defect." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both involve lm_head/tied weights, but one is a model config/load bug and the other is a serialization inconsistency." + "reason": "Tied lm_head weight serialization and inconsistent lm_head.weight saving are related thematically, but not the same specific bug." }, { "left": "issue:40444", "right": "issue:47217", "accept": false, - "reason": "Both are VL input handling issues, but one is dataset/multi-image finetuning and the other is image-placeholder-in-text parsing." + "reason": "Both mention VL image handling, but one is finetuning with multiple images per prompt and the other is placeholder placement in user text." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Both are v5 loading regressions, but they stem from different strictness/argument-handling paths." + "reason": "Unexpected init_empty_weights argument handling vs strict config rejection are distinct loading issues." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different quantization/loading failures: FineGrainedFP8Config vs GGUF loading under v5." + "reason": "Different quantization/loading failures in different models; no shared code-path evidence." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Resume-from-checkpoint key mismatch is unrelated to Qwen2.5-VL RoPE/position-id handling." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/position-id scaling." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to a tokenization-version regression." + "reason": "Offloading/quantization behavior and tokenization differences across versions are unrelated." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL video position IDs." + "reason": "Tokenizer BPE marker handling is not the same as Qwen2.5-VL video position-id computation." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU-offload device mismatch and torch.export/compilability are different code paths." + "reason": "CPU-offload device mismatch for Bark is unrelated to torch.export failing on torch_compilable_check." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Perplexity regression on gpt-oss-20b is unrelated to Whisper empty-transcription generation failure." + "reason": "High perplexity on a language benchmark and Whisper empty-transcription failure after token alignment are different bugs." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Both are inference regressions, but one is Qwen video-input handling and the other is Gemma4 device-map forward placement." - }, - { - "left": "issue:43828", - "right": "issue:46821", - "accept": false, - "reason": "An autocast dtype mismatch is unrelated to the TimesFM window_size AttributeError." + "reason": "Qwen video-input regression and Gemma4 PLE device mismatch are separate model-specific issues." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio processor chat-template sample-rate defaults and GraniteSpeech PEFT checkpoint loading are different issues." + "reason": "Audio processor sample-rate defaulting and GraniteSpeech PEFT checkpoint loading are different bugs." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to the Qwen3 auto-device-map CUDA assert." + "reason": "Progressive generation with inputs_embeds/past_key_values and Qwen3 device-map CUDA asserts are unrelated." }, { - "left": "issue:41553", - "right": "issue:43582", + "left": "issue:43828", + "right": "issue:46821", "accept": false, - "reason": "Bad AutoTokenizer error messaging and an AppleSilicon allocator TypeError are unrelated." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and a TimesFM window_size AttributeError are different failures." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values are different bugs." + "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values have no common bug path." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The soft-edge decisions are mostly appropriately negative, and the single accepted SigLIP2 pair is the only one with a plausible shared root cause from the provided titles." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4409,18 +4439,18 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:26413", "issue:28530", "issue:36331", "issue:40990", + "issue:41553", "issue:41720", "issue:42617", "issue:42796", "issue:42915", "issue:42947", - "issue:43065", "issue:43257", "issue:43317", "issue:43322", @@ -4429,6 +4459,7 @@ "issue:43454", "issue:43550", "issue:43572", + "issue:43582", "issue:43606", "issue:43720", "issue:43749", @@ -4457,256 +4488,255 @@ "issue:46209", "issue:46305", "issue:46315", - "issue:46402", "issue:46821" ], "soft_pairs": [ + "issue:41553|issue:43582", "issue:44186|issue:44265", "issue:41720|issue:45823", "issue:43606|issue:43819", "issue:43454|issue:43550", "issue:43257|issue:45923", - "issue:45823|issue:46821", "issue:42796|issue:46209", - "issue:43377|issue:44610", "issue:44568|issue:45920", + "issue:43377|issue:44610", + "issue:45823|issue:46821", "issue:43454|issue:45072", "issue:42617|issue:42915", "issue:40990|issue:42947", "issue:46305|issue:46315", + "issue:43749|issue:44534", "issue:43377|issue:44898", "issue:43454|issue:43720", - "issue:43749|issue:44534", "issue:43572|issue:45759", "issue:43317|issue:43873", "issue:36331|issue:42617", "issue:41720|issue:43322", "issue:43322|issue:46050", - "issue:44877|issue:44991", "issue:36331|issue:42915", "issue:41720|issue:44977", + "issue:44877|issue:44991", "issue:44387|issue:45704", "issue:40990|issue:45701", - "issue:41720|issue:42617", "issue:43450|issue:45701", - "issue:43065|issue:46402", + "issue:41720|issue:42617", "issue:44466|issue:45357", "issue:26413|issue:28530" ], - "prepared_review_unit_hash": "3c0672571603c07df8342419f94e6fa0b05ebe1f6a410e7a45b250390454f6fc", + "prepared_review_unit_hash": "578ca6c15c48858b67f4af8219cadae31b9495ad35fe49677dba5f46c76a473c", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37063, - "estimated_input_tokens": 9266, - "estimated_eval_tokens": 18788 + "serialized_chars": 37059, + "estimated_input_tokens": 9265, + "estimated_eval_tokens": 18786 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated closed issues that only share broad subsystem similarity (loading, tokenization, offloading, quantization, training-loop regressions). I found no true duplicate pairs among the soft candidates.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 43317 is the clearest representative of the shared theme around model loading/offload regressions, with a concrete and actionable failure mode; however, the cluster as a whole is heterogeneous.", + "summary": "The cluster is highly heterogeneous: most items are unrelated model-, tokenizer-, loading-, or runtime-specific regressions that only share broad Transformers vocabulary. I reject all soft edges as duplicates; none look like the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "If a representative is forced, issue:43873 is the broadest open item and sits nearest the shared offloading/quantization theme, but it is not a true duplicate hub for this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43317 is the strongest standalone issue here because it describes a specific, user-relevant regression in a common code path (`device_map=auto` + offload) without being overly model-specific.", + "best_issue_reason": "issue:43873 is the least-specific open issue here, but the set is too diverse for any issue to serve as a strong canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Different subsystems: tokenizer error messaging vs an Apple Silicon allocator helper TypeError." + }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Both are export/processing failures, but one is a tokenizer crash on NER batching while the other is `torch.export` failing on `torch_compilable_check`; different code paths and fixes." + "reason": "Tokenizer padding/NER crash and torch.export failure are unrelated code paths." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both mention auto device mapping, but the concrete bugs differ: CUDA assert on Qwen3 vs a Gemma4 PLE device mismatch during forward." + "reason": "Both involve device_map=auto, but different models and different failure modes/root causes." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "One is a CPU offload device-mismatch bug for `suno/bark-small`; the other is a DAC latent decoding mismatch caused by missing STE. Same broad area, different defect." + "reason": "CPU offload device mismatch is unrelated to DAC latent/STE forward mismatch." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "AyaVision lm_head tying failure and Bamba torch.compile+SDPA failure are unrelated model/runtime bugs." + "reason": "Weight tying serialization issue and SDPA/torch.compile failure are different bugs." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Qwen3 MoE loading with accelerate+deepspeed and a missing `supports_gradient_checkpointing` flag in Nemotron are separate issues." + "reason": "MoE loading with accelerate+deepspeed and a missing gradient-checkpointing flag are unrelated." }, { - "left": "issue:45823", - "right": "issue:46821", + "left": "issue:42796", + "right": "issue:46209", "accept": false, - "reason": "Gemma4 device mismatch under `device_map=\"auto\"` and TimesFM `window_size` AttributeError are different models and different failure modes." + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are separate problems." }, { - "left": "issue:42796", - "right": "issue:46209", + "left": "issue:44568", + "right": "issue:45920", "accept": false, - "reason": "Tokenizer BPE marker handling and FP8 inference on B200 are unrelated." + "reason": "Special-token insertion for one tokenizer is not the same bug as broad wrong-token-id regression." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI batch-vs-single padding-mask inconsistency and OmDet-Turbo processor output-size mismatch affect different components and bugs." + "reason": "MIMI batching/padding-mask inconsistency and a vision processor size mismatch do not share a root cause." }, { - "left": "issue:44568", - "right": "issue:45920", + "left": "issue:45823", + "right": "issue:46821", "accept": false, - "reason": "One is a single tokenizer missing BOS/EOS insertion; the other is a broader v5 regression producing wrong token IDs across many tokenizers." + "reason": "Device-mapped multimodal forward mismatch is unrelated to TimesFM window_size AttributeError." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "AyaVision lm_head tying/garbage text and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + "reason": "lm_head weight tying corruption and bf16 dtype mismatches are distinct failure classes." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "A `3d_parallel.py` runtime failure is not the same as Qwen3Moe failing with `FineGrainedFP8Config`." + "reason": "3d_parallel execution failure and Qwen3MoE FineGrainedFP8Config failure are unrelated." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on gpt-oss and ineffective gradient checkpointing with PEFT LoRA are different symptoms and code paths." + "reason": "Perplexity quality regression and LoRA gradient-checkpointing ineffectiveness are different issues." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "MoonshineStreaming mask off-by-one and tokenizer conversion slowdown are unrelated regressions." + "reason": "A sliding-window off-by-one bug is unrelated to convert_tokens_to_ids performance regression." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU-efficient loading breakage and non-persistent buffer junk values are different loading/state bugs." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "MIMI batching/padding-mask behavior and Perceiver interpolation on non-default resolution are distinct model bugs." + "reason": "Batch-vs-single encoder output mismatch is not the same as Perceiver resolution handling failure." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "lm_head tying issues are unrelated to packed-weight unpacking during accelerate loading." - }, - { - "left": "issue:43749", - "right": "issue:44534", - "accept": false, - "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are both v5-loading related, but they are not the same concrete bug." + "reason": "Weight tying vs packed-weight unpacking are separate model-loading problems." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing `pad_token_idx` in a config and failure to unwrap `text_config` in composite Qwen configs are different config-loading problems." + "reason": "Missing pad_token_idx in a config and text_config unwrapping for composite configs are different config regressions." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both involve offloading/loading, but 43317 is a specific `device_map=auto` dequantized-model failure while 43873 is a broader quantization/offloading behavior report." + "reason": "Specific gpu+cpu offload load failure and a broad quantized offloading complaint are not clearly the same bug." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "`compute_loss()` kwarg incompatibility and a `3d_parallel.py` failure are unrelated training/script issues." + "reason": "CustomTrainer signature breakage and 3d_parallel.py runtime failure are unrelated." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 auto device map assert and Llava Next segmentation fault are different models and failure mechanisms." + "reason": "Qwen3 auto device mapping assert and Llava Next segmentation fault are different model/runtime failures." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "A load-time segfault for Llava Next and broken quantized save/load after `sinq` are different bugs." - }, - { - "left": "issue:44877", - "right": "issue:44991", - "accept": false, - "reason": "Strict config blocking `granite_speech` and tokenizer loading for `est-roberta` are separate config/tokenizer issues." + "reason": "Segfault on load and sinq save/load corruption are unrelated." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "The `compute_loss` signature mismatch is unrelated to Qwen3Moe `FineGrainedFP8Config` failures." + "reason": "Trainer API change and Qwen3MoE FP8 loading failure are different code paths." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Auto device-map CUDA assert in Qwen3 and flash-attention generation issues in Qwen3.5 are distinct runtime bugs." + "reason": "A800 device-map assert and Qwen3.5 flash-attention generation issue are different runtime problems." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading and tokenizer loading regression are unrelated." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "CUDA reserved-memory OOM under int4 quantization and an apex RMSNorm memory leak are not the same problem." + "reason": "CUDA reserved-memory inflation under int4 quantization is not the same as an apex RMSNorm memory leak." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "High perplexity on a specific model and version-dependent tokenization changes are different regressions." - }, - { - "left": "issue:41720", - "right": "issue:42617", - "accept": false, - "reason": "A model-loading CUDA assert is not the same as a `3d_parallel.py` execution failure." + "reason": "Perplexity on a model/dataset pair and a tokenization-version change are different issues." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batch-shape errors and tokenizer-version behavior changes are unrelated." + "reason": "Video processor batch-shape bug and tokenizer behavior changes do not match." }, { - "left": "issue:43065", - "right": "issue:46402", + "left": "issue:41720", + "right": "issue:42617", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and missing Sam3 text-encoder weights are different issues in different parts of the model." + "reason": "Device-map assert and 3d_parallel run failure are unrelated." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "lm_head serialization inconsistency and incorrect visual-encoder keys on save_pretrained are distinct save/load regressions." + "reason": "Both involve save_pretrained regressions, but different models and different serialized keys." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Checkpoint-resume epoch iterator failure and early-stopping metric detection are different trainer bugs." + "reason": "Checkpoint resume iterator failure and early-stopping metric lookup are unrelated trainer behaviors." } ] }, @@ -4728,7 +4758,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:28530", "issue:33666", @@ -4737,6 +4767,7 @@ "issue:41720", "issue:42617", "issue:42915", + "issue:43065", "issue:43295", "issue:43317", "issue:43404", @@ -4762,7 +4793,6 @@ "issue:44743", "issue:44756", "issue:44898", - "issue:44991", "issue:45072", "issue:45161", "issue:45357", @@ -4771,6 +4801,7 @@ "issue:45701", "issue:45823", "issue:46291", + "issue:46402", "issue:46612", "issue:46665", "issue:46821", @@ -4779,12 +4810,13 @@ "issue:47020" ], "soft_pairs": [ - "issue:43881|issue:44488", "issue:43873|issue:44756", + "issue:43881|issue:44488", "issue:44186|issue:45072", + "issue:43065|issue:46402", + "issue:43295|issue:45701", "issue:46612|issue:46858", "issue:45685|issue:46821", - "issue:43295|issue:45701", "issue:43550|issue:43720", "issue:43577|issue:43708", "issue:36010|issue:42617", @@ -4792,224 +4824,217 @@ "issue:44451|issue:47020", "issue:43550|issue:43606", "issue:44186|issue:44610", - "issue:42915|issue:43317", "issue:43404|issue:45357", - "issue:46821|issue:46869", + "issue:42915|issue:43317", "issue:44610|issue:44898", + "issue:46821|issue:46869", "issue:28530|issue:33666", "issue:41720|issue:45161", "issue:44734|issue:46858", "issue:43531|issue:43572", - "issue:44008|issue:45823", "issue:44423|issue:45406", + "issue:44008|issue:45823", "issue:42915|issue:46291", "issue:36331|issue:41720", "issue:44464|issue:46858", - "issue:43881|issue:44991", "issue:44671|issue:44743" ], - "prepared_review_unit_hash": "bc1e1547e04ae46f7fb9f6491d5cb078f3772ea06c0e1d2ae32575bd9bc9eda7", + "prepared_review_unit_hash": "7af7402f97a6ed052a9768825fb8d76ad375bbe837ed71ee8e28d132620e3353", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35575, - "estimated_input_tokens": 8894, - "estimated_eval_tokens": 18044 + "serialized_chars": 36110, + "estimated_input_tokens": 9028, + "estimated_eval_tokens": 18312 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a loose similarity cluster around Transformers regressions in loading, generation, cache, and quantization, but the soft pairs do not look like true duplicates of the same underlying bug. No PRs are present.", - "confidence": 0.67, - "canonical_issue_reason": "issue:43646 is the broadest representative of the cluster: a Transformers 5.0 regression breaking custom model initialization and related downstream loading/custom-code failures.", + "summary": "This cluster is heterogeneous. A few issues share a loose theme around loading/offloading/quantization/device_map regressions, but most pairs are clearly different model- or subsystem-specific bugs and should not be deduplicated.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43873 is the broadest and most central issue in the recurring offloading/quantization/device_map theme, and it is open with a scope that can absorb related reports better than the narrower model-specific bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best standalone exemplar because it captures the widest recurring theme in the cluster (breaking API/init behavior after version changes) without being overly model-specific.", + "best_issue_reason": "issue:43873 is the best representative of the dominant subtheme in this set (offloading/quantization-related failures) and is general enough to serve as the cluster anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43881", - "right": "issue:44488", + "left": "issue:43873", + "right": "issue:44756", "accept": false, - "reason": "Both are model loading failures, but they involve different models and likely different root causes." + "reason": "Different problems: quantization/offloading behavior vs disabling mmap to avoid OOM." }, { - "left": "issue:43873", - "right": "issue:44756", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "Both touch offload/memory behavior, but one is quantization offloading and the other is mmap/OOM on a specific platform; not the same bug." + "reason": "Both are loading failures, but they involve different models and no shared concrete code-path is evident." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer/NER padding crash vs bfloat16 dtype mismatch are different failure modes." + "reason": "Tokenizer crash on NER/padding vs dtype mismatch in inference are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Same model family, but pixel-decoder dummy conv and text-encoder weights not loading are different bugs." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Both mention tokenization/version changes, but one is a processor.tokenizer regression and the other is a broader tokenization behavior change." }, { "left": "issue:46612", "right": "issue:46858", "accept": false, - "reason": "Both involve cache internals, but one is beam-search reorder and the other is seq-length tensor arithmetic in static cache; different code paths." + "reason": "Both touch cache/generation, but one is beam-search cache reorder omission and the other is a prefill slice-arithmetic bug." }, { "left": "issue:45685", "right": "issue:46821", "accept": false, - "reason": "MPS histogram/int error and TimesFM window_size AttributeError are unrelated bugs." - }, - { - "left": "issue:43295", - "right": "issue:45701", - "accept": false, - "reason": "Both are version-related regressions, but they concern different API breakages and behaviors." + "reason": "Completely different failures: MPS histogram dtype issue vs TimesFM window_size attribute error." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "torch.compile/SDPA failure and packed-weight loading failure are unrelated." + "reason": "Different code paths: torch.compile/SDPA failure vs accelerate loading/unpacking of packed weights." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Model dtype loading bug vs resume_from_checkpoint max_steps miscalculation are different issues." + "reason": "Dtype propagation in model loading vs Trainer checkpoint max_steps calculation are unrelated." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "ImportError for GenerationMixin and inability to run a script are not the same underlying bug." + "reason": "ImportError for GenerationMixin vs inability to run a script; no shared underlying bug." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Both mention custom model/from_pretrained behavior, but the reported failures and code paths are too different to merge." + "reason": "Both relate to custom loading/init patterns, but the concrete bug descriptions are too different to treat as duplicates." }, { "left": "issue:44451", "right": "issue:47020", "accept": false, - "reason": "Different tokenizer-loading failures on different models; no concrete shared root cause is established." + "reason": "Model load failure vs tokenizer constructor accepting the wrong vocab type; not the same bug." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "torch.compile with SDPA and CPU offload device mismatch are separate runtime bugs." + "reason": "Both are model/runtime failures, but one is compile+SDPA and the other is CPU-offload device mismatch." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer crash and image-size mismatch are both preprocessing-related, but not the same defect." - }, - { - "left": "issue:42915", - "right": "issue:43317", - "accept": false, - "reason": "FP8 fine-grained config failure and dequantized model offload failure are distinct quantization/loading problems." + "reason": "Tokenizer/padding crash vs image processor resolution mismatch are different issues." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "lm_head tying bug and save_pretrained visual-key regression are different state/serialization issues." + "reason": "Weight tying in Mistral3 conditional generation vs incorrect visual-encoder keys on save_pretrained are different bugs." }, { - "left": "issue:46821", - "right": "issue:46869", + "left": "issue:42915", + "right": "issue:43317", "accept": false, - "reason": "TimesFM argument handling and YOLO multi-GPU device-map failure are unrelated." + "reason": "FineGrainedFP8Config failure vs dequantized-model loading with gpu+cpu offload are related only at a broad loading level." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both concern image resolution handling, but they affect different models and different preprocessing/forward logic." + "reason": "Both concern vision input sizing, but one is processor output size and the other is non-default-resolution classification handling." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map failure are unrelated." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early stopping metric configuration and Qwen2-VL multi-GPU training are unrelated." + "reason": "Early stopping metric resolution vs Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both are parallelism/device-map problems, but one is a cuda assert and the other is tensor parallelism support; not the same bug." + "reason": "Different model families and failures: Qwen3 auto device mapping crash vs GPT-OSS MoE tensor parallel issue." }, { "left": "issue:44734", "right": "issue:46858", "accept": false, - "reason": "Both involve cache indexing, but one is serve KV continuation and the other is static-cache prefill arithmetic on non-CUDA backends." + "reason": "Both involve cache, but one is serve KV continuation indexing and the other is static-cache seq_length tensor arithmetic." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx regression are unrelated." - }, - { - "left": "issue:44008", - "right": "issue:45823", - "accept": false, - "reason": "Gemma3n forward variable collision and Gemma4 PLE device mismatch are different forward-pass bugs." + "reason": "Qwen3-MoE sliding-window behavior and missing StableLmConfig pad_token_idx are unrelated." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both hit transformers serve with multimodal models, but the crash causes and failing paths are different." + "reason": "Two different serve crashes with different processor/model attribute errors and likely different fixes." }, { - "left": "issue:42915", - "right": "issue:46291", + "left": "issue:44008", + "right": "issue:45823", "accept": false, - "reason": "FP8 model failure and kernels package import/version requirement are unrelated." + "reason": "Different Gemma/Gemma3n vs Gemma4 forward/device-mismatch bugs." }, { - "left": "issue:46612", - "right": "issue:46858", + "left": "issue:42915", + "right": "issue:46291", "accept": false, - "reason": "Same general cache area, but distinct defects and different observable failures." + "reason": "MoE FP8 config failure vs pipelines import dependency/version requirement are unrelated." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Trainer compute_loss signature change and multi-GPU cuda assert are unrelated." + "reason": "Trainer custom compute_loss signature breakage vs Qwen3 device-map crash are different bugs." }, { "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Both mention generation/cache and compiled forward, but the reported bugs are not the same concrete issue." - }, - { - "left": "issue:43881", - "right": "issue:44991", - "accept": false, - "reason": "Different tokenizer/model loading failures with no shared root cause." + "reason": "Chunked generation inconsistency under compilation vs cache.get_seq_length() device-tensor arithmetic bug are not the same issue." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "Masked LM prediction regression and recurrent-state reset in cache are different model-specific bugs." + "reason": "CamemBERT masked-LM prediction regression vs Qwen3.5 recurrent-state reset under cache are unrelated." } ] }, @@ -5031,7 +5056,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:28530", "issue:29159", @@ -5060,14 +5085,15 @@ "issue:43746", "issue:43782", "issue:43873", + "issue:43881", "issue:43883", "issue:44186", "issue:44361", "issue:44492", "issue:44509", "issue:44534", - "issue:44589", "issue:44913", + "issue:44991", "issue:45059", "issue:45406", "issue:45464", @@ -5076,18 +5102,18 @@ "issue:45701", "issue:45704", "issue:45759", - "issue:45859", "issue:46665", "issue:46821", "issue:47020", "issue:47145" ], "soft_pairs": [ - "issue:43526|issue:43883", "issue:45632|issue:45684", + "issue:43881|issue:44991", "issue:44186|issue:44361", - "issue:43425|issue:46821", + "issue:43526|issue:43883", "issue:28530|issue:30064", + "issue:43425|issue:46821", "issue:43316|issue:44913", "issue:45701|issue:47145", "issue:42915|issue:43322", @@ -5102,219 +5128,211 @@ "issue:43452|issue:47020", "issue:44534|issue:46665", "issue:41720|issue:43746", - "issue:43606|issue:43720", "issue:42490|issue:43329", + "issue:43606|issue:43720", "issue:34567|issue:35707", "issue:43531|issue:46821", "issue:34634|issue:41720", "issue:45406|issue:45464", "issue:43606|issue:43653", - "issue:43388|issue:45059", - "issue:43531|issue:44589", - "issue:45759|issue:45859" + "issue:43388|issue:45059" ], - "prepared_review_unit_hash": "331842db69c58689eba96bc0fa74a6e9f949ecf4b4b73a6d5ef81b3c3071d0fb", + "prepared_review_unit_hash": "3af2611f30f0c29a555e6a5872ec498907da21d06092fc41a98c6d362755d0f6", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36411, - "estimated_input_tokens": 9103, - "estimated_eval_tokens": 18462 + "soft_pair_count": 28, + "serialized_chars": 36074, + "estimated_input_tokens": 9019, + "estimated_eval_tokens": 18294 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of unrelated Transformers issues across tokenizers, multimodal processors, generation, loading/offloading, configs, and docs. None of the soft pairs look like the same underlying bug/change, so there is no credible duplicate consolidation here.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out: the items span many distinct subsystems and failure modes, so any representative would be misleading.", + "summary": "The cluster is very heterogeneous: the soft pairs mostly share only broad subsystem vocabulary, not the same underlying bug or change. No PRs are present. I would not merge any of the soft pairs; issue:43873 is only a weak anchor because it has the most activity, not because it truly represents the whole set.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43873 has the strongest discussion/reference activity, so it is the best available anchor if one issue must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "No strong global best issue: even the broadest reports are specific to one model/path and do not represent the cluster as a whole.", + "best_issue_reason": "issue:43873 is the most broadly discussed and referenced report here; however, the cluster is too mixed for any issue to be a strong canonical representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43526", - "right": "issue:43883", + "left": "issue:45632", + "right": "issue:45684", "accept": false, - "reason": "Different bugs: BeitImageProcessorFast label reduction vs MolmoForCausalLM missing all_tied_weights_keys." + "reason": "Different bugs: local cache-path collision vs read-only permission propagation in save_pretrained." }, { - "left": "issue:45632", - "right": "issue:45684", + "left": "issue:43881", + "right": "issue:44991", "accept": false, - "reason": "Different loading problems: local cache-path collision vs save_pretrained permission propagation." + "reason": "Both are load failures, but on unrelated models and failure modes (glm-4v-9b vs tokenizer loading)." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer failures in different models and code paths (LayoutLMv2 NER padding vs MLuke task AttributeError)." + "reason": "Tokenizer crashes, but different tokenizers and different code paths/failure conditions." }, { - "left": "issue:43425", - "right": "issue:46821", + "left": "issue:43526", + "right": "issue:43883", "accept": false, - "reason": "Torch 2.10 compatibility issue is unrelated to TimesFM window_size AttributeError." + "reason": "Image processor label reduction bug vs missing all_tied_weights_keys attribute; unrelated." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Training early-stopping metric selection vs image processor void-segmentation handling are unrelated." + "reason": "Early-stopping metric lookup issue vs void segmentation-map processing failure; unrelated." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch version compatibility issue vs TimesFM window_size attribute error; not the same bug." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Different config/API bugs: Gemma3TextConfig discrepancy vs GPTNeoX rotary_pct reload regression." + "reason": "Both are config-related, but one is an API discrepancy and the other is config value loss on reload." }, { "left": "issue:45701", "right": "issue:47145", "accept": false, - "reason": "Broad tokenization-version behavior vs FP8 compressed-tensors checkpoint loading corruption; not the same defect." + "reason": "Tokenization changes across versions vs FP8 checkpoint weight_scale corruption; different problems." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Different models and symptoms: Qwen3Moe FineGrainedFP8Config vs Llava Next segfault." + "reason": "Different model-loading failures in different multimodal stacks; no shared code-path bug." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error vs generation with inputs_embeds/past_key_values are unrelated." + "reason": "MacOS bus error in CLIP loading vs generation with inputs_embeds/past_key_values; unrelated." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Tokenizer inconsistency across slow/fast implementations is not the same as T5 add_special_tokens name conflict." + "reason": "Tokenizer inconsistency across slow/fast implementations vs T5 add_special_tokens name conflict." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Image segmentation-map processing vs BarkProcessor voice_preset are unrelated processor bugs." + "reason": "Segmentation-map processing vs Bark voice_preset handling; only both touch processors." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantized offloading behavior vs T5 apex RMSNorm memory leak are different code paths and root causes." + "reason": "Quantization/offloading issue vs apex RMSNorm memory leak; not the same code-path." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Different multimodal/Qwen bugs: video input ValueError vs weight_only loading error." + "reason": "Both involve Qwen multimodal models, but one is video input handling and the other is weight_only loading." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Both Qwen-related, but one is sliding_window behavior and the other is from_config text_config unwrapping; different bugs." + "reason": "Qwen-family titles are not enough: sliding_window generation bug vs config unwrapping bug." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A typo in cache strategies is not the same as stale docs for removed pipeline tasks." + "reason": "Cache-strategy typo vs docs mentioning removed pipelines; unrelated change types." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." + "reason": "torch.compile/SDPA failure in Bamba vs tokenizer special-token registration bug; different subsystems." }, { "left": "issue:43452", "right": "issue:47020", "accept": false, - "reason": "Different tokenizer/model loading issues: gguf_file handling vs XLMRobertaTokenizer Unigram input type." + "reason": "gguf_file/from_pretrained handling vs Unigram vocab type mismatch in XLMRobertaTokenizer; distinct issues." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer junk in v5 vs from_pretrained behavior inside Python classes are different bugs." + "reason": "Non-persistent buffer initialization bug vs inconsistent from_pretrained behavior inside Python classes." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 auto device-mapping CUDA assert vs GraniteSpeech PEFT local checkpoint loading are unrelated." + "reason": "Auto device mapping CUDA assert vs PEFT local-checkpoint loading failure; unrelated." }, { - "left": "issue:43606", - "right": "issue:43720", + "left": "issue:42490", + "right": "issue:43329", "accept": false, - "reason": "CPU offload device mismatch for Bark-small vs BitNet packed-weight unpacking during accelerate loading are different issues." + "reason": "Trailing-slash import warning vs multimodal token counting video-branch bug; not the same defect." }, { - "left": "issue:42490", - "right": "issue:43329", + "left": "issue:43606", + "right": "issue:43720", "accept": false, - "reason": "Local-path trailing slash import warning is unrelated to undefined video-branch variables in multimodal token counting." + "reason": "CPU offload device mismatch vs packed-weight unpacking during accelerate loading; different mechanisms." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counter not updating vs progressive generation with inputs_embeds/past_key_values are different problems." + "reason": "TrainerState token counter not updating vs progressive generation bug; no shared root cause." }, { "left": "issue:43531", "right": "issue:46821", "accept": false, - "reason": "Both mention windowing, but Qwen3-MoE sliding_window and TimesFM window_size are different model-specific bugs." + "reason": "Different models and different attributes: Qwen3-MoE sliding window vs TimesFM window_size error." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset failure and Qwen3 device-mapping CUDA assert are unrelated." + "reason": "BarkProcessor voice_preset bug vs Qwen3 auto device mapping CUDA assert; unrelated." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve is not the same as Qwen3.5 streaming chat/completions failure." + "reason": "Serve crash from missing processor tokenizer attribute vs chat/completions streaming inference failure; different paths." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "CPU offload device mismatch and BigBirdTokenizer decode/special-token issues are unrelated." + "reason": "CPU offload mismatch vs tokenizer special-token registration; no common bug." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "gather_for_metrics label truncation and SAM3 text/bbox odd behavior are different bugs." - }, - { - "left": "issue:43531", - "right": "issue:44589", - "accept": false, - "reason": "Qwen3-MoE sliding_window bug is unrelated to missing Float8 storage support." - }, - { - "left": "issue:45759", - "right": "issue:45859", - "accept": false, - "reason": "from_config text_config unwrapping and CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are different issues." + "reason": "Metric gathering drops tuple labels vs SAM3 text/bounding-box behavior; unrelated." } ] }, @@ -5336,7 +5354,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:30064", "issue:36010", @@ -5347,6 +5365,7 @@ "issue:43421", "issue:43493", "issue:43526", + "issue:43531", "issue:43540", "issue:43644", "issue:43653", @@ -5355,17 +5374,15 @@ "issue:43873", "issue:43881", "issue:43927", - "issue:43994", "issue:44062", "issue:44077", "issue:44368", "issue:44451", - "issue:44464", "issue:44514", "issue:44545", + "issue:44589", "issue:44610", "issue:44625", - "issue:44671", "issue:44843", "issue:44898", "issue:44918", @@ -5378,254 +5395,254 @@ "issue:45479", "issue:45704", "issue:45759", + "issue:45859", "issue:45923", "issue:46050", "issue:46402", "issue:46655", "issue:46665", "issue:46693", - "issue:46858", - "issue:47050" + "issue:46858" ], "soft_pairs": [ - "issue:44451|issue:44991", + "issue:43531|issue:44589", + "issue:45759|issue:45859", "issue:43540|issue:46858", + "issue:44451|issue:44991", "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:43381|issue:43844", + "issue:44898|issue:45072", "issue:44625|issue:45479", "issue:39692|issue:44610", "issue:41720|issue:45704", - "issue:43526|issue:43881", "issue:44368|issue:45357", + "issue:43746|issue:46050", "issue:43381|issue:45704", "issue:44918|issue:44936", - "issue:43746|issue:46050", "issue:46655|issue:46693", "issue:43421|issue:43927", - "issue:45759|issue:45923", - "issue:45704|issue:45923", + "issue:43526|issue:43881", "issue:43746|issue:43873", + "issue:45759|issue:45923", + "issue:43531|issue:45923", "issue:42886|issue:44843", "issue:30064|issue:36010", - "issue:44514|issue:44545", - "issue:39692|issue:43493", "issue:43421|issue:43653", - "issue:43994|issue:44671", - "issue:44464|issue:47050" + "issue:39692|issue:43493", + "issue:44514|issue:44545" ], - "prepared_review_unit_hash": "abdbc1d57cb7011500813d29b33202fcacf519244a878b0461dcddad19130f38", + "prepared_review_unit_hash": "c365a0c39ad8f97e6b6d7a62bbc58a3f665df44bdd033ca9995b2b2ccd128212", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36678, - "estimated_input_tokens": 9170, - "estimated_eval_tokens": 18596 + "serialized_chars": 36030, + "estimated_input_tokens": 9008, + "estimated_eval_tokens": 18272 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous issue reports, but two soft-duplicate pairs stand out: the Qwen2_5_VLProcessor batched apply_chat_template crash, and the HF_HUB_OFFLINE tokenizer/model_info offline-mode failure. The rest look like related-but-distinct bugs rather than the same underlying change.", - "confidence": 0.76, - "canonical_issue_reason": "Issue 46693 is the strongest single anchor by activity and impact: it is open, has the highest discussion volume, and describes a broad performance regression affecting a major generation path.", + "summary": "This cluster is mostly a set of superficially similar but distinct bug reports. I found one clear duplicate pair around Qwen2_5_VLProcessor.apply_chat_template with padding=False; the rest should be kept separate.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44545 is the cleanest canonical for the duplicate Qwen2_5_VLProcessor.apply_chat_template crash: it describes the same batched-input + padding=False failure as 44514, with a tighter title and slightly stronger engagement.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46693 is the best overall representative because it is actively discussed, broadly scoped, and most likely to be the cluster\u2019s main user-facing problem rather than a narrow edge case.", + "best_issue_reason": "issue:44545 is the best representative issue in the only true duplicate pair; it most directly names the method and reproducer for the shared bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44451", - "right": "issue:44991", + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Both are inference/runtime errors, but they involve different models and different failure mechanisms." + }, + { + "left": "issue:45759", + "right": "issue:45859", "accept": false, - "reason": "Both are tokenizer/model loading failures, but they concern different models and likely different root causes; too broad to treat as the same bug." + "reason": "One is about from_config unwrapping text_config; the other is a CPU-offload rotary embedding incompatibility." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "These cover unrelated failures: a Qwen3OmniMoe video-input ValueError versus a static-cache/torch.compile tensor arithmetic bug." + "reason": "Different subsystems and root causes: video input processing vs cache sequence-length arithmetic." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading reports, but they affect different models and the symptom/root cause is not the same." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Different model families and different failure modes: incorrect visual encoder keys on save versus missing text encoder weight loading." + "reason": "Both concern multimodal model loading, but one is visual-encoder key saving and the other is text-encoder weight loading." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "One is about an optional post_init policy in patchtsmixer; the other is config propagation of num_labels in Qwen3.5. Not the same code path." + "reason": "These are separate config issues for different models; the reported bugs are not the same." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "A non-persistent-buffer initialization bug and an inconsistent from_pretrained-in-Python-classes behavior are too different to merge." + "reason": "One is a Transformers 5.0 buffer initialization bug; the other is inconsistent from_pretrained behavior in Python classes." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Different underlying issues: a model loading failure for one repo versus PIL image processors wrongly requiring torchvision." + "reason": "Both touch loading/image-processing paths, but one is a package loading failure and the other is an incorrect torchvision dependency." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken keyword duplication and a model-loading failure for ScandiBERT are unrelated." + "reason": "Different tokenizer bugs with different symptoms; no evidence they share the same underlying cause." }, { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:43381", + "right": "issue:43844", "accept": false, - "reason": "One is a Perceiver image-size/interpolation issue; the other is a bfloat16 dtype mismatch in inference." + "reason": "Gradient checkpointing in eval mode is unrelated to the ZeRO-3 gradient increase report." }, { - "left": "issue:43381", - "right": "issue:43844", + "left": "issue:44898", + "right": "issue:45072", "accept": false, - "reason": "Both mention gradients, but one is about eval-mode checkpointing usage and the other about a ZeRO-3 training regression." + "reason": "Distinct problems: image resolution handling vs bfloat16 dtype mismatches." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "These are separate classification-config bugs: num_labels propagation versus degenerate zero-loss behavior for num_labels=1." + "reason": "Both concern classification configs, but one is missing num_labels propagation and the other is a degenerate zero-loss bug across models." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Both involve vision models, but one is a SigLIP2 doc/example problem and the other is an OmDet-Turbo processor size mismatch." + "reason": "Both mention processor/model mismatches, but they are different models and different concrete failures." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Completely different problems: Qwen3 auto device mapping crash versus a T5/apex RMSNorm memory leak." + "reason": "Completely unrelated bugs: CUDA assert during device mapping vs a T5 RMSNorm memory leak." }, { - "left": "issue:43526", - "right": "issue:43881", + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "A BeitImageProcessorFast label-reduction bug and a glm-4v-9b loading failure are unrelated." + "reason": "A training-time warning about tie_word_embeddings is unrelated to incorrect visual-encoder keys on save_pretrained." }, { - "left": "issue:44368", - "right": "issue:45357", + "left": "issue:43746", + "right": "issue:46050", "accept": false, - "reason": "A configuration warning about tie_word_embeddings is not the same bug as incorrect visual encoder keys on save_pretrained." + "reason": "Both involve loading/saving checkpoints, but one is PEFT local checkpoint loading and the other is quantized model round-tripping." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Different layers of the stack: eval-mode checkpointing restriction versus a T5 RMSNorm memory leak." + "reason": "No shared bug: gradient checkpointing eval-mode behavior vs an apex RMSNorm leak." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Both are trainer-related, but one is an embedding unpacking failure with TRL SFT and the other is evaluate-after-train behavior; no shared concrete bug." - }, - { - "left": "issue:43746", - "right": "issue:46050", - "accept": false, - "reason": "Local checkpoint loading with PEFT adapters and quantized save/load breakage are distinct persistence issues." + "reason": "Different trainer-related failures with no shared code path or reproducer." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "Both are performance/processor-adjacent, but one is a video padding bug in SmolVLM and the other is a long-context FA2 generation regression." + "reason": "Video padding logic and FA2 long-context performance regression are unrelated." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "A tokenizer post-processor update bug and a DiaConfig custom-token-ID persistence bug are different state-management problems." + "reason": "Both involve token metadata, but one is runtime post-processor updates and the other is save/load of custom token IDs." }, { - "left": "issue:45759", - "right": "issue:45923", + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Completely unrelated: BEiTImageProcessorFast label reduction vs glm-4v-9b loading failure." + }, + { + "left": "issue:43746", + "right": "issue:43873", "accept": false, - "reason": "One is about unwrapping text_config in composite multimodal configs; the other is a missing supports_gradient_checkpointing flag." + "reason": "Both mention loading/quantization, but the underlying bugs are different." }, { - "left": "issue:45704", + "left": "issue:45759", "right": "issue:45923", "accept": false, - "reason": "A memory leak in apex FusedRMSNorm is unrelated to a missing capability flag on a trust_remote_code model." + "reason": "Different model/config issues; no shared underlying code-path problem." }, { - "left": "issue:43746", - "right": "issue:43873", + "left": "issue:43531", + "right": "issue:45923", "accept": false, - "reason": "PEFT local checkpoint loading and quantization/offloading behavior are related only at a broad subsystem level, not the same bug." + "reason": "Sliding-window MoE behavior is unrelated to a missing supports_gradient_checkpointing flag." }, { "left": "issue:42886", "right": "issue:44843", - "accept": true, - "reason": "Both describe the same offline-mode failure path: tokenizer loading unconditionally triggers hub metadata access/model_info(), which breaks HF_HUB_OFFLINE." + "accept": false, + "reason": "Both relate to offline tokenizer access, but 44843 is a specific Mistral-regex model_info call while 42886 is a broader cache-loading failure; not enough to treat as the same bug." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Image processor void-segmentation-map handling and a GenerationMixin import error are unrelated." - }, - { - "left": "issue:44514", - "right": "issue:44545", - "accept": true, - "reason": "These are the same crash report with effectively identical titles and behavior: Qwen2_5_VLProcessor.apply_chat_template fails on batched input when padding=False." - }, - { - "left": "issue:39692", - "right": "issue:43493", - "accept": false, - "reason": "Both mention SigLIP2, but one is a documentation/example issue and the other is a implementation-vs-JAX discrepancy; not the same concrete fix." + "reason": "Different domains entirely: image processor segmentation vs GenerationMixin import failure." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "TokenizerBackend post-processor updates and BigBirdTokenizer special-token registration are distinct tokenizer bugs." + "reason": "Both are tokenizer-related, but one is post-processor updates and the other is special-token registration causing empty decode output." }, { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:39692", + "right": "issue:43493", "accept": false, - "reason": "Different models and symptoms: SigLIP2 nonsensical outputs versus CamemBERT masked LM prediction regression." + "reason": "Both concern SigLIP2, but one is a documentation/example mismatch and the other is an implementation discrepancy with the original JAX model." }, { - "left": "issue:44464", - "right": "issue:47050", - "accept": false, - "reason": "Chunked generation with compiled forward and fp16 ONNX attention dtype mismatch are separate generation/export problems." + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same Qwen2_5_VLProcessor.apply_chat_template crash, same batched-input + padding=False reproducer, and the titles/body clearly describe the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: issue 46693 is a reasonable representative given its high discussion activity and broad performance-regression scope, and the two accepted soft pairs are conservative and well-supported by the titles. The remaining verdicts stay appropriately cautious and do not overstate sameness across clearly different bugs." + "feedback": "The summary is grounded in the packet, and the only accepted duplicate pair (44514/44545) is supported by matching titles and reproducer details. The other soft-edge verdicts are appropriately conservative and do not overstate evidence." }, "evaluator_used": true, "retried": false, @@ -5644,14 +5661,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:30064", "issue:36331", "issue:39692", "issue:41720", "issue:43295", - "issue:43335", "issue:43421", "issue:43531", "issue:43540", @@ -5661,18 +5677,20 @@ "issue:43643", "issue:43653", "issue:43720", - "issue:43756", "issue:43782", "issue:43819", "issue:43873", "issue:43927", + "issue:43994", "issue:44062", "issue:44186", "issue:44220", "issue:44361", + "issue:44464", "issue:44488", "issue:44625", "issue:44661", + "issue:44671", "issue:44857", "issue:44898", "issue:44991", @@ -5691,256 +5709,248 @@ "issue:46829", "issue:46832", "issue:46858", - "issue:47020", "issue:47050" ], "soft_pairs": [ + "issue:43994|issue:44671", + "issue:44464|issue:47050", "issue:46032|issue:46463", - "issue:44857|issue:47050", "issue:43782|issue:45381", "issue:45081|issue:45356", + "issue:44857|issue:47050", "issue:43421|issue:44186", "issue:45356|issue:45907", - "issue:44995|issue:46858", "issue:39692|issue:43873", + "issue:44995|issue:46858", "issue:39692|issue:47050", "issue:43720|issue:43819", "issue:43295|issue:45834", - "issue:43653|issue:43720", "issue:43550|issue:43927", "issue:43550|issue:44361", + "issue:43653|issue:43720", "issue:43596|issue:44220", "issue:46829|issue:46832", - "issue:44062|issue:44488", "issue:44625|issue:47050", "issue:43531|issue:43643", + "issue:44062|issue:44488", "issue:43540|issue:46294", "issue:45381|issue:46693", - "issue:45987|issue:46829", "issue:43611|issue:46665", - "issue:30064|issue:36331", + "issue:45987|issue:46829", "issue:41720|issue:44991", + "issue:30064|issue:36331", "issue:44220|issue:44661", "issue:43653|issue:43819", - "issue:44186|issue:44898", - "issue:44488|issue:47020", - "issue:43550|issue:43819", - "issue:43335|issue:43756" + "issue:44186|issue:44898" ], - "prepared_review_unit_hash": "1e10afac0c2a64547170327c91b01238ad8020a77deeb73514342cd031634f5f", + "prepared_review_unit_hash": "90e5b04e834b0885b8e250e8c401bc5c7c38ec4b3e030152f534624f8587999a", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36768, - "estimated_input_tokens": 9192, - "estimated_eval_tokens": 18640 + "soft_pair_count": 30, + "serialized_chars": 36412, + "estimated_input_tokens": 9103, + "estimated_eval_tokens": 18462 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set: it spans many unrelated bug reports across tokenizers, model loading, vision/video inputs, cache behavior, quantization, and configs. None of the soft pairs look like the same underlying code-path failure.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "These items are mostly unrelated singleton bugs. None of the soft pairs look like the same concrete underlying bug/change, so I would not merge any of them. The closest thematic overlap is in tokenizer/multimodal-regression reports, but still not enough to treat as duplicates.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 46693 is the most globally representative umbrella candidate here: it has the highest discussion activity, broad impact, and a clear reproducible regression description. That said, this set does not form a tight duplicate cluster, so the choice is only a weak canonical fit.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 46693 is the best overall issue to anchor on because it is active, impactful, and describes a concrete performance regression that could plausibly attract related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46032", - "right": "issue:46463", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "Different subsystems and failures: Mamba2 cache correctness vs T5 decoder-input validation error messaging." + "reason": "Both are model-quality regressions, but they involve different models and failure modes: SigLIP2 pipeline/AutoModel mismatch vs CamemBERT masked-LM predictions in v5. Not the same underlying bug." }, { - "left": "issue:44857", + "left": "issue:44464", "right": "issue:47050", "accept": false, - "reason": "Unrelated models and bug types: AMP/CUDA loss crash vs ONNX fp16 attention dtype mismatch." + "reason": "Different code paths and symptoms: compiled forward/chunked generation inconsistency vs fp16 ONNX export dtype mismatch in attention. Same broad area, not the same bug." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2 cache correctness bug vs T5 decoder-input validation error message. One is a runtime correctness issue, the other is error wording/validation behavior." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen vision-related, but they are different models and different failures (weight_only load error vs wrong video position IDs)." + "reason": "Both are Qwen VL-related, but one is a from_pretrained weight_only loading error and the other is a video position-id/input bug. Different failures and fixes." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Tokenizer regressions, but not the same bug: one is a backend_tokenizer attribute error, the other is codec handling/warning regression in a specific tokenizer version." + "reason": "They both mention fix_mistral_regex, but one is an AttributeError in tokenizer patching while the other is a tokenizer regression with codec handling/warning behavior. Related area, not clearly the same bug." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Different model/tooling paths: float16 AMP crash in image loss vs ONNX export dtype mismatch in attention. Not mergeable as one bug." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Special-token post-processing behavior vs LayoutLMv2 NER/padding crash are different code paths." + "reason": "Special-token/post-processor update behavior is distinct from LayoutLMv2 NER/padding crashes. Both tokenizer bugs, but not the same issue." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regression vs HF Hub revision forwarding in CI; no shared underlying bug." + "reason": "Tokenizer regression vs repo listing API forwarding bug. No shared underlying code-path problem." }, { - "left": "issue:44995", - "right": "issue:46858", + "left": "issue:39692", + "right": "issue:43873", "accept": false, - "reason": "Both mention cache/indexing, but one is a stale model cache on second forward and the other is a static-cache sequence-length type issue under torch.compile." + "reason": "Documentation example/model-processor mismatch and quantization failure is not the same as a general offloading/quantization runtime issue." }, { - "left": "issue:39692", - "right": "issue:43873", + "left": "issue:44995", + "right": "issue:46858", "accept": false, - "reason": "Documentation/example errors are unrelated to quantization offloading behavior." + "reason": "Model load failure for a specific checkpoint vs static-cache seq-length type/device bug under torch.compile. Different subsystems." }, { "left": "issue:39692", "right": "issue:47050", "accept": false, - "reason": "Docs/example problems vs Canine ONNX export dtype mismatch are unrelated." + "reason": "Documentation/quantization example issues do not match ONNX export dtype mismatch in attention." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Different models and failures: accelerate loading of packed weights vs DAC latent/STE mismatch." + "reason": "Packed-weight unloading during accelerate load is unrelated to DAC.from_latents missing STE mismatch." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Regression in processor/tokenizer access vs long OCR index error in Kosmos2.5; not the same defect." - }, - { - "left": "issue:43653", - "right": "issue:43720", - "accept": false, - "reason": "BigBird special-token registration bug is unrelated to BitNet packed-weight loading." + "reason": "Processor/tokenizer API regression is different from Kosmos2.5 long-OCR index error." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "torch.compile/SDPA crash in Bamba is unrelated to DiaConfig token ID persistence." + "reason": "torch.compile + SDPA failure in Bamba-9B-v2 is unrelated to DiaConfig token-ID persistence after save/load." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Different model families and unrelated failures: compile/SDPA crash vs tokenizer AttributeError." + "reason": "Bamba compile/SDPA crash and MLukeTokenizer AttributeError are different models and failure modes." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token registration bug is unrelated to BitNet packed-weight unpacking during load." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Deepspeed ZeRO-3/BertModel indexing vs audio feature extraction issue; no common bug." + "reason": "Zero3/BertModel initialization IndexError and fbank feature extraction issue are separate code paths." }, { "left": "issue:46829", "right": "issue:46832", "accept": false, - "reason": "Both are output-shape/forward issues, but they affect different models and different invariants." - }, - { - "left": "issue:44062", - "right": "issue:44488", - "accept": false, - "reason": "AddedToken keyword conflict vs failure to load a specific tokenizer model are unrelated." + "reason": "Both are vision-model forward/output issues, but one is hidden_states wiring and the other is RT-DETR feature-level mismatch. Not the same bug." }, { "left": "issue:44625", "right": "issue:47050", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is unrelated to Canine fp16 ONNX export dtype mismatch." + "reason": "num_labels propagation in Qwen3.5 is unrelated to Canine ONNX attention dtype mismatch." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to AutoConfig trust_remote_code field loss." + "reason": "Sliding-window behavior in Qwen3-MoE and trust_remote_code config field loss are not the same underlying bug." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-argument duplication and loading a specific tokenizer checkpoint are different tokenizer issues." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both are video-related Qwen issues, but the failing path differs: video input processing ValueError vs chat-template feature/token count mismatch." + "reason": "Both involve video inputs in Qwen models, but one is a ValueError in video processing and the other is a chat-template/token-feature mismatch. Different concrete bugs." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Wrong video position IDs in Qwen2.5-VL is unrelated to a long-context FA2 performance regression." - }, - { - "left": "issue:45987", - "right": "issue:46829", - "accept": false, - "reason": "StaticCache return type bug is unrelated to VideoPrism hidden_states/output packaging." + "reason": "Video-position-id bug in Qwen2.5-VL is unrelated to the FA2 long-context performance regression." }, { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "Both involve from_pretrained/loading, but one is base_model_prefix breakage in v5 and the other is inconsistent behavior inside Python classes." + "reason": "base_model_prefix loading breakage and generic from_pretrained behavior inside Python classes are related only at a very high level, not the same fixable bug." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:45987", + "right": "issue:46829", "accept": false, - "reason": "Image segmentation map processing and CustomTrainer compute_loss signature mismatch are unrelated." + "reason": "StaticCache seq-length return-type bug is unrelated to VideoPrism hidden_states output wiring." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Qwen3 device-mapping CUDA assert is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Auto device mapping CUDA assert on one model and tokenizer loading failure for another model are not the same issue." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor void segmentation-map handling and CustomTrainer compute_loss signature mismatch are unrelated." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio fbank extraction issue is unrelated to add-new-model-like failing inside TOKENIZER_MAPPING_NAMES." + "reason": "Torch fbank feature extraction issue and add-new-model-like/tokenizer mapping failure are different subsystems." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token decode bug is unrelated to DAC.from_latents/forward mismatch." + "reason": "Special-token registration bug and DAC latent/STE mismatch are unrelated." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and Perceiver non-default resolution failures are separate model-specific bugs." - }, - { - "left": "issue:44488", - "right": "issue:47020", - "accept": false, - "reason": "Tokenizer loading failure for one model is unrelated to Unigram sequence-vs-dict construction in XLMRobertaTokenizer." - }, - { - "left": "issue:43550", - "right": "issue:43819", - "accept": false, - "reason": "No shared code path: Bamba compile/SDPA crash vs DAC latent conversion bug." - }, - { - "left": "issue:43335", - "right": "issue:43756", - "accept": false, - "reason": "Both are model-configuration bugs, but they affect different architectures and different parameters." + "reason": "LayoutLMv2 tokenizer crashes on NER/padding vs Perceiver non-default resolution failure are separate model/tokenizer bugs." } ] }, @@ -5962,30 +5972,32 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:34634", "issue:36010", "issue:39692", "issue:43322", + "issue:43335", "issue:43421", "issue:43540", "issue:43550", "issue:43577", - "issue:43582", "issue:43606", "issue:43618", "issue:43643", "issue:43644", "issue:43697", "issue:43749", - "issue:43782", + "issue:43756", "issue:43818", + "issue:43819", "issue:44008", "issue:44186", "issue:44442", "issue:44448", "issue:44479", + "issue:44488", "issue:44561", "issue:44671", "issue:44805", @@ -5994,7 +6006,6 @@ "issue:44843", "issue:44877", "issue:44936", - "issue:44977", "issue:44991", "issue:45020", "issue:45072", @@ -6007,223 +6018,223 @@ "issue:45834", "issue:45987", "issue:46291", - "issue:46512", "issue:46858", "issue:46932", "issue:47020" ], "soft_pairs": [ + "issue:43335|issue:43756", + "issue:43550|issue:43819", + "issue:44488|issue:47020", "issue:43618|issue:43697", "issue:45987|issue:46932", "issue:43643|issue:44877", - "issue:44821|issue:45084", - "issue:44008|issue:46858", "issue:34634|issue:36010", + "issue:44008|issue:46858", + "issue:44821|issue:45084", "issue:44843|issue:45081", "issue:39692|issue:45834", "issue:44186|issue:44442", - "issue:43540|issue:44008", "issue:44448|issue:44671", + "issue:43540|issue:44008", "issue:45584|issue:45834", - "issue:44991|issue:47020", "issue:45183|issue:45479", + "issue:44991|issue:47020", "issue:44991|issue:46291", - "issue:43322|issue:45685", "issue:43644|issue:43749", - "issue:43606|issue:45072", "issue:44561|issue:45020", + "issue:43606|issue:45072", + "issue:43322|issue:45685", "issue:43421|issue:44811", - "issue:43550|issue:45072", "issue:43577|issue:43818", + "issue:43550|issue:45072", "issue:44479|issue:45834", - "issue:44805|issue:44936", - "issue:43582|issue:46512", - "issue:43782|issue:44977" + "issue:44805|issue:44936" ], - "prepared_review_unit_hash": "4dde6af676c3b3634b0d323c1afb2746219805d953ba3b73fad3c9938251bab2", + "prepared_review_unit_hash": "997bbfb2d2af9520e8290f7426b11af948b4a6f3b4f0b0d013ef0ffea74f4857", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35191, - "estimated_input_tokens": 8798, - "estimated_eval_tokens": 17852 + "soft_pair_count": 27, + "serialized_chars": 35520, + "estimated_input_tokens": 8880, + "estimated_eval_tokens": 18016 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft pairs look like false positives: they share broad subsystems or regression themes, but not the same concrete bug/change. No clear canonical issue or PR emerges from this set.", - "confidence": 0.92, - "canonical_issue_reason": null, + "summary": "This cluster is a loose collection of mostly unrelated transformer/model regressions; the soft edges are generally only high-level similarity, not duplicate bugs. I\u2019d anchor the cluster on the broad remote_code regression issue, but none of the paired items should be merged as duplicates from the available evidence.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45020 is the broadest, most representative report in the set: it describes a general regression affecting remote_code models across recent Transformers versions, which is closer to a cluster umbrella than the narrower model-specific failures.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45020 has the clearest cross-cutting scope and strongest chance to serve as the canonical issue for triage, since it frames a family of loading regressions rather than a single model edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Both are model-configuration bugs, but they affect different architectures and different mechanisms (sparse encoder layer creation vs RoPE layer dropping). Not the same underlying defect." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Completely different failure modes: torch.compile/SDPA on Bamba vs DAC latent reconstruction/STE mismatch. No shared code-path evidence." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Both involve tokenizer loading, but one is a model-specific load failure and the other is an XLMRoberta/Unigram constructor type mismatch. Different root causes." + }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "Both are Transformers v5 regressions, but they affect different models and different failures (CLIP attentions vs RTDetrV2 outputs)." + "reason": "Unrelated regressions: CLIPOutput attentions field assignment vs RTDetrV2 output divergence in v5." }, { "left": "issue:45987", "right": "issue:46932", "accept": false, - "reason": "StaticCache seq-length semantics and Gemma4 quantized embedder dtype casting are unrelated code paths." + "reason": "StaticCache sequence-length contract bug and Gemma4 quantized embedder dtype casting are unrelated." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both concern config loading, but one is missing fields with trust_remote_code and the other is strict granite_speech config validation; not the same bug." + "reason": "Both are config-loading issues, but one is trust_remote_code field loss and the other is strict config rejection for granite_speech. Different bugs and fixes." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:34634", + "right": "issue:36010", "accept": false, - "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated." + "reason": "BarkProcessor voice_preset behavior and GenerationMixin import failure are unrelated." }, { "left": "issue:44008", "right": "issue:46858", "accept": false, - "reason": "Gemma3n variable-name collision in forward() and cache.get_seq_length() returning a device tensor are different bugs." + "reason": "Gemma3n audio_mel_mask variable collision and cache.get_seq_length returning a device tensor are different code paths and symptoms." }, { - "left": "issue:34634", - "right": "issue:36010", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "BarkProcessor voice_preset handling and the GenerationMixin import error are unrelated." + "reason": "AutoImageProcessor URL loading and a template-node compilation TypeError are not the same issue." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both hit _patch_mistral_regex, but one is an offline model_info call and the other is a backend_tokenizer attribute crash; separate failure modes." + "reason": "Same helper function area, but different failures: unconditional model_info() call vs missing backend_tokenizer attribute. Related code, not duplicate bug." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "SigLIP2 doc-example/model mismatch and Kosmos2.5 OCR long-input indexing are unrelated." + "reason": "SigLIP2 docs example errors and Kosmos2.5 long-OCR index errors are unrelated." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crashes and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer issues." - }, - { - "left": "issue:43540", - "right": "issue:44008", - "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError and Gemma3n audio mask collision are unrelated multimodal bugs." + "reason": "LayoutLMv2 tokenizer crashes on NER/padding vs AutoTokenizer failing to load FastSpeech2ConformerTokenizer. Different failure modes." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are v5 output regressions, but they concern different models and different behavior changes." + "reason": "Both are v4-v5 behavior regressions, but they concern different models and different outputs. Not a duplicate." }, { - "left": "issue:45584", - "right": "issue:45834", + "left": "issue:43540", + "right": "issue:44008", "accept": false, - "reason": "Whisper empty-transcription generation and Kosmos2.5 long OCR input indexing are not the same problem." + "reason": "Qwen3OmniMoe video-input ValueError and Gemma3n audio attribute collision are unrelated multimodal bugs." }, { - "left": "issue:44991", - "right": "issue:47020", + "left": "issue:45584", + "right": "issue:45834", "accept": false, - "reason": "Tokenizer loading for EMBEDDIA/est-roberta and XLMRobertaTokenizer Unigram init are different root causes." + "reason": "Whisper empty-transcription generation and Kosmos2.5 long OCR index errors are unrelated." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input validation errors and single-label classification zero-loss behavior are separate sequence-classification issues." + "reason": "Input validation error messaging vs degenerate zero-loss classification behavior are different problems." }, { "left": "issue:44991", - "right": "issue:46291", + "right": "issue:47020", "accept": false, - "reason": "Tokenizer loading failure and pipelines import failing on kernels v0.15 are unrelated." + "reason": "Both are tokenizer loading problems, but they affect different models and appear to come from different tokenizer construction paths." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:44991", + "right": "issue:46291", "accept": false, - "reason": "Llava Next loading segfault and an MPS histogram dtype limitation are unrelated." + "reason": "Tokenizer loading for est-roberta and pipelines import breakage from kernels version constraints are unrelated." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer junk and FSDP CPU RAM efficient loading are different breakages." + "reason": "Both touch model/loading behavior in v5, but one is non-persistent buffer initialization and the other is FSDP CPU-efficient loading. Not the same bug." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code breakage, but one is specifically removal of is_torch_fx_available and the other is a broader recent-version regression. Too broad to treat as the same defect." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "CPU offload device mismatch for Bark and bfloat16 dtype mismatches for SwitchTransformers/TimmWrapperModel are different concrete issues." + "reason": "CPU offload device mismatch for Bark and bfloat16 dtype mismatches for SwitchTransformers/TimmWrapperModel are unrelated." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "Both mention remote_code breakage, but 45020 is a broad umbrella and does not identify the same specific code-path as the is_torch_fx_available removal." + "reason": "Segfault when loading Llava Next models and an MPS histogram limitation for Int are unrelated." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Runtime special-token/post-processor updates and Whisper skip_special_tokens decoding are unrelated tokenizer/processor behaviors." - }, - { - "left": "issue:43550", - "right": "issue:45072", - "accept": false, - "reason": "torch.compile+SDPA failure in Bamba-9B-v2 and dtype mismatches in other models are different problems." + "reason": "Tokenizer backend post-processor update bug and Whisper batch_decode skip_special_tokens handling are different issues despite both involving special tokens." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "BLIP2 dtype propagation and Video-LLaVA missing temporal attention/shared weights are unrelated multimodal issues." + "reason": "Blip2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing problems are unrelated." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Qwen video-input regression and Kosmos2.5 OCR long-input indexing are different model failures." + "reason": "Qwen video-input regression and Kosmos2.5 OCR index error do not share the same root cause." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask shape mismatch IndexError and trainer.evaluate() failing after train() do not point to the same bug." - }, - { - "left": "issue:43582", - "right": "issue:46512", - "accept": false, - "reason": "Apple Silicon warmup TypeError and stale config.dtype after from_config(dtype=...) are unrelated dtype/runtime issues." - }, - { - "left": "issue:43782", - "right": "issue:44977", - "accept": false, - "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation issues are different code paths." + "reason": "Mask shape IndexError and trainer.evaluate() failure after train are not the same underlying bug." } ] }, @@ -6245,7 +6256,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:28218", "issue:29159", @@ -6261,7 +6272,6 @@ "issue:43653", "issue:43716", "issue:43720", - "issue:43742", "issue:43749", "issue:43782", "issue:43819", @@ -6276,8 +6286,8 @@ "issue:44671", "issue:44857", "issue:44912", + "issue:44977", "issue:45003", - "issue:45020", "issue:45042", "issue:45072", "issue:45081", @@ -6289,6 +6299,7 @@ "issue:46285", "issue:46294", "issue:46463", + "issue:46512", "issue:46665", "issue:46697", "issue:46728", @@ -6297,217 +6308,224 @@ "issue:47217" ], "soft_pairs": [ + "issue:43782|issue:44977", + "issue:43582|issue:46512", "issue:43825|issue:43994", "issue:43388|issue:46032", "issue:46294|issue:46463", "issue:43931|issue:46846", - "issue:43716|issue:44008", "issue:28218|issue:29159", + "issue:43716|issue:44008", "issue:43540|issue:45381", "issue:44610|issue:45072", - "issue:43720|issue:45072", "issue:43749|issue:44291", + "issue:43720|issue:45072", "issue:43645|issue:46665", "issue:34634|issue:36331", "issue:43825|issue:43827", - "issue:42175|issue:45081", "issue:44671|issue:45701", + "issue:42175|issue:45081", "issue:43577|issue:43582", "issue:45003|issue:46285", "issue:46175|issue:46932", "issue:43262|issue:47217", "issue:46697|issue:46728", - "issue:43582|issue:44857", - "issue:43653|issue:44912", "issue:43262|issue:43819", + "issue:43653|issue:44912", "issue:43782|issue:45325", - "issue:44589|issue:45042", - "issue:43742|issue:45020" + "issue:43582|issue:44857", + "issue:44589|issue:45042" ], - "prepared_review_unit_hash": "c176d9dcfecaa6d9f15b4a460a5d7f99e35ff84ac0afb785dfc37e820df22a0b", + "prepared_review_unit_hash": "eb931b68c0c1db18bafefd9ab2af80f4cff4cfc53eb7e8f7d81ff948f31a00fa", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35943, - "estimated_input_tokens": 8986, - "estimated_eval_tokens": 18228 + "soft_pair_count": 27, + "serialized_chars": 36285, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is largely heterogeneous: the soft pairs are mostly superficial similarities across different models, tokenizers, loaders, or processors rather than the same underlying bug/change. I would not merge any of the proposed pairs.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue emerges; the items span many unrelated bugs and only share broad transformer-like themes.", + "summary": "The only plausible near-duplicate theme is tokenizer-related, but the listed pairs mostly describe different concrete bugs, models, or code paths. I would not merge any of the soft edges based on the available evidence.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #28218 is the most specific and concrete of the tokenizer-related candidates, describing a clear bug in added-token spacing; the nearby tokenizer issue #29159 is broader and not clearly the same defect.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for deduplication; the cluster does not center on one underlying defect.", + "best_issue_reason": "#28218 is the best issue representative here because it names a single reproducible tokenizer bug with a clear symptom and is earlier/more concrete than the broader alternatives.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different failures: one is a weight_only load error for Qwen3-VL, the other is a flash-attention generation problem in Qwen3.5." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "One is an Apple Silicon TypeError in caching_allocator_warmup; the other is stale config.dtype after from_config(dtype=...)." + }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Different problems: a pipeline error-message regression vs. a model producing bad outputs. Same broad area, not the same bug." + "reason": "Different issues: incorrect v5 translation error messaging vs nonsensical SigLIP2 results with AutoModel/pipeline." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Unrelated subsystems: metric gathering vs. Mamba2 cache behavior." + "reason": "Different subsystems and bugs: metric gathering drops labels in the last batch vs Mamba2 use_cache correctness." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Different validation paths and models; one is Qwen video chat templating, the other is T5 decoder-input error messaging." + "reason": "Different models and code paths: Qwen3.5-VL chat-template video feature mismatch vs T5 decoder input validation messaging." }, { "left": "issue:43931", "right": "issue:46846", "accept": false, - "reason": "Different Qwen model-loading/shape issues with no clear shared code path." + "reason": "One is a Qwen3-VL weight-shape load mismatch; the other is a tensor-parallel plan omission causing OOM/shape errors." }, { - "left": "issue:43716", - "right": "issue:44008", + "left": "issue:28218", + "right": "issue:29159", "accept": false, - "reason": "Different multimodal components and failure modes: image-preprocessor dtype mismatch vs. Gemma3n forward variable collision." + "reason": "Both are tokenizer-related, but one is specifically about added-token spacing while the other is a broader slow-vs-fast inconsistency without clear evidence it is the same bug." }, { - "left": "issue:28218", - "right": "issue:29159", + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "Only loosely related tokenizer behavior; one is added-token spacing, the other is a broad slow/fast inconsistency report." + "reason": "Different failures in different models: image preprocessor/model dtype mismatch vs Gemma3n forward variable-name collision." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Different models and different video-position/processing bugs." + "reason": "Both concern video inputs, but they affect different Qwen variants and different mechanics (input processing vs vision_position_ids computation)." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor-size mismatch and dtype mismatch are unrelated." + "reason": "Unrelated bugs: OmDet-Turbo processor size mismatch vs dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { - "left": "issue:43720", - "right": "issue:45072", + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "Packed-weight loading bug is unrelated to bfloat16 dtype mismatch." + "reason": "Both involve loading, but the concrete problems differ: FSDP CPU RAM efficient loading vs unexpected _is_hf_initialized argument with init_empty_weights." }, { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:43720", + "right": "issue:45072", "accept": false, - "reason": "Both involve loading, but one is FSDP CPU RAM-efficient loading and the other is init_empty_weights argument compatibility." + "reason": "Different code paths: BitNet packed-weight loading failure vs bfloat16 inference dtype mismatch in other models." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Different initialization contexts and failure modes; not the same defect." + "reason": "Related only loosely through model initialization/import behavior; the concrete notebook custom-model issue is not the same as from_pretrained inside classes." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "Completely different areas: BarkProcessor preset handling vs. trainer loss signature changes." + "reason": "Completely different areas: BarkProcessor voice_preset vs CustomTrainer.compute_loss signature change." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "One is an error message bug, the other is stale documentation referencing pipeline(); related topic, not one fix." + "reason": "One is an incorrect runtime error message; the other is outdated docs still mentioning pipeline() after removal." }, { - "left": "issue:42175", - "right": "issue:45081", + "left": "issue:44671", + "right": "issue:45701", "accept": false, - "reason": "TensorFlow backend packaging and tokenizer regex patching are unrelated." + "reason": "CamemBERT masked-LM regression is not the same as a broad tokenizer-version change report." }, { - "left": "issue:44671", - "right": "issue:45701", + "left": "issue:42175", + "right": "issue:45081", "accept": false, - "reason": "Tokenization-version changes may be adjacent, but these describe different concrete failures and are not clearly the same bug." + "reason": "Different problems: missing tensorflow backend in installation extras vs a Mistral tokenizer regex patch crash." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Different dtype/load state issue vs. Apple Silicon allocator TypeError." + "reason": "Unrelated bugs: dtype state on BLIP2 components vs Apple Silicon TypeError in caching allocator warmup." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "sys.modules access safety and CLIP model structure inconsistency are unrelated." + "reason": "Different issues: unsafe sys.modules access in modeling_utils vs structural inconsistency between CLIP text model classes." }, { "left": "issue:46175", "right": "issue:46932", "accept": false, - "reason": "One is a huge one-hot position embedding memory issue; the other is dtype casting for quantized embedders." + "reason": "Both are Gemma4-related, but one is a huge one-hot materialization in position embeddings and the other is dtype casting for quantized embedders." }, { "left": "issue:43262", "right": "issue:47217", "accept": false, - "reason": "Audio chat-template sampling-rate default and VL image-placeholder handling are different bugs." + "reason": "Different modalities and bugs: audio chat-template sampling rate default vs image placeholder handling in VL models." }, { "left": "issue:46697", "right": "issue:46728", "accept": false, - "reason": "Both concern image processing, but the underlying logic differs: over-padding vs. patch-count computation." + "reason": "Both are image-processing bugs, but they concern different models and different counting/padding logic." }, { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:43262", + "right": "issue:43819", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to AMP/CUDA loss crashes." + "reason": "Audio chat-template sampling-rate default is unrelated to DAC.from_latents mismatching forward pass." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Tokenizer special-token registration and MXFP4 weight loading are unrelated." - }, - { - "left": "issue:43262", - "right": "issue:43819", - "accept": false, - "reason": "Audio template defaults and DAC forward/from_latents mismatch are unrelated." + "reason": "Different areas: tokenizer special-token registration vs MXFP4 quantization loading fallback." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Different Qwen-VL bugs: weight_only loading error vs. incorrect temporal position scaling." + "reason": "Same broad Qwen-VL family, but distinct bugs: load-time weight_only error vs rope index scaling for still images." }, { - "left": "issue:44589", - "right": "issue:45042", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "Storage-object lookup failure and torchvision dependency regression are unrelated." + "reason": "Apple Silicon allocator warmup TypeError is unrelated to LwDetrImageLoss AMP/CUDA crash." }, { - "left": "issue:43742", - "right": "issue:45020", + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "KeyError loading one model is not the same as remote_code compatibility breaking across versions." + "reason": "Different failures: missing Float8 storage object vs PIL backend image processors incorrectly requiring torchvision." } ] }, @@ -6529,7 +6547,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:36010", "issue:36331", @@ -6537,7 +6555,6 @@ "issue:39692", "issue:42175", "issue:42490", - "issue:42915", "issue:43257", "issue:43262", "issue:43329", @@ -6566,6 +6583,7 @@ "issue:44936", "issue:44977", "issue:44991", + "issue:45020", "issue:45042", "issue:45081", "issue:45084", @@ -6581,231 +6599,231 @@ "issue:47050" ], "soft_pairs": [ + "issue:43742|issue:45020", "issue:45372|issue:46326", "issue:43550|issue:44912", "issue:36010|issue:43645", "issue:36010|issue:36331", "issue:43257|issue:43329", - "issue:43531|issue:45042", "issue:43526|issue:43697", + "issue:43531|issue:45042", "issue:43638|issue:44936", - "issue:42175|issue:46291", "issue:43452|issue:44991", "issue:43906|issue:46209", + "issue:42175|issue:46291", "issue:43819|issue:43927", "issue:45081|issue:45406", "issue:44060|issue:44368", - "issue:45084|issue:45538", "issue:43329|issue:45600", - "issue:43526|issue:44554", "issue:42490|issue:43257", + "issue:43526|issue:44554", + "issue:45084|issue:45538", "issue:43746|issue:44811", "issue:43854|issue:44977", "issue:43643|issue:45759", "issue:45859|issue:47050", "issue:38175|issue:44610", - "issue:39692|issue:44912", "issue:43262|issue:44811", + "issue:39692|issue:44912", "issue:43257|issue:43696", - "issue:43329|issue:44479", - "issue:42915|issue:43742" + "issue:43329|issue:44479" ], - "prepared_review_unit_hash": "498c64da19d01704364425e7e94036ba32d5419ebd0e1c318b55daec7a9bfcc2", + "prepared_review_unit_hash": "d6cfdc29177be5e924a82a28021c7ada34bade2ea5f8a846b75c0d09fb75ac6e", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36549, - "estimated_input_tokens": 9138, - "estimated_eval_tokens": 18532 + "serialized_chars": 36571, + "estimated_input_tokens": 9143, + "estimated_eval_tokens": 18542 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft-similarity pairs are mostly superficial (shared buzzwords like loading, tokenizer, MoE, processor, or model naming) but do not describe the same underlying bug/change. No soft edge should be merged.", + "summary": "This cluster is heterogeneous: the items span unrelated import, tokenizer, loading, multimodal, and training regressions. The soft edges mostly reflect superficial similarity in theme or model family, not the same concrete bug, so none should be merged.", "confidence": 0.95, - "canonical_issue_reason": "No true duplicate center emerges from this set; if one issue must anchor the cluster, issue 43257 is the most substantive and well-scoped among the Qwen/MoE-loading reports.", + "canonical_issue_reason": "Issue 45020 is the broadest and most representative loading/regression report in the set; it sits closest to the recurring theme of recent-version breakage around remote code and model loading.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43257 is the clearest, most concrete bug report in the set, but it is only a local anchor, not a universal representative of the whole heterogeneous cluster.", + "best_issue_reason": "Issue 45020 is the best single issue to represent the cluster because it is high-signal, broad, and centrally about a version-induced loading regression rather than a narrow model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Both are loading-related, but one is a specific MobileLLM key error and the other is a broad remote_code regression; not the same underlying bug." + }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Both involve mistral_common-related tokenizers, but one is an import error in Gemma 4 processor loading and the other is a continue_final_message behavior bug; different failure modes and code paths." + "reason": "Both involve mistral_common, but one is an ImportError for ReasoningEffort and the other is a continue_final_message tokenizer behavior bug." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Both mention Qwen/OSS models and quantization/attention, but one is a torch.compile + SDPA failure and the other is an MXFP4 loading fallback; not the same bug." + "reason": "Different failures: torch.compile+SDPA on Bamba versus MXFP4 quantization fallback on git-oss-20b." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "GenerationMixin import error vs Jupyter custom-model initialization breakage in Transformers 5.0; unrelated symptoms and fixes." + "reason": "Importing GenerationMixin and defining custom models in Jupyter are unrelated failure modes." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Importing GenerationMixin and CustomTrainer.compute_loss signature changes are unrelated API breakages." + "reason": "One is a transformer import path issue; the other is a Trainer API signature change." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Both are Qwen3 MoE-related, but one is about accelerate+deepspeed weight conversion and the other is a multimodal token-counting video-branch NameError/undefined variable bug." - }, - { - "left": "issue:43531", - "right": "issue:45042", - "accept": false, - "reason": "Both concern processor/input handling, but one is a Qwen3-MoE sliding_window issue and the other is a PIL backend dependency regression on torchvision." + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to the undefined video-token helper bug." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output drift are different model-specific bugs with different code paths." + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output drift are different model/processor problems." }, { - "left": "issue:43638", - "right": "issue:44936", + "left": "issue:43531", + "right": "issue:45042", "accept": false, - "reason": "Deepspeed ZeRO-3 index error during training and trainer.evaluate() failing after train() are distinct trainer/runtime issues." + "reason": "Sliding_window on Qwen3-MoE and PIL image processor torchvision dependency are unrelated." }, { - "left": "issue:42175", - "right": "issue:46291", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "Torch backend installation vs kernels v0.15 import/version constraint is a dependency-management mismatch, not the same issue." + "reason": "The former is a ZeRO-3 index error during model init; the latter is a train/evaluate lifecycle bug." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model loading problems, but gguf_file support failure and a specific tokenizer load regression for EMBEDDIA/est-roberta are not the same bug." + "reason": "Both mention tokenizer loading, but one is gguf_file handling and the other is a specific tokenizer regression on EMBEDDIA/est-roberta." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "A reproduction of an earlier issue and an FP8 inference-on-B200 bug are unrelated." + "reason": "An isolated reproduction of an earlier issue is not the same as an FP8 inference failure on B200 hardware." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Package/backend dependency mismatch for pip install '.[torch]' is unrelated to kernels v0.15 requiring version/revision." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC latent mismatch and DiaConfig custom-token-ID loss are different model/config correctness issues." + "reason": "DAC from_latents mismatch and DiaConfig save/load losing token IDs are different audio/config bugs." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Both hit Gemma/Mistral tokenizer-related loading paths, but one is a Mistral regex patch crash and the other is a Gemma4Processor missing _tokenizer in transformers serve." + "reason": "Both concern Gemma-related tokenization/loading, but one is a tokenizer regex crash and the other is a missing _tokenizer attribute in transformers serve." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both involve Qwen3.x MoE tied-weight warnings, but one is a specific incorrect weight-tying warning and the other is a LoRA tuning warning about tie_word_embeddings; not the same defect." + "reason": "Both are tied-weights warnings around Qwen models, but the specific incorrect tie target and the ms-swift LoRA warning are not the same bug." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "Template compilation error and CLIPTokenizer max_length constant are unrelated tokenizer/template issues." + "reason": "Video token counting in VLM processors is unrelated to stale auto_mappings references for removed Sam3LiteText configs." }, { - "left": "issue:43329", - "right": "issue:45600", + "left": "issue:42490", + "right": "issue:43257", "accept": false, - "reason": "Video token counting bug and auto_mappings.py CI break from removed configs are unrelated." + "reason": "Local-path trailing-slash import warning and Qwen3 MoE weight conversion under deepspeed are unrelated." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Beit label reduction bug and an MPS attention correctness issue have no shared code path." + "reason": "Beit label reduction and an MPS attention correctness issue are unrelated code paths." }, { - "left": "issue:42490", - "right": "issue:43257", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "Loading a local model path with a trailing slash and Qwen3 MoE weight conversion under accelerate+deepspeed are unrelated loader behaviors." + "reason": "Template compilation error and CLIPTokenizer max_length constant bug are unrelated." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "PEFT adapter local checkpoint loading and Whisper processor.batch_decode skipping special tokens are different processor/model bugs." + "reason": "PEFT local checkpoint loading and Whisper batch_decode skip_special_tokens handling are distinct issues." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Unit-test model loading for zai-org/GLM-4.7-Flash and Qwen3.5 flash-attention generation failure are separate model-specific issues." + "reason": "Model load failures for zai-org/GLM-4.7-Flash and flash-attention generation regressions on Qwen3.5 are different problems." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "trust_remote_code AutoConfig field loss and AutoModelForCausalLM.from_config not unwrapping text_config are distinct config-loading bugs." + "reason": "A missing-field bug in AutoConfig with trust_remote_code and an AutoModelForCausalLM text_config unwrap issue are related only at a high level, not the same defect." }, { "left": "issue:45859", "right": "issue:47050", "accept": false, - "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding and Canine fp16 ONNX export dtype mismatch are unrelated." + "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is unrelated to a Canine fp16 ONNX attention dtype mismatch." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 zero probabilities and OmDet-Turbo processor/model input-size mismatch are different vision-model issues." + "reason": "Unexpected zero probabilities in SigLIP2 and OmDet-Turbo processor/model input-size mismatch are different vision-model bugs." }, { - "left": "issue:39692", - "right": "issue:44912", + "left": "issue:43262", + "right": "issue:44811", "accept": false, - "reason": "SigLIP2 documentation example errors and git-oss-20b MXFP4 loading fallback are unrelated; one is docs/example correctness, the other quantization behavior." + "reason": "Audio chat-template sampling-rate default and Whisper decode special-token behavior are unrelated processor issues." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "Audio apply_chat_template default sample-rate bug and Whisper batch_decode skip_special_tokens bug affect different processor methods." + "reason": "SigLIP2 doc/example errors and MXFP4 quantization fallback are not the same underlying bug." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed and GPT-oss-20b CUDA OOM are not the same failure." + "reason": "Qwen3 MoE conversion under distributed loading and a GPT-oss-20b OOM are different failure modes." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "Undefined multimodal token helper variables in the video branch and a broader v5.3.0 video-input regression across multiple VLMs are related only by domain, not by concrete bug." - }, - { - "left": "issue:42915", - "right": "issue:43742", - "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe and KeyError loading facebook/MobileLLM-125M are separate loader/config issues." + "reason": "The undefined-video-helper bug and the v5.3.0 video input regression overlap on video processing, but the symptoms and affected code paths are not the same." } ] }, @@ -6827,7 +6845,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:28282", "issue:29159", @@ -6849,6 +6867,7 @@ "issue:43577", "issue:43650", "issue:43697", + "issue:43742", "issue:43749", "issue:43824", "issue:43906", @@ -6860,7 +6879,6 @@ "issue:44617", "issue:44756", "issue:44821", - "issue:44857", "issue:44912", "issue:44987", "issue:45042", @@ -6875,221 +6893,220 @@ "issue:46421", "issue:46424", "issue:46701", - "issue:46832", "issue:47145" ], "soft_pairs": [ "issue:43257|issue:43931", "issue:43329|issue:43450", - "issue:44291|issue:45042", + "issue:42915|issue:43742", "issue:34567|issue:40990", + "issue:44291|issue:45042", "issue:44912|issue:47145", - "issue:42915|issue:44821", "issue:44387|issue:44617", + "issue:42915|issue:44821", "issue:29159|issue:34567", "issue:45459|issue:45803", "issue:46421|issue:46424", - "issue:43525|issue:46291", "issue:43650|issue:43906", "issue:28282|issue:29870", - "issue:44987|issue:45538", - "issue:43425|issue:46291", + "issue:43525|issue:46291", "issue:43749|issue:44756", + "issue:44987|issue:45538", "issue:28282|issue:34689", + "issue:43425|issue:46291", "issue:43540|issue:46701", "issue:44568|issue:45356", - "issue:43454|issue:43577", "issue:33357|issue:34567", - "issue:42175|issue:43824", + "issue:43454|issue:43577", "issue:39379|issue:44554", - "issue:43697|issue:45357", + "issue:42175|issue:43824", "issue:45137|issue:45405", - "issue:44857|issue:46832" + "issue:43697|issue:45357" ], - "prepared_review_unit_hash": "a33381f07fee0f46fc75d93cf74aa210c67e46d28c6377c1053a3efce52b3ab7", + "prepared_review_unit_hash": "1bd46722e052f17cdb597d7cde331e334a4628b9b297952366fa0ace3075cacb", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35518, - "estimated_input_tokens": 8880, - "estimated_eval_tokens": 18016 + "serialized_chars": 34922, + "estimated_input_tokens": 8731, + "estimated_eval_tokens": 17718 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft pairs mostly share broad keywords (tokenizer, video, quantization, cache, loading) but describe different failures and code paths, so none are safe duplicate merges.", - "confidence": 0.99, - "canonical_issue_reason": null, + "summary": "The cluster is heterogeneous: loading/import errors, tokenizer regressions, multimodal/video bugs, quantization issues, and trainer-state problems. The soft-similarity pairs are mostly subsystem-adjacent but not the same underlying bug, so none should be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43749 is the strongest representative to anchor the cluster because it has substantial discussion/inbound references and a concrete, user-visible runtime failure. The rest of the items are too diverse to support a true duplicate canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43749 is the best single issue to represent the set: clearly described, high-impact, and likely to attract useful triage context. It is still not a duplicate target for the other issues, just the most broadly representative one here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Both mention Qwen3 model loading, but one is about MoE weight conversion with accelerate/deepspeed and the other is a Qwen3-VL shape-mismatch load error." + "reason": "Both are Qwen-related loading bugs, but one is MOE weight conversion with accelerate+deepspeed and the other is a shape mismatch when loading Qwen3-VL. Different failure modes and code paths." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both are video-related, but one is an undefined-variable bug in multimodal token counting and the other is a batched video-processor shape bug." + "reason": "Both involve video, but one is an internal multimodal-token counting bug with undefined helpers and the other is a processor output-shape bug. Not the same underlying defect." }, { - "left": "issue:44291", - "right": "issue:45042", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "Different code paths: init_empty_weights argument handling versus PIL backend processors wrongly requiring torchvision." + "reason": "Different models and symptoms: FineGrainedFP8Config failure for Qwen3Moe versus a KeyError loading MobileLLM-125M." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "TrainerState token counting and high perplexity on a model are unrelated symptoms and subsystems." + "reason": "TrainerState token counting and perplexity on gpt-oss are unrelated issues in different parts of the stack." }, { - "left": "issue:44912", - "right": "issue:47145", + "left": "issue:44291", + "right": "issue:45042", "accept": false, - "reason": "Both involve quantized checkpoints, but one is MXFP4 falling back to bf16 and the other is FP8 weight_scale not being applied; different formats and failures." + "reason": "Init-empty-weights argument handling and PIL image-processor torchvision dependency are unrelated code paths." }, { - "left": "issue:42915", - "right": "issue:44821", + "left": "issue:44912", + "right": "issue:47145", "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to loading AutoImageProcessor from a URL." + "reason": "Both mention loading/quantization, but one is MXFP4 fallback behavior and the other is FP8 compressed-tensors weight_scale application. Different bugs." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both are OOM reports, but they come from different models and causes: int4 reserved-memory growth versus Sam3Video memory use." + "reason": "Int4 quantization OOM from reserved memory and Sam3Video CUDA OOM are distinct memory problems with different triggers." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and AutoImageProcessor-from-URL loading are unrelated." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is a different bug from a TrainerState counter not updating." + "reason": "Tokenizer inconsistency and TrainerState token counting are different components with different symptoms." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both involve exception handling, but they are different helpers and different swallowed-error behavior." + "reason": "Both involve exception handling, but one hides tokenizer decode errors without protobuf and the other is a bare-except in Fuyu tensor conversion. Not the same bug." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Both touch cache logic, but one is lazy-init recompilation with chunked prefill and the other is max_cache_length being ignored outside quantized cache." - }, - { - "left": "issue:43525", - "right": "issue:46291", - "accept": false, - "reason": "Llama4Config missing pad_token_id is unrelated to kernels import/version requirements in pipelines." + "reason": "Both are cache-related, but one is lazy cache initialization causing recompilation and the other is max_cache_length being ignored except for Quantized Cache. Related area, different defect." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "No substantive duplicate signal: one is a vague placeholder issue and the other is a reproduction of a different upstream bug." + "reason": "A generic 'ADD THE DATA' issue and an isolated reproduction of another issue are not duplicates." }, { "left": "issue:28282", "right": "issue:29870", "accept": false, - "reason": "PyTorch missing ImportError and Bart generate decoder_attention_mask UnboundLocalError are unrelated." - }, - { - "left": "issue:44987", - "right": "issue:45538", - "accept": false, - "reason": "Different issues: a load regression for physical-intelligence/fast versus CLIPTokenizer's model_max_length constant." + "reason": "AutoModel PyTorch import error and Bart generate decoder_attention_mask assignment error are unrelated." }, { - "left": "issue:43425", + "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Torch 2.10 compatibility and kernels import/version enforcement are different dependency problems." + "reason": "Llama4Config pad_token_id attribute error and pipelines import failing on kernels version/revision requirements are different loading/import problems." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "FSDP CPU RAM efficient loading and disabling mmap on Strix Halo are not the same bug or code path." + "reason": "Both mention OOM, but one is broken FSDP CPU RAM efficient loading and the other is disabling mmap on Strix Halo. Different causes and fixes." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading physical-intelligence/fast on transformers>=5.1.0 and CLIPTokenizer model_max_length behavior are unrelated tokenizer/model-loading issues." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Missing PyTorch import and Llama 3.2 90B Vision model-loading regression are unrelated." + "reason": "PyTorch import missing and Llama 3.2 Vision model loading regression are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 incompatibility and kernels import requirements are different dependency/version issues." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and DiffusionGemma pipeline failure are different model/pipeline bugs." + "reason": "Qwen3OmniMoe video-input ValueError and DiffusionGemmaGenerationOutput pipeline failure are different multimodal bugs." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer regressions: mdeberta add_special_tokens behavior versus Kimi-K2.5 codec handling/warning issues." - }, - { - "left": "issue:43454", - "right": "issue:43577", - "accept": false, - "reason": "AyaVision weight tying causing bad generations is unrelated to BLIP2 dtype remaining float32." + "reason": "Tokenizer add_special_tokens BOS/EOS regression and Kimi-K2.5 codec handling / warning regression are both tokenizer-related but clearly distinct." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS bus error in CLIP loading and a TrainerState token counter bug do not overlap." + "reason": "MacOS bus error with a community CLIP model and TrainerState token tracking are unrelated." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "Missing tensorflow backend in a torch install is unrelated to importing a missing Qwen2_5_VL class." + "reason": "AyaVision lm_head tying bug and Blip2 dtype propagation bug affect different model-loading paths and different model components." }, { "left": "issue:39379", "right": "issue:44554", "accept": false, - "reason": "Both are correctness bugs, but one is an mllama mask logic issue and the other is an MPS attention backend issue with different head dimensions." + "reason": "mllama multimodal mask handling and MPS attention correctness with differing value/query head dims are different correctness bugs." }, { - "left": "issue:43697", - "right": "issue:45357", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "RT-DETR output changes and Qwen3.5 save_pretrained visual-key corruption are separate regressions." + "reason": "TensorFlow backend packaging and Qwen2_5_VL import availability are unrelated import/package issues." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque failure and a PEFT version bump are unrelated." + "reason": "DeepSpeed ZeRO3 deque pop error and bumped unreleased MIN_PEFT_VERSION are unrelated." }, { - "left": "issue:44857", - "right": "issue:46832", + "left": "issue:43697", + "right": "issue:45357", "accept": false, - "reason": "Different RT-DETR/LwDetr bugs with different failure modes: AMP crash versus feature-level mismatch TypeError." + "reason": "RTDetrV2 output differences in v5 and Qwen3.5 save_pretrained visual-encoder key regression are different model-specific bugs." } ] }, @@ -7111,7 +7128,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:24643", "issue:27957", @@ -7124,7 +7141,6 @@ "issue:41720", "issue:42175", "issue:42915", - "issue:43257", "issue:43404", "issue:43452", "issue:43540", @@ -7132,17 +7148,16 @@ "issue:43582", "issue:43742", "issue:43749", - "issue:43756", "issue:44062", "issue:44291", "issue:44479", "issue:44488", "issue:44560", "issue:44568", - "issue:44589", "issue:44792", "issue:44821", "issue:44849", + "issue:44857", "issue:44898", "issue:44936", "issue:44964", @@ -7159,6 +7174,7 @@ "issue:46512", "issue:46693", "issue:46821", + "issue:46832", "issue:46869", "issue:47020" ], @@ -7166,259 +7182,242 @@ "issue:43404|issue:45127", "issue:45081|issue:47020", "issue:28282|issue:29127", + "issue:44857|issue:46832", "issue:44936|issue:46821", "issue:43742|issue:44291", - "issue:42915|issue:45538", "issue:44479|issue:46693", + "issue:42915|issue:45538", "issue:45538|issue:46869", "issue:44062|issue:44991", "issue:24643|issue:29159", "issue:27957|issue:28282", - "issue:43452|issue:43582", "issue:42915|issue:43749", - "issue:43577|issue:46512", + "issue:43452|issue:43582", "issue:44849|issue:45701", "issue:41720|issue:43540", + "issue:43577|issue:46512", "issue:42175|issue:44488", + "issue:44987|issue:45907", "issue:43540|issue:44560", "issue:44291|issue:44821", - "issue:44987|issue:45907", "issue:43540|issue:44479", "issue:34567|issue:36331", "issue:44479|issue:45381", "issue:44792|issue:44964", "issue:38175|issue:44898", - "issue:44062|issue:45081", "issue:44568|issue:45488", - "issue:45042|issue:45081", - "issue:43257|issue:43756", - "issue:43742|issue:44589", - "issue:43582|issue:46821" + "issue:44062|issue:45081", + "issue:45042|issue:45081" ], - "prepared_review_unit_hash": "062a482a16f8e9db64c225ad8389612fb342cb2c92dd13bb953e8d117937c344", + "prepared_review_unit_hash": "9ed381754bd1b388e31b11fc6fc642ffe71987a935cf59a6be3a94c56ba7ca89", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37011, - "estimated_input_tokens": 9253, - "estimated_eval_tokens": 18762 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35854, + "estimated_input_tokens": 8964, + "estimated_eval_tokens": 18184 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: tokenizer regressions, model-loading failures, training bugs, and multimodal/video issues. Most soft pairs are not true duplicates. The only near-duplicate-looking subgroup is the Qwen video-input regression pair.", - "confidence": 0.56, - "canonical_issue_reason": "issue:44479 is the clearest umbrella regression report among the items, covering multiple Qwen video-input failures in v5.3.0 and plausibly subsuming the more specific Qwen2.5-VL symptom in 45381.", + "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer, model-loading, training, vision/video, and packaging regressions. I do not see any soft-edge pair that clearly describes the same underlying bug or fix.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45488 is the broadest and most actively discussed issue in the set, with inbound references and a clear, high-impact tokenizer regression; if one issue must represent the cluster, this is the strongest candidate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45488 is the strongest overall issue anchor for the cluster: it is detailed, actively discussed, has inbound references, and describes a broad tokenizer regression with real downstream impact.", + "best_issue_reason": "issue:45488 is the best single representative issue because it is specific enough to be actionable yet broad enough to reflect a recurring tokenizer regression affecting multiple models.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both involve tied/loaded weights, but they are different bugs: Mistral3 lm_head tying vs LoRA merge with extended vocabulary." + "reason": "Different problems: untied lm_head weights in Mistral3 vs LoRA merge collapse after vocab extension." }, { "left": "issue:45081", "right": "issue:47020", "accept": false, - "reason": "Different tokenizer code paths and failures: Mistral regex patch crash vs XLMRoberta Unigram init type error." + "reason": "Different tokenizer code paths and failure modes: Mistral regex patching vs XLMRoberta/Unigram init error." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "Unrelated problems: missing PyTorch import vs a LayoutLMv3 error-message clarity issue." + "reason": "ImportError for missing PyTorch vs a layoutlmv3 box-validation error; unrelated." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Both are detection-model errors, but the concrete failures differ: AMP/CUDA crash in loss vs RTDetr forward mismatch." }, { "left": "issue:44936", "right": "issue:46821", "accept": false, - "reason": "Trainer lifecycle bug vs TimesFM window_size AttributeError; no shared concrete code path." + "reason": "Training/evaluate lifecycle bug vs TimesFM window_size AttributeError; no shared code-path evident." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Both are loading-time errors, but the causes differ: MobileLLM key error vs init_empty_weights unexpected argument." + "reason": "Different loading failures: MobileLLM key error vs init_empty_weights unexpected _is_hf_initialized argument." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:44479", + "right": "issue:46693", "accept": false, - "reason": "FineGrainedFP8/Qwen3Moe failure is unrelated to CLIPTokenizer model_max_length behavior." + "reason": "Video-input regression vs FA2 long-context performance regression; different subsystems." }, { - "left": "issue:44479", - "right": "issue:46693", + "left": "issue:42915", + "right": "issue:45538", "accept": false, - "reason": "Video-input regression vs FA2 long-context generation performance regression; different bug class." + "reason": "FineGrainedFP8Config failure vs CLIPTokenizer model_max_length constant; unrelated." }, { "left": "issue:45538", "right": "issue:46869", "accept": false, - "reason": "Tokenizer max-length constant issue vs multi-GPU YOLO device-map failure." + "reason": "Tokenizer constant bug vs YOLO multi-GPU device-map failure; unrelated." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer failures: AddedToken keyword collision vs loading EMBEDDIA/est-roberta." + "reason": "Both are tokenizer-related, but one is AddedToken keyword handling and the other is a model-specific tokenizer load failure." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed training weight-shape runtime error is unrelated to slow/fast tokenizer inconsistency." + "reason": "DeepSpeed training runtime error vs slow/fast tokenizer inconsistency; different areas." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "Flash Attention 2 on XLMRoberta is unrelated to AutoModel missing-PyTorch import handling." - }, - { - "left": "issue:43452", - "right": "issue:43582", - "accept": false, - "reason": "GGUF loading breakage and AppleSilicon caching allocator TypeError are different subsystems." + "reason": "Flash Attention 2 with XLMRoberta vs missing-PyTorch ImportError; unrelated." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Qwen3Moe FP8 config failure does not match the FSDP CPU RAM efficient loading regression." + "reason": "FP8 config failure and FSDP CPU RAM efficient loading are both training-related, but not the same bug." }, { - "left": "issue:43577", - "right": "issue:46512", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "Both concern dtype propagation, but one is Blip2 loading state and the other is from_config stale config metadata; not the same concrete bug." + "reason": "gguf_file loading bug vs Apple Silicon caching_allocator_warmup TypeError; unrelated." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 hidden-states bug is unrelated to a broad tokenization-change report." + "reason": "Qwen3.5 hidden-states bug vs a generic tokenization change across versions; not the same issue." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Different Qwen issues: auto device mapping cuda assert vs video-input processing failure." + "reason": "Qwen3 auto device-mapping CUDA assert vs Qwen3OmniMoe video-input processing; unrelated failures." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "BLIP2 dtype propagation issue vs stale model.config.dtype after from_config; related only loosely by dtype handling." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Packaging/backend dependency issue is unrelated to a model-loading failure for cjvt/sleng-bert." + "reason": "Packaging/backend installation issue vs a model load failure; no shared bug." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading failure vs list_repo_files not forwarding revision; different APIs and root causes." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both are video-related, but they affect different models and the evidence does not show the same root bug." + "reason": "Both involve video input, but they affect different Qwen model families and report different errors." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Unexpected init_empty_weights argument and loading AutoImageProcessor from URL are distinct failures." - }, - { - "left": "issue:44987", - "right": "issue:45907", - "accept": false, - "reason": "Model loading failure for a repo is unrelated to list_repo_files not forwarding revision." + "reason": "Unexpected constructor argument in init_empty_weights vs AutoImageProcessor URL loading; unrelated." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Same general video area, but the model family and failure mode are different enough that the shared root bug is not established." + "reason": "Broad video-input issue vs a specific v5.3.0 regression across several Qwen VL models; not the same concrete bug." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token counter bug is unrelated to CustomTrainer.compute_loss signature changes." + "reason": "TrainerState token counting vs CustomTrainer.compute_loss signature change; different trainer behaviors." }, { "left": "issue:44479", "right": "issue:45381", - "accept": true, - "reason": "Both describe the same Qwen video-input regression in the 5.3.0 timeframe; 45381 looks like a specific symptom of the broader 44479 bug." + "accept": false, + "reason": "Both are Qwen VL video bugs, but one is a broad regression report and the other is a specific vision_position_ids complaint; not enough to treat as the same bug." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Janus image-generation test failure and Phi-4 multimodal loading failure are different issues." + "reason": "Janus test failure vs Phi-4 multimodal load failure; different models and failure points." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is not the same as Perceiver image-classification resolution handling." - }, - { - "left": "issue:44062", - "right": "issue:45081", - "accept": false, - "reason": "AddedToken special-argument collision and Mistral regex patch crash are separate tokenizer bugs." + "reason": "Different vision-model bugs: SIGLIP zero probabilities vs Perceiver interpolation failure." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both are tokenizer regressions, but one is add_special_tokens BOS/EOS behavior and the other is LlamaTokenizer pre-tokenizer override; different code paths." + "reason": "Different tokenizer regressions: missing BOS/EOS insertion vs LlamaTokenizer overriding ByteLevel pre-tokenizer." }, { - "left": "issue:45042", + "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "PIL backend requiring torchvision is unrelated to the Mistral tokenizer regex crash." - }, - { - "left": "issue:43257", - "right": "issue:43756", - "accept": false, - "reason": "Qwen3 MOE fine-grained FP8 loading and Smollm3 RoPE-layer dropping are unrelated model-specific bugs." + "reason": "AddedToken special-argument collision vs Mistral regex patch crash; unrelated." }, { - "left": "issue:43742", - "right": "issue:44589", - "accept": false, - "reason": "MobileLLM key error and missing Float8 storage type are different loading/runtime failures." - }, - { - "left": "issue:43582", - "right": "issue:46821", + "left": "issue:45042", + "right": "issue:45081", "accept": false, - "reason": "AppleSilicon allocator warmup TypeError is unrelated to the TimesFM window_size AttributeError." + "reason": "Image-processor torchvision dependency regression vs tokenizer regex crash; unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative on the soft edges. The only accepted pair, 44479/45381, is plausibly the same Qwen video-input regression family, while the rest are reasonably rejected as distinct bugs. The chosen anchors are also supported by the activity/inbound-reference signals in the packet." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -7433,36 +7432,37 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:24643", "issue:28282", "issue:29870", "issue:32090", "issue:41762", + "issue:43257", "issue:43452", "issue:43526", "issue:43531", "issue:43540", "issue:43577", + "issue:43582", "issue:43697", "issue:43716", - "issue:43720", + "issue:43742", "issue:43756", "issue:43906", "issue:44488", "issue:44568", + "issue:44589", "issue:44625", "issue:44737", "issue:44821", "issue:44877", - "issue:44898", "issue:44913", "issue:44936", "issue:45072", "issue:45216", "issue:45325", - "issue:45357", "issue:45405", "issue:45479", "issue:45588", @@ -7471,7 +7471,6 @@ "issue:45672", "issue:45674", "issue:45823", - "issue:45920", "issue:46121", "issue:46399", "issue:46463", @@ -7479,229 +7478,237 @@ "issue:46491", "issue:46693", "issue:46701", + "issue:46821", "issue:46829", "issue:46846", "issue:46899" ], "soft_pairs": [ - "issue:43531|issue:44821", + "issue:43257|issue:43756", + "issue:43742|issue:44589", + "issue:43582|issue:46821", "issue:43756|issue:46399", + "issue:43531|issue:44821", "issue:43756|issue:45325", "issue:45405|issue:45600", "issue:44737|issue:46463", - "issue:43716|issue:46701", "issue:44568|issue:46491", + "issue:43716|issue:46701", "issue:45823|issue:46463", "issue:24643|issue:29870", - "issue:43577|issue:45072", "issue:43906|issue:46693", "issue:45672|issue:45674", + "issue:43577|issue:45072", "issue:44625|issue:44877", "issue:43452|issue:44488", "issue:43540|issue:46693", "issue:28282|issue:32090", "issue:43906|issue:46468", - "issue:43697|issue:46829", "issue:44913|issue:46121", + "issue:43697|issue:46829", "issue:45663|issue:46846", - "issue:44737|issue:45588", "issue:43526|issue:45479", + "issue:44737|issue:45588", "issue:46463|issue:46899", "issue:43697|issue:45216", - "issue:41762|issue:44936", - "issue:45357|issue:45920", - "issue:43720|issue:44898" + "issue:41762|issue:44936" ], - "prepared_review_unit_hash": "236fc104afbc0e918412f6cd5798e401f1e22aec75e9d1c973017af6aa527658", + "prepared_review_unit_hash": "93d35a8996a93dbadbc91b4e4c0d5dc735bc636cadf82db0fa1ff53e82d21c3e", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35864, - "estimated_input_tokens": 8966, - "estimated_eval_tokens": 18188 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36554, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These soft matches are mostly keyword-level overlaps (dtype, load, config, generation) across unrelated models and code paths. None of the candidate pairs look like the same underlying bug/change, so there is no clear canonical issue in this cluster.", + "summary": "This cluster is a loose collection of unrelated Transformers issues, with the soft matches driven mostly by shared vocabulary like loading, dtype, rotary, and trainer. I don't see any true duplicate pair or a coherent PR-level merge candidate.", "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue: the items are heterogeneous and the soft-similarity pairs do not converge on one shared defect.", + "canonical_issue_reason": "No single issue is a good canonical for this cluster: the items span unrelated bugs (DeepSpeed, tokenizer loading, RoPE/config, vision/audio, quantization, and trainer errors). If forced to pick one representative, issue:46693 is the broadest and most discussed, but it does not actually represent the rest of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No strong global best issue: none of these issues is representative enough to serve as a reliable cluster anchor.", + "best_issue_reason": "No issue is a strong global best for deduping this set; most candidates are false-positive similarities rather than the same underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Both mention Qwen/MoE-style loading behavior, but one is about DeepSpeed weight conversion and the other about RoPE layers; different bugs." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "A model-loading KeyError and a float8 storage TypeError are unrelated failure modes." + }, + { + "left": "issue:43582", + "right": "issue:46821", "accept": false, - "reason": "Different features and failures: Qwen3-MoE sliding-window behavior vs loading AutoImageProcessor from a URL." + "reason": "Apple Silicon allocator warmup TypeError is unrelated to TimesFM window_size attribute handling." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Both mention model internals, but the bugs are unrelated: Smollm3 RoPE-layer dropping vs Qwen3.5 kernel registration failure." + "reason": "Both are rotary-related Qwen issues, but one is missing RoPE layers and the other is a kernel-registration decorator bug." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Sliding-window MoE behavior and AutoImageProcessor URL loading are unrelated." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Different models and different bugs: RoPE-layer selection in Smollm3 vs Qwen2.5-VL temporal position_id scaling." + "reason": "Both concern Qwen and positional encoding, but they target different models and different RoPE miscalculations." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "A dependency-version bump is unrelated to removing stale auto-mapping entries; no shared code-path bug." + "reason": "A version pin bump and removed auto-mapping config references are different maintenance issues." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "XLNet CPU tensor creation bug vs T5 decoder-input validation error message; unrelated subsystems." + "reason": "XLNet CPU arange placement is unrelated to T5 decoder-input validation messaging." }, { - "left": "issue:43716", - "right": "issue:46701", + "left": "issue:44568", + "right": "issue:46491", "accept": false, - "reason": "Different multimodal pipelines and failure modes: dtype mismatch in Mistral-3 image preprocessing vs broken DiffusionGemma image-text-to-text generation." + "reason": "Tokenizer BOS/EOS insertion regression and CodeLlama leading-space round-trip are distinct tokenizer bugs." }, { - "left": "issue:44568", - "right": "issue:46491", + "left": "issue:43716", + "right": "issue:46701", "accept": false, - "reason": "Tokenizer behavior differs: one is missing BOS/EOS insertion, the other is a leading-space round-trip regression in CodeLlama." + "reason": "Mistral-3 image dtype mismatch and DiffusionGemma pipeline failure are different multimodal issues." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 device-placement mismatch during forward is unrelated to T5 decoder-input validation." + "reason": "Gemma4 device-map mismatch in forward is unrelated to T5 decoder validation." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "DeepSpeed training weight-shape error and Bart generate() unbound local variable are different bugs in different execution paths." - }, - { - "left": "issue:43577", - "right": "issue:45072", - "accept": false, - "reason": "Both are dtype-related, but they affect different models and causes: Blip2 loading dtypes vs SwitchTransformers/TimmWrapper bfloat16 inference mismatches." + "reason": "DeepSpeed training weight-dimension error and Bart generate() unboundlocal error are different code paths." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "An isolated reproduction of an older issue is not the same as a FA2 long-context performance regression." + "reason": "A reproduction of one prior bug and a FA2 long-context performance regression are not the same underlying issue." }, { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Both involve quantization, but one is an unsafe dtype cast in Gemma4 audio/vision embedders and the other is a BitsAndBytes skip-module exclusion-list bug." + "reason": "Both are 4-bit inference bugs, but one is unsafe dtype casting in Gemma4 embedders and the other is skip_modules clearing the lm_head exclusion." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype mismatches, but they affect different models and different inference paths." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Qwen3.5 num_labels propagation and strict granite_speech config loading are different configuration bugs." + "reason": "Qwen3.5 num_labels propagation and strict config loading for granite_speech are unrelated config bugs." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Both are loading failures, but the affected objects and root causes differ: gguf_file handling vs cjvt/sleng-bert model loading." + "reason": "Both are loading problems, but one is a gguf_file API break and the other is a specific model that still fails to load." }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "Video input processing in Qwen3OmniMoe is unrelated to FA2 long-context generation performance regression." + "reason": "Video-input processing failure and FA2 long-context performance regression are unrelated." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "PyTorch import failure and _gpu_broadcast_one NoneType error are unrelated environment/runtime failures." + "reason": "Missing PyTorch installation and a NoneType broadcast error in Trainer have no common bug root." }, { "left": "issue:43906", "right": "issue:46468", "accept": false, - "reason": "The Nemotron example breakage is not the same as the isolated reproduction of issue 38071." + "reason": "A reproduction issue and a broken Nemotron example are not the same failure." }, { - "left": "issue:43697", - "right": "issue:46829", + "left": "issue:44913", + "right": "issue:46121", "accept": false, - "reason": "RTDetrV2 output differences and VideoPrism hidden_states misassignment are unrelated model-specific bugs." + "reason": "Rotary_pct reload defaulting and rope-validation list type handling are separate RoPE/config issues." }, { - "left": "issue:44913", - "right": "issue:46121", + "left": "issue:43697", + "right": "issue:46829", "accept": false, - "reason": "Both involve rope-related config handling, but one is rotary_pct not persisting on reload and the other is a TypeError from JSON-loaded ignore_keys_at_rope_validation." + "reason": "RTDetrV2 output drift and VideoPrism hidden_states misassignment are different model-output bugs." }, { "left": "issue:45663", "right": "issue:46846", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states rebuilding and Qwen3.5 tensor-parallel plan omissions are different distributed-training bugs." + "reason": "Gemma4 FSDP2 shared_kv_states KeyError and Qwen3.5 linear_attn TP-plan omissions are unrelated architecture-specific bugs." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:43526", + "right": "issue:45479", "accept": false, - "reason": "XLNet CPU placement bug and flash_attention s_aux=None crash are unrelated code paths." + "reason": "BeitImageProcessorFast label reduction and zero-loss single-label classification are different label-handling problems." }, { - "left": "issue:43526", - "right": "issue:45479", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "BeitImageProcessorFast label reduction and degenerate zero-loss sequence classification are different issues in different components." + "reason": "XLNet CPU placement bug and flash_attention s_aux=None crash are unrelated." }, { "left": "issue:46463", "right": "issue:46899", "accept": false, - "reason": "T5 decoder-input validation messaging is unrelated to Gemma4 4-bit audio/vision dtype casting." + "reason": "T5 decoder-input validation messaging and Gemma4 4-bit audio/vision dtype casting are unrelated." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Different regressions: RTDetrV2 output drift vs Qwen3.5 incorrect save_pretrained checkpoint contents." + "reason": "RTDetrV2 inference differences and Qwen3.5 checkpoint save regression are separate regressions." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Gemma3 ZeRO-3 loading index error is unrelated to trainer.evaluate() failing after train()." - }, - { - "left": "issue:45357", - "right": "issue:45920", - "accept": false, - "reason": "Qwen3.5 visual-encoder checkpoint saving and tokenizer token-ID regressions are different bugs." - }, - { - "left": "issue:43720", - "right": "issue:44898", - "accept": false, - "reason": "BitNet packed-weight loading and Perceiver interpolation failure are unrelated model-specific problems." + "reason": "Gemma3 ZeRO-3 loading index error and trainer.evaluate() failing after train are different bugs." } ] }, @@ -7723,7 +7730,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:29159", "issue:33357", @@ -7736,6 +7743,7 @@ "issue:43646", "issue:43653", "issue:43688", + "issue:43720", "issue:43742", "issue:43749", "issue:43756", @@ -7745,11 +7753,9 @@ "issue:43994", "issue:44361", "issue:44442", - "issue:44464", "issue:44466", "issue:44493", "issue:44568", - "issue:44743", "issue:44811", "issue:44843", "issue:44857", @@ -7757,11 +7763,13 @@ "issue:45005", "issue:45200", "issue:45356", + "issue:45357", "issue:45372", "issue:45375", "issue:45542", "issue:45701", "issue:45704", + "issue:45920", "issue:46050", "issue:46170", "issue:46178", @@ -7774,224 +7782,231 @@ "issue:47000" ], "soft_pairs": [ + "issue:45357|issue:45920", "issue:44466|issue:45005", + "issue:43720|issue:44898", "issue:45200|issue:46463", "issue:43643|issue:45375", - "issue:44493|issue:46050", - "issue:44361|issue:44442", "issue:43688|issue:43749", + "issue:44361|issue:44442", "issue:43653|issue:44361", + "issue:44493|issue:46050", "issue:38175|issue:43295", "issue:43452|issue:44843", "issue:43531|issue:43742", "issue:43819|issue:44811", "issue:43994|issue:44898", - "issue:43761|issue:46829", "issue:44857|issue:47000", "issue:29159|issue:33357", + "issue:43761|issue:46829", "issue:45372|issue:46170", "issue:43525|issue:46701", - "issue:45542|issue:46178", - "issue:46832|issue:46932", "issue:43688|issue:45704", - "issue:43295|issue:45356", + "issue:45542|issue:46178", "issue:43688|issue:45701", + "issue:43295|issue:45356", + "issue:46832|issue:46932", "issue:43653|issue:44568", "issue:43756|issue:46402", "issue:43646|issue:43749", - "issue:44464|issue:44743", "issue:43653|issue:43927" ], - "prepared_review_unit_hash": "30c1f592a48e4e10447b4411f643577d1ac5a887a27c06f5e8081b95c8d05f44", + "prepared_review_unit_hash": "08d836294220390ff8adada3d86b70d5a8fcfe434098d904b5fdf5c84d44f937", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35483, - "estimated_input_tokens": 8871, - "estimated_eval_tokens": 17998 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36435, + "estimated_input_tokens": 9109, + "estimated_eval_tokens": 18474 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous, and none of the soft pairs look like the same underlying bug with enough confidence to merge. I would keep the issues separate; there is also no PR content here to evaluate.", - "confidence": 0.84, - "canonical_issue_reason": "No single canonical issue cleanly represents the cluster: most items are unrelated regressions or model-specific bugs. If an anchor is needed, 44466 is the closest because it is the most detailed tied-weights report.", + "summary": "The set is almost entirely a collection of unrelated issue reports; most soft pairs are only loosely similar by subsystem or symptom, not the same underlying bug. No pull requests are present in the input.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45920 is the broadest and clearest tokenizer regression here, affecting multiple model families with wrong token IDs and pointing to a shared tokenizer code path.", "canonical_pr_reason": null, - "best_issue_reason": "44466 is the strongest standalone report in the set, but it only covers a tied-weight serialization regression and does not subsume the rest of the cluster.", + "best_issue_reason": "issue:45920 is the strongest representative issue because it is user-visible, cross-model, and describes a concrete regression rather than a model-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Different bugs: one is incorrect visual-encoder key serialization for Qwen3.5, the other is wrong token IDs across several tokenizer families." + }, { "left": "issue:44466", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights in v5, but one is a device-dependent serialization issue and the other is a broader translation-model complaint; not clearly the same bug." + "reason": "Both mention tied weights, but one is device-dependent lm_head serialization while the other is a broader translation-model tied-weights issue; not enough to treat as the same bug." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Unrelated failures: BitNet packed-weight loading vs Perceiver non-default image resolution handling." }, { "left": "issue:45200", "right": "issue:46463", "accept": false, - "reason": "Different failures: Gemma 4 mm_token_type_ids behavior vs T5 decoder-input validation messaging." + "reason": "Different model families and different failures: Gemma 4 token-type defaults vs T5 decoder-input validation messaging." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both involve config fields being missing, but the causes differ: trust_remote_code AutoConfig behavior vs @strict dropping a specific Qwen field." + "reason": "Both involve config fields, but one is a generic trust_remote_code AutoConfig issue and the other is a specific missing field dropped by strict serialization." }, { - "left": "issue:44493", - "right": "issue:46050", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "Different symptoms and paths: unexpected position-id keys vs quantized model save/load breakage." + "reason": "Aux-loss normalization in MoE models is unrelated to the FSDP CPU RAM efficient loading regression." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Both are tokenizer load errors, but they affect different tokenizers and likely different code paths." + "reason": "Both are tokenizer loading problems, but they affect different tokenizers and different error modes." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "Aux-loss normalization in MoE models is unrelated to an FSDP CPU RAM-efficient loading regression." + "reason": "BigBird special-token registration is unrelated to MLukeTokenizer task-time AttributeError." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:44493", + "right": "issue:46050", "accept": false, - "reason": "BigBird special-token registration is unrelated to MLukeTokenizer task AttributeErrors." + "reason": "Unexpected state_dict keys on many models is not the same as quantized sinq save/load breakage." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "A zero-probability SigLIP model output is not the same bug as a processor/tokenizer regression in custom model code." + "reason": "Siglip2 zero-probability output is a model/inference issue; the other is a processor.tokenizer API regression." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both are loading-related, but gguf_file breakage and an unconditional model_info() call in offline mode are distinct issues." + "reason": "gguf_file loading failures and offline model_info() calls are separate code paths and different bugs." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Different model families and failures: Qwen3-MoE sliding_window handling vs a key error loading MobileLLM-125M." + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error are different model-specific loading issues." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC latent reconstruction mismatch and Whisper batch_decode skip_special_tokens handling are unrelated code paths." + "reason": "DAC latent/forward mismatch is unrelated to Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Both are vision-model regressions, but one is nonsensical SigLIP outputs and the other is Perceiver resolution/interpolation failure." - }, - { - "left": "issue:43761", - "right": "issue:46829", - "accept": false, - "reason": "Both mention hidden_states, but the models and the failure modes differ: None returned vs wrong tensor placed in the output." + "reason": "Different models and failure modes: Siglip2 nonsensical outputs vs Perceiver interpolate_pos_encoding crash." }, { "left": "issue:44857", "right": "issue:47000", "accept": false, - "reason": "Different losses and different crashes: float16 AMP failure in LwDetrImageLoss vs infeasible cost matrix in RTDetrLoss." + "reason": "Both are detection losses, but the crashing conditions and root causes are different (AMP float16 vs infeasible cost matrix)." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Tokenizer inconsistency is not the same as a MacOS bus error in CLIP model loading." + "reason": "Tokenizer slow/fast inconsistency is unrelated to a MacOS bus error in CLIP community model loading." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both concern hidden_states fields, but they are different model classes and distinct output bugs." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Separate import/dependency problems: Gemma 4 processor loading vs Windows ROCm torch.distributed dependency issues." + "reason": "Gemma processor loading import failure is unrelated to the Windows ROCm torch.distributed dependency problem." }, { "left": "issue:43525", "right": "issue:46701", "accept": false, - "reason": "Llama4Config missing pad_token_id and DiffusionGemma pipeline failure are unrelated." + "reason": "Llama4Config pad_token_id missing is unrelated to DiffusionGemma image-text-to-text pipeline failure." }, { - "left": "issue:45542", - "right": "issue:46178", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "Both are backend/import issues, but they involve different backends and different failure mechanisms." + "reason": "MoE auxiliary-loss normalization is not the same as T5's apex.FusedRMSNorm memory leak." }, { - "left": "issue:46832", - "right": "issue:46932", + "left": "issue:45542", + "right": "issue:46178", "accept": false, - "reason": "RTDetrModel feature-level mismatch and Gemma4 quantized embedder dtype casting are unrelated bugs." + "reason": "Both are backend/dependency issues, but they are different backends and different failure paths." }, { "left": "issue:43688", - "right": "issue:45704", + "right": "issue:45701", "accept": false, - "reason": "Aux-loss normalization in MoE models is unrelated to a T5/apex memory leak." + "reason": "Aux-loss normalization and tokenization-version differences are not the same bug." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Processor/tokenizer image-handling regression and Kimi-K2.5 codec/mistral-regex regression are different issues." + "reason": "Both are tokenizer regressions, but one is processor.tokenizer/image handling and the other is Kimi-K2.5 codec handling plus a warning." }, { - "left": "issue:43688", - "right": "issue:45701", + "left": "issue:46832", + "right": "issue:46932", "accept": false, - "reason": "Aux-loss normalization has nothing to do with a report that transformers version changes tokenization." + "reason": "RT-DETR backbone/feature-level crash is unrelated to Gemma4 quantized embedder dtype casting." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "BigBird mask-token registration and mdeberta-v3 BOS/EOS insertion are separate tokenizer-special-token bugs." + "reason": "Both involve special tokens, but BigBird mask-token registration and mdeberta add_special_tokens BOS/EOS behavior are different issues." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "Smollm3 RoPE-layer dropping and Sam3Model text-encoder weight loading are unrelated model-specific regressions." + "reason": "Smollm3 RoPE-layer dropping and Sam3 text encoder weights not loading are unrelated model-specific defects." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization breaks under v5, while the other report is about FSDP CPU RAM-efficient loading." - }, - { - "left": "issue:44464", - "right": "issue:44743", - "accept": false, - "reason": "Chunked generation with compiled forward and Qwen3_5MoE recurrent-state resetting are different code paths." + "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are different problems." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "BigBird special-token registration and DiaConfig custom token ID persistence are unrelated tokenizer/config persistence bugs." + "reason": "Special-token registration in BigBird is not the same as DiaConfig losing custom token IDs on save/load." } ] }, @@ -8013,7 +8028,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:32090", "issue:33666", @@ -8030,7 +8045,6 @@ "issue:43577", "issue:43606", "issue:43611", - "issue:43643", "issue:43688", "issue:43720", "issue:43761", @@ -8042,11 +8056,11 @@ "issue:44479", "issue:44484", "issue:44554", - "issue:44561", "issue:44610", "issue:44625", "issue:44704", "issue:44734", + "issue:44743", "issue:44821", "issue:44843", "issue:44964", @@ -8065,13 +8079,14 @@ "issue:47013" ], "soft_pairs": [ - "issue:44821|issue:46821", "issue:42898|issue:46491", + "issue:44464|issue:44743", + "issue:44821|issue:46821", "issue:44843|issue:44991", "issue:44479|issue:44625", - "issue:43452|issue:43577", "issue:33666|issue:36010", "issue:43761|issue:47013", + "issue:43452|issue:43577", "issue:32090|issue:33666", "issue:44466|issue:46050", "issue:44484|issue:44704", @@ -8084,226 +8099,219 @@ "issue:33666|issue:36331", "issue:43278|issue:43688", "issue:43504|issue:43720", - "issue:43782|issue:46693", "issue:43720|issue:43927", - "issue:43577|issue:44554", + "issue:43782|issue:46693", "issue:43606|issue:43927", "issue:43611|issue:46846", - "issue:43525|issue:43572", + "issue:43577|issue:44554", "issue:43504|issue:44610", + "issue:43525|issue:43572", "issue:43720|issue:44361", "issue:45491|issue:46002", - "issue:43643|issue:44561", "issue:44964|issue:45405" ], - "prepared_review_unit_hash": "16fda82bb35510e7217b43b4dd84c6936326b0c17afb3d71f0e4cc622953242d", + "prepared_review_unit_hash": "6a0117b8b728f2616ab877e021300f740502a74a90c1310169bd9c422145bae6", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36847, - "estimated_input_tokens": 9212, - "estimated_eval_tokens": 18680 + "serialized_chars": 36277, + "estimated_input_tokens": 9070, + "estimated_eval_tokens": 18396 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: it mixes unrelated tokenizer, config, loading, training, generation, and performance regressions across different models and code paths. None of the soft pairs look like true duplicates of the same underlying bug/change.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue stands out: the items span unrelated model-specific regressions and API breakages rather than one shared defect.", + "summary": "This cluster is highly heterogeneous: tokenizer regressions, config/serialization issues, generation/cache bugs, model-loading failures, and a few multimodal/model-specific regressions. The soft-similarity edges are mostly topical rather than true duplicates, so almost all should be rejected.", + "confidence": 0.29, + "canonical_issue_reason": "issue:46693 is the broadest and most active open regression report in the set, so it is the best representative anchor even though the cluster is not a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: there isn\u2019t a representative issue that subsumes the others, and the apparent similarity pairs still break on different code paths and causes.", + "best_issue_reason": "issue:46693 has the strongest engagement and the most general regression framing, making it the safest single issue to anchor on if one must choose.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44821", - "right": "issue:46821", + "left": "issue:42898", + "right": "issue:46491", "accept": false, - "reason": "Different failures: URL loading for `AutoImageProcessor` vs a TimesFM `window_size` attribute error." + "reason": "Both are tokenizer behavior regressions, but one is a global v5 cleanup flag change and the other is a CodeLlama-specific leading-space round-trip bug." }, { - "left": "issue:42898", - "right": "issue:46491", + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/caching, but they affect different mechanisms: compiled forward inconsistency vs recurrent-state reset in modular_qwen3_5." + }, + { + "left": "issue:44821", + "right": "issue:46821", "accept": false, - "reason": "Both tokenizer-related, but one is a v5 `clean_up_tokenization_spaces` behavior change and the other is a CodeLlama round-trip spacing regression." + "reason": "Unrelated areas: image processor loading from URL vs TimesFM window_size attribute handling." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "One is an offline-mode break from `_patch_mistral_regex` calling `model_info()`, the other is a tokenizer load failure for a different model." + "reason": "Both are tokenizer-loading regressions, but one is an offline model_info call in a regex patch and the other is a model-specific tokenizer load failure." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Qwen video-input regression vs missing `num_labels` propagation; different models and different bugs." - }, - { - "left": "issue:43452", - "right": "issue:43577", - "accept": false, - "reason": "`gguf_file` loading breakage vs BLIP2 dtype drift during load; unrelated code paths." + "reason": "Different bugs: a video input regression across Qwen VL models vs num_labels propagation in Qwen3.5 config." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU training issue vs `GenerationMixin` import error; not the same defect." + "reason": "Multi-GPU training for Qwen2-VL is unrelated to the GenerationMixin import failure." }, { "left": "issue:43761", "right": "issue:47013", "accept": false, - "reason": "CLIP hidden-states regression vs xLSTM train-mode tuple unpacking crash; different models and mechanics." + "reason": "Both are forward/output-shape bugs, but they are model-specific and have different failure modes and code paths." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "One is gguf/AutoModel loading, the other is a dtype propagation bug in Blip2." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Both involve training, but one is `_gpu_broadcast_one` on `NoneType` and the other is a Qwen2-VL multi-GPU training report." + "reason": "Trainer broadcast NoneType error is not the same underlying problem as Qwen2-VL multi-GPU training." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Different serialization bugs: tied-weight serialization varies by device vs quantized `sinq` save/load breakage." + "reason": "Both concern save/load behavior, but one is tied-weight serialization and the other is quantized sinq checkpoint restoration." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "`max_shard_size` default question vs `AutoProcessor.from_pretrained` not forwarding kwargs to `cached_file`." + "reason": "Unrelated: save_pretrained shard sizing question vs AutoProcessor kwargs forwarding bug." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Both MoE-related, but one is auxiliary-loss normalization and the other is native vs remote DeepSeekV3 implementation divergence." + "reason": "Both are MoE-related, but they describe different correctness problems in different implementations." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "CUDA assert with auto device mapping vs chunked-generation inconsistency under compiled forward; different symptoms and paths." + "reason": "Auto device mapping cuda assert on A800 is unrelated to compiled-forward generation inconsistency." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "Qwen3.5 flash-attention correctness issue vs FA2 long-context performance regression; not the same bug." + "reason": "Both mention flash-attention/Qwen3.5 generation, but one is correctness and the other is a long-context performance regression; not clearly the same bug." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Compiled-forward chunked generation bug vs flash-attention generation failure; different triggers and code paths." + "reason": "Different generation failures: compiled-forward inconsistency vs flash-attention-specific Qwen3.5 generation issue." }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "KV-cache continuation indexing bug in serve vs beam-search cache reorder being skipped for several recurrent models." + "reason": "Both are cache-related generation bugs, but one is server KV-cache continuation indexing and the other is beam-search cache reorder skipping in different model families." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Legacy-field model loading failure vs Bamba SDPA/torch.compile failure; unrelated model behaviors." + "reason": "Different model/load paths: legacy preset loading vs torch.compile+SDPA failure." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Both touch training, but one is multi-GPU setup and the other is a `compute_loss()` signature incompatibility." + "reason": "Both involve training, but one is a multi-GPU training report and the other is a Trainer API signature break." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Embedding dtype drift in eval vs MoE auxiliary-loss normalization; no shared underlying bug." + "reason": "A dtype mismatch during evaluate is unrelated to auxiliary-loss normalization in MoE models." }, { "left": "issue:43504", - "right": "issue:43720", - "accept": false, - "reason": "Beit legacy-field loading issue vs BitNet packed-weight unpacking during accelerate loading." - }, - { - "left": "issue:43782", - "right": "issue:46693", + "right": "issue:44610", "accept": false, - "reason": "Qwen3VL `weight_only=True` load error vs FA2 performance regression; different failure classes." + "reason": "Pretrained preset loading with a legacy field is not the same as processor/model image-size mismatch." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "BitNet accelerate-loading bug vs DiaConfig token-ID loss after save/load; unrelated." - }, - { - "left": "issue:43577", - "right": "issue:44554", - "accept": false, - "reason": "BLIP2 dtype propagation vs MPS attention correctness when value/query head dims differ." + "reason": "Both are load/save related, but one is packed-weight loading and the other is config token-ID persistence." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU-offload device mismatch vs config token-ID loss and generation `IndexError`; different code paths." + "reason": "CPU offload device mismatch is unrelated to DiaConfig token ID loss after save/load." }, { "left": "issue:43611", "right": "issue:46846", "accept": false, - "reason": "Base-model-prefix loading regression vs Qwen3.5 TP-plan missing `linear_attn` entries." + "reason": "Generic base_model_prefix loading regression is not the same as Qwen3.5 tensor-parallel plan omissions." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:43577", + "right": "issue:44554", "accept": false, - "reason": "Similar theme, but different model configs and different missing fields (`pad_token_id` vs `pad_token_idx`)." + "reason": "Blip2 dtype propagation and an MPS attention correctness issue are different bugs." }, { "left": "issue:43504", - "right": "issue:44610", + "right": "issue:43720", + "accept": false, + "reason": "Different loading bugs in different models and mechanisms." + }, + { + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Legacy-field loading failure vs OmDet-Turbo processor/model input-size mismatch." + "reason": "Both are missing pad-token-related config fields after v5, but they are model-specific and not clearly the same underlying defect." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "Packed-weight loading issue vs MLukeTokenizer task-time AttributeError." + "reason": "Packed-weight loading failure and MLukeTokenizer task AttributeError are unrelated." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Gemma3 mixed-length GPU NaNs vs classification-head NaNs after checkout/init; different conditions and subsystems." - }, - { - "left": "issue:43643", - "right": "issue:44561", - "accept": false, - "reason": "`AutoConfig` missing fields under `trust_remote_code` vs removal of `is_torch_fx_available` breaking remote-code models." + "reason": "Both involve NaNs, but in different components and with different triggering conditions." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Phi-4 multimodal loading failure vs an unreleased PEFT version pin; unrelated." + "reason": "A specific model-loading failure and a dependency-version bump problem are not duplicates." } ] }, @@ -8325,7 +8333,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:28218", "issue:33357", @@ -8334,13 +8342,16 @@ "issue:42796", "issue:43278", "issue:43295", + "issue:43334", "issue:43452", "issue:43493", + "issue:43504", "issue:43572", "issue:43575", + "issue:43606", + "issue:43643", "issue:43646", "issue:43701", - "issue:43824", "issue:43825", "issue:43844", "issue:43927", @@ -8352,8 +8363,8 @@ "issue:44488", "issue:44514", "issue:44554", + "issue:44561", "issue:44568", - "issue:44589", "issue:44625", "issue:44792", "issue:44843", @@ -8362,8 +8373,8 @@ "issue:45290", "issue:45357", "issue:45405", - "issue:45520", "issue:45584", + "issue:45759", "issue:45812", "issue:45823", "issue:46050", @@ -8371,11 +8382,10 @@ "issue:46209", "issue:46365", "issue:46489", - "issue:46710", - "issue:46821", - "issue:46832" + "issue:46710" ], "soft_pairs": [ + "issue:43643|issue:44561", "issue:44625|issue:45584", "issue:44514|issue:45290", "issue:43493|issue:43825", @@ -8384,230 +8394,211 @@ "issue:44554|issue:46365", "issue:43452|issue:44451", "issue:45823|issue:46050", - "issue:43994|issue:46192", "issue:42796|issue:44977", - "issue:39692|issue:43295", "issue:43493|issue:43844", + "issue:43994|issue:46192", + "issue:39692|issue:43295", "issue:43278|issue:43844", "issue:43278|issue:43701", "issue:43646|issue:44466", "issue:46209|issue:46710", "issue:44568|issue:46489", "issue:43927|issue:44361", - "issue:33357|issue:33666", "issue:44849|issue:46209", + "issue:33357|issue:33666", "issue:44792|issue:45405", "issue:43575|issue:45405", "issue:44568|issue:45812", - "issue:43572|issue:44291", "issue:44488|issue:44843", - "issue:43824|issue:44589", - "issue:44589|issue:45520", - "issue:46821|issue:46832", - "issue:44849|issue:45357" + "issue:43572|issue:44291", + "issue:44849|issue:45357", + "issue:43334|issue:45759", + "issue:43504|issue:43606" ], - "prepared_review_unit_hash": "698d73496e2cdb96d7c67edd37b9dee402dfb49a7c66b67225999c62bb3dcd53", + "prepared_review_unit_hash": "8bfb98f5cbe660cebc188a77fd2c38df5ca04b4592086de4a81ed8ce0ff91ba9", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35882, - "estimated_input_tokens": 8971, - "estimated_eval_tokens": 18198 + "serialized_chars": 36579, + "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 heterogeneous: most items are unrelated model, tokenizer, config, or infrastructure bugs. None of the proposed soft pairs look like the same underlying issue, so all soft edges are rejected. If one issue must represent the cluster, the broad Granite tokenizer regression is the strongest candidate.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45812 is the strongest representative: it describes a broad, concrete tokenizer regression with clear user impact and inbound references, whereas the other issues are mostly narrow and unrelated.", + "summary": "This cluster is mostly a grab bag of unrelated issue reports; several are tokenizer or model-loading regressions, but none of the soft-edge pairs look like the same concrete bug/change. I would not merge any of the suggested pairs.", + "confidence": 0.29, + "canonical_issue_reason": "Issue 45812 is the best single representative of the cluster\u2019s main theme because it describes a concrete, high-impact v4\u2192v5 tokenizer regression with broad model impact and a clear failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the best issue candidate because it is a high-signal, broadly scoped tokenizer regression with a concrete failure mode and visible downstream impact.", + "best_issue_reason": "45812 is the strongest standalone issue here: it is specific, reproducible, and broadly impactful, making it the most useful representative even though it does not duplicate the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code/v5 breakage, but one is missing fields in AutoConfig and the other is removal of is_torch_fx_available; different failures and fixes." + }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Different bugs: Qwen3.5 num_labels propagation vs Whisper empty transcription after token alignment." + "reason": "Unrelated models and symptoms: Qwen3.5 num_labels propagation vs Whisper empty-transcription generation after align_special_tokens." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Same API area, but different crashes: batched apply_chat_template with padding=False vs assistant tool-call messages with no content." + "reason": "Both hit apply_chat_template, but one is batched input with padding=False and the other is assistant tool-call messages with no content; not the same code-path bug." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "Both mention model/pipeline behavior, but one is a SigLIP2 implementation discrepancy and the other is a pipeline translation error message issue." + "reason": "SigLIP2 implementation discrepancy and a pipeline translation error message are unrelated." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug vs FP8 inference failure on B200; different code paths and symptoms." + "reason": "Different model/backend problems: Qwen3.5 flash-attention generation vs FP8 inference on B200." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer spacing issue and a MacOS CLIP bus error are unrelated failures." + "reason": "Tokenizer extra-space behavior and a MacOS bus error in CLIP are unrelated." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "MPS attention correctness regression vs Trainer import failing because of datasets; unrelated." + "reason": "MPS attention correctness and Trainer import failure are different subsystems and failure modes." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "Both are loading problems, but gguf_file handling and loading a specific model are distinct root causes." + "reason": "gguf_file/from_pretrained API breakage is not the same as loading a specific pretrained model failing." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Gemma4 device mismatch during forward is unrelated to sinq quantized model save/load breakage." + "reason": "Device-map PLE mismatch and sinq save/load quantization breakage are different bugs." }, { - "left": "issue:43994", - "right": "issue:46192", + "left": "issue:42796", + "right": "issue:44977", "accept": false, - "reason": "SigLIP2 output corruption and return_tensors being ignored are different bugs." + "reason": "Tokenizer BPE-marker handling and flash-attention generation are unrelated." }, { - "left": "issue:42796", - "right": "issue:44977", + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "Tokenizer BPE marker handling and Qwen3.5 flash-attention generation are unrelated." + "reason": "SigLIP2 model discrepancy and ZeRO-3 gradient growth are different problems." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:43994", + "right": "issue:46192", "accept": false, - "reason": "Documentation/example mistakes are not the same as the processor.tokenizer regression in custom model code." + "reason": "Wrong SigLIP2 outputs and return_tensors kwarg handling are unrelated." }, { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "SigLIP2 implementation discrepancy and DeepSpeed gradient inflation are unrelated." + "reason": "Documentation example errors and processor/tokenizer regression are not the same underlying bug." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype drift and abnormal gradient growth under ZeRO-3 are different problems." + "reason": "Embedding dtype drift in evaluate and gradient explosions with ZeRO-3 are distinct issues." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "A dtype change in evaluate is unrelated to resume_from_checkpoint key mismatch." + "reason": "dtype mismatch in evaluation and resume_from_checkpoint key mismatch are unrelated." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage and lm_head.weight serialization inconsistency affect different code paths." + "reason": "Custom model initialization breakage and inconsistent lm_head serialization are different code paths." }, { "left": "issue:46209", "right": "issue:46710", "accept": false, - "reason": "FP8 inference on B200 and DeepSeek-R1 accuracy regression after upgrade are different issues." + "reason": "Both are regressions after upgrading, but one is FP8 inference failure on B200 and the other is accuracy regression on DeepSeek-R1; not the same concrete bug." }, { "left": "issue:44568", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they hit different models with different special-token/BPE handling bugs." + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion for mdeberta and the other is DeepSeek-Coder BPE-marker output; different model-specific bugs." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "DiaConfig save/load token ID loss and MLukeTokenizer AttributeError are unrelated." - }, - { - "left": "issue:33357", - "right": "issue:33666", - "accept": false, - "reason": "A MacOS bus error in CLIP and Qwen2-VL multi-GPU training are unrelated." + "reason": "Config save/load custom token IDs and MLukeTokenizer AttributeError are unrelated." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 hidden-states behavior and FP8 inference on B200 are unrelated." + "reason": "Qwen3.5 hidden-state bug and FP8 inference failure are different issues." }, { - "left": "issue:44792", - "right": "issue:45405", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "A janus model test failure and a PEFT version bump are not the same bug." + "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training are unrelated." }, { - "left": "issue:43575", + "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "Qwen2-57B tensor-parallel OOM and PEFT version pinning are unrelated." - }, - { - "left": "issue:44568", - "right": "issue:45812", - "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different tokenization rules; not the same underlying bug." + "reason": "Janus image-generation test failure and a PEFT version bump are not the same bug/change." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "StableLmConfig pad_token_idx removal and init_empty_weights argument mismatch are different 5.x breakages." + "reason": "StableLmConfig pad_token_idx regression and init_empty_weights argument handling are different problems." }, { - "left": "issue:44488", - "right": "issue:44843", - "accept": false, - "reason": "Specific model loading failure and HF_HUB_OFFLINE regression in _patch_mistral_regex are unrelated." - }, - { - "left": "issue:43824", - "right": "issue:44589", - "accept": false, - "reason": "Importing Qwen2_5_VLForConditionalGeneration and missing Float8 storage object are unrelated errors." - }, - { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Float8 storage lookup failure and flash_attn KeyError on Python 3.13 are different runtime issues." + "reason": "Qwen3.5 hidden-state output bug and incorrect visual encoder keys on save_pretrained are unrelated." }, { - "left": "issue:46821", - "right": "issue:46832", + "left": "issue:43334", + "right": "issue:45759", "accept": false, - "reason": "TimesFM window_size AttributeError and RT-DETR forward TypeError affect different models and code paths." + "reason": "Qwen3-VL pad_token_id missing and AutoModelForCausalLM.from_config text_config unwrapping are different configuration bugs." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "Qwen3.5 hidden-states bug and incorrect visual encoder keys on save_pretrained are distinct regressions." + "reason": "BEiT legacy-field loading failure and Bark CPU offload device mismatch are unrelated." } ] }, @@ -8629,7 +8620,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:15354", "issue:28218", @@ -8643,13 +8634,12 @@ "issue:43257", "issue:43299", "issue:43334", - "issue:43493", "issue:43504", "issue:43572", "issue:43606", "issue:43653", "issue:43696", - "issue:43701", + "issue:43824", "issue:43844", "issue:43873", "issue:43937", @@ -8657,6 +8647,7 @@ "issue:44112", "issue:44464", "issue:44493", + "issue:44589", "issue:44849", "issue:44869", "issue:44964", @@ -8668,7 +8659,6 @@ "issue:45520", "issue:45584", "issue:45588", - "issue:45759", "issue:45823", "issue:46050", "issue:46285", @@ -8676,17 +8666,19 @@ "issue:46701", "issue:46710", "issue:46752", + "issue:46821", "issue:46832", "issue:46846", "issue:47145" ], "soft_pairs": [ - "issue:43334|issue:45759", - "issue:43504|issue:43606", - "issue:43334|issue:43572", + "issue:46821|issue:46832", + "issue:43824|issue:44589", + "issue:44589|issue:45520", "issue:45245|issue:46710", - "issue:44493|issue:46285", + "issue:43334|issue:43572", "issue:43257|issue:43299", + "issue:44493|issue:46285", "issue:43504|issue:43653", "issue:43606|issue:44112", "issue:44849|issue:47145", @@ -8694,211 +8686,204 @@ "issue:46399|issue:46846", "issue:44464|issue:45584", "issue:43844|issue:44964", - "issue:43873|issue:46050", "issue:43994|issue:44493", + "issue:43873|issue:46050", "issue:29159|issue:32090", "issue:43937|issue:46701", "issue:44869|issue:46752", "issue:45200|issue:45229", "issue:45229|issue:45823", "issue:42490|issue:43696", - "issue:45084|issue:45520", - "issue:45588|issue:46050", "issue:28218|issue:34567", + "issue:45588|issue:46050", + "issue:45084|issue:45520", "issue:29942|issue:30333", - "issue:15354|issue:38175", - "issue:43493|issue:43701" + "issue:15354|issue:38175" ], - "prepared_review_unit_hash": "b83ee30c7b4bbea5ddba94790b69c48940db45ca1282c3f25a48fd6b2be08b36", + "prepared_review_unit_hash": "9276397255dd27c98f3532d31ebc87a48e39e4bf145bafcace457423ff365d20", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35867, - "estimated_input_tokens": 8967, - "estimated_eval_tokens": 18190 + "serialized_chars": 35864, + "estimated_input_tokens": 8966, + "estimated_eval_tokens": 18188 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous rather than a duplicate set. The soft edges are mostly title-level similarities across different models or subsystems, but they describe different failure modes and fixes, so all soft pairs are rejected.", + "summary": "This cluster does not look like a duplicate set: the items span many unrelated model-loading, tokenizer, generation, quantization, and CI issues. None of the soft pairs appear to be the same underlying bug or change.", "confidence": 0.96, - "canonical_issue_reason": "No clear canonical issue: the items span unrelated bugs in tokenizers, Qwen loading, CI, quantization, generation, and config handling.", - "canonical_pr_reason": "No PRs are present in this cluster.", - "best_issue_reason": "No single issue is a good global representative because the cluster does not share one underlying bug or change.", - "best_pr_reason": "No PRs are present in this cluster.", + "canonical_issue_reason": "issue:43873 is the broadest standalone bug here (active, open, and with repeated reports about quantization/offloading behavior), but it is not a true duplicate anchor for the rest of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best single issue to keep as the cluster representative because it is the most general and actively discussed, though the cluster itself is heterogeneous.", + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:46821", + "right": "issue:46832", "accept": false, - "reason": "Both involve Qwen multimodal loading, but one is a missing pad_token_id attribute in Qwen3-VL and the other is from_config not unwrapping text_config for Qwen 3.5/3.6; different root causes." + "reason": "Different subsystems and failures: TimesFM attribute error vs RT-DETR feature-level forward error." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "BEIT legacy-field loading failure and a Bark CPU-offload device mismatch are unrelated code paths and fixes." + "reason": "Unrelated import error for a missing class vs float8 storage lookup failure." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Both are config-attribute regressions after version updates, but they affect different models and different missing fields." + "reason": "Different code paths: storage-object error vs flash_attn import key error on Python 3.13." }, { "left": "issue:45245", "right": "issue:46710", "accept": false, - "reason": "A category-count runtime limit and a post-upgrade accuracy regression are not the same bug or fix." + "reason": "Category-count runtime limit and an accuracy regression are not the same defect." }, { - "left": "issue:44493", - "right": "issue:46285", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "Unexpected position-id keys and CLIP text-model structure inconsistency are different API/shape issues." + "reason": "Both are config-attribute issues after 5.0, but they affect different models and different missing fields." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen MOE loading, but one is accelerate+deepspeed weight conversion and the other is a dev-version loading breakage for Qwen3VL; not the same concrete failure." + "reason": "Both involve Qwen3 MOE loading, but one is accelerate/deepspeed conversion and the other is a dev-version load break for Qwen3VL." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id key vs CLIP class structure divergence are unrelated bugs." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Legacy-field model loading and BigBirdTokenizer special-token registration are unrelated bugs." + "reason": "Legacy-field load failure and tokenizer special-token registration are different components and failure modes." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Both mention device-related CI failures, but they are for different models and different mismatch mechanisms." + "reason": "CPU offload device mismatch is unrelated to a stale CI test failure." }, { "left": "issue:44849", "right": "issue:47145", "accept": false, - "reason": "Qwen3.5 hidden-states output bug and FP8 compressed-tensors weight_scale omission are different inference/serialization problems." + "reason": "Output_hidden_states regression and FP8 weight_scale loading corruption are different bugs." }, { "left": "issue:45072", "right": "issue:46832", "accept": false, - "reason": "A dtype mismatch in inference and an RT-DETR feature-level mismatch in forward are unrelated code-path issues." + "reason": "Bfloat16 dtype mismatch and RT-DETR feature-level type error are not the same issue." }, { "left": "issue:46399", "right": "issue:46846", "accept": false, - "reason": "Missing decorator for apply_rotary_pos_emb registration and missing linear_attn entries in tp plan are different Qwen3.5 failures." + "reason": "Decorator/registration crash vs missing TP-plan entries causing OOM/shape errors are distinct root causes." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Chunked generation with compiled forward and Whisper empty-transcription failure after align_special_tokens are unrelated." + "reason": "Compiled-forward generation inconsistency is unrelated to Whisper empty-transcription decoding failure." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "Gradient growth with ZeRO-3 and a Phi-4 multimodal load failure are different bugs in different subsystems." + "reason": "ZeRO-3 gradient behavior and Phi-4 multimodal loading are different code paths." }, { - "left": "issue:43873", - "right": "issue:46050", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "Quantization offloading not working and sinq save/load corruption are related broadly, but they are different concrete failure modes and fixes." + "reason": "Siglip2 output regression and an unexpected position-id key are unrelated." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:43873", + "right": "issue:46050", "accept": false, - "reason": "SigLIP2 output mismatch and unexpected position-id keys are not the same underlying issue." + "reason": "Both touch quantization/offloading, but one is an offload behavior bug and the other is save/load corruption for sinq quantization." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer slow/fast inconsistency and _gpu_broadcast_one rejecting NoneType are unrelated bugs." + "reason": "Tokenizer slow/fast inconsistency vs GPU broadcast NoneType error are unrelated." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "Invalid GenerationConfig for GLM-5 and a DiffusionGemma pipeline failure are different problems." + "reason": "Invalid GenerationConfig and a pipeline output-type failure are not the same underlying bug." }, { "left": "issue:44869", "right": "issue:46752", "accept": false, - "reason": "Whisper timestamp decoding crash and apply_chat_template on empty list are distinct edge cases in different APIs." + "reason": "Whisper timestamp decode crash on trailing replacement characters differs from empty chat-template input handling." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Defaulting mm_token_type_ids and a multi-GPU CUDA OOM are not the same bug." - }, - { - "left": "issue:45229", - "right": "issue:45823", - "accept": false, - "reason": "Both concern Gemma4 inference, but one is OOM and the other is a device mismatch in PLE forward; different fixes." + "reason": "Gemma4 text-only token defaults and multi-GPU OOM are separate issues." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Import warning for trailing slash paths and GPT-oss-20b CUDA OOM are unrelated." + "reason": "Local-path import warning is unrelated to CUDA out-of-memory." }, { - "left": "issue:45084", - "right": "issue:45520", + "left": "issue:28218", + "right": "issue:34567", "accept": false, - "reason": "Compilation of non-template nodes and a Python 3.13 flash_attn import KeyError are different issues." + "reason": "Tokenizer spacing behavior and TrainerState token counting are different areas." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention integration crashing on s_aux=None and quantized sinq save/load breakage are unrelated." + "reason": "Flash-attention sink-less crash and quantized save/load corruption are different defects." }, { - "left": "issue:28218", - "right": "issue:34567", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "Tokenizer spacing after added tokens and TrainerState token-count tracking are different tokenizer/training-state bugs." + "reason": "Compilation node type error and import_utils KeyError are unrelated." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Failing Flash Attention 2 tests and MLFlow not marking failed jobs as finished are unrelated CI/tracking issues." + "reason": "Flash Attention CI failures and MLflow reporting on failed jobs have no shared root cause." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated model/runtime bugs." - }, - { - "left": "issue:43493", - "right": "issue:43701", - "accept": false, - "reason": "SigLIP2 HF vs JAX discrepancy and resume_from_checkpoint key mismatch do not share the same code-path or fix." + "reason": "TorchScript GeneratorExp export failure and Siglip2 zero-probability outputs are unrelated." } ] }, @@ -8920,7 +8905,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:28218", "issue:29870", @@ -8939,6 +8924,7 @@ "issue:43550", "issue:43572", "issue:43575", + "issue:43701", "issue:43824", "issue:43844", "issue:43873", @@ -8955,7 +8941,6 @@ "issue:45198", "issue:45200", "issue:45290", - "issue:45381", "issue:45406", "issue:45446", "issue:45520", @@ -8965,16 +8950,16 @@ "issue:46121", "issue:46178", "issue:46192", - "issue:46209", "issue:46369", "issue:46701", "issue:46710", "issue:46821" ], "soft_pairs": [ + "issue:43493|issue:43701", "issue:44554|issue:45446", - "issue:43065|issue:46369", "issue:41720|issue:46710", + "issue:43065|issue:46369", "issue:44977|issue:46701", "issue:44423|issue:44734", "issue:37428|issue:43957", @@ -8983,241 +8968,240 @@ "issue:45072|issue:45198", "issue:45588|issue:45759", "issue:45406|issue:46121", + "issue:43295|issue:43873", "issue:43540|issue:45200", "issue:43572|issue:46821", - "issue:43295|issue:43873", "issue:44186|issue:46192", - "issue:43295|issue:44610", - "issue:45823|issue:46192", "issue:43550|issue:43844", - "issue:43572|issue:44987", + "issue:43295|issue:44610", "issue:43450|issue:43575", + "issue:45823|issue:46192", "issue:29870|issue:29942", + "issue:43572|issue:44987", "issue:45520|issue:46178", "issue:37428|issue:43824", "issue:45200|issue:45823", "issue:42490|issue:43493", - "issue:39692|issue:46192", "issue:43295|issue:43493", - "issue:42915|issue:43824", + "issue:39692|issue:46192", "issue:44521|issue:45290", - "issue:28218|issue:35141", - "issue:45381|issue:46209" + "issue:42915|issue:43824", + "issue:28218|issue:35141" ], - "prepared_review_unit_hash": "5334fc1cf7c254a03a5e32fac7f5689bc47acd7aba334f2d9eef5679251ca517", + "prepared_review_unit_hash": "b0616322aacf5d38efb62e476f1170718ed9064d8f9274dd497bcb690db8848a", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 37152, - "estimated_input_tokens": 9288, - "estimated_eval_tokens": 18832 + "serialized_chars": 36563, + "estimated_input_tokens": 9141, + "estimated_eval_tokens": 18538 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "None of the proposed soft pairs look like true duplicates; they span different models, subsystems, and failure modes with only superficial topic overlap.", - "confidence": 0.98, - "canonical_issue_reason": "No single issue is a clear canonical duplicate target here; the items are mostly unrelated bugs rather than one underlying problem.", + "summary": "This cluster is thematically noisy: tokenizers, chat templates, multimodal processors, model loading, attention backends, and serving bugs are mixed together. None of the soft pairs look like the same concrete underlying bug, so they should stay separate.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 44521 is the strongest standalone representative in this set: it is a clear multimodal chat-template bug with active discussion and inbound references, while the other items are distinct problems.", "canonical_pr_reason": null, - "best_issue_reason": "No issue stands out as a global representative because the cluster does not converge on one concrete bug or code path.", + "best_issue_reason": "44521 is the best single issue to anchor the cluster because it has the clearest user-facing reproduction and the most engagement among these unrelated issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44554", - "right": "issue:45446", + "left": "issue:43493", + "right": "issue:43701", "accept": false, - "reason": "Different problems: MPS attention correctness vs a PyTorch version-check/import issue in flex_attention." + "reason": "Different problems: SigLIP2 HF-vs-JAX discrepancy vs resume_from_checkpoint key mismatch." }, { - "left": "issue:43065", - "right": "issue:46369", + "left": "issue:44554", + "right": "issue:45446", "accept": false, - "reason": "Both mention Sam3, but one is about a dummy Conv2d in the pixel decoder and the other is a memory overflow in sam3-litetext." + "reason": "Separate attention/MPS correctness bug vs flex_attention import version-check bug." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "One is a CUDA assert during auto device mapping; the other is an accuracy regression after a version upgrade." + "reason": "Runtime cudaErrorAssert on auto device mapping is unrelated to an accuracy regression after upgrade." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 dummy Conv2d implementation issue is not the same as a memory overflow when calling sam3-litetext." }, { "left": "issue:44977", "right": "issue:46701", "accept": false, - "reason": "Different models and failures: Qwen3.5 flash-attention generation vs a DiffusionGemma image-text pipeline issue." + "reason": "Flash-attention generation failure for Qwen3.5 is unrelated to the DiffusionGemma pipeline failure." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are serve-related, but they hit different code paths: continuous batching multimodal crash vs KV-cache continuation indexing." + "reason": "Both are serve crashes, but with different failure points and causes: multimodal .to() error vs KV-cache indexing." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "An import error for a flash-attention helper is not the same as meta-device model loading breaking some models." + "reason": "Flash-attention import error and meta-device model loading breakage are different code paths." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Different regressions: processor/tokenizer access in custom code vs batched video processor output shape." + "reason": "Processor.tokenizer regression is distinct from batched video processor shape handling." }, { "left": "issue:44977", "right": "issue:46710", "accept": false, - "reason": "Unrelated: flash-attention generation bug in Qwen3.5 vs an accuracy regression in DeepSeek." + "reason": "Qwen3.5 flash-attention generation bug is not the same as the DeepSeek accuracy regression." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "Different subsystems and symptoms: dtype mismatch in inference vs save_pretrained/tokenization failure." + "reason": "Dtype mismatch in bfloat16 inference is unrelated to save_pretrained/tokenization failure." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Different bugs: flash_attention integration crash on s_aux=None vs not unwrapping text_config for composite multimodal configs." + "reason": "flash_attention.py s_aux=None crash is a different bug from missing text_config unwrapping in composite configs." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4 serve processor attribute error is unrelated to rope-parameter validation of JSON-loaded lists." + "reason": "Gemma4Processor _tokenizer crash and rope validation TypeError are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression is not the same as quantization offloading not working." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video processing in Qwen3OmniMoe is unrelated to Gemma4 mm_token_type_ids defaults." + "reason": "Video input processing error in Qwen3OmniMoe is unrelated to mm_token_type_ids defaults in Gemma 4." }, { "left": "issue:43572", "right": "issue:46821", "accept": false, - "reason": "StableLm pad_token_idx config regression and TimesFM window_size attribute error are distinct." + "reason": "StableLm pad_token_idx config regression and TimesFM window_size AttributeError are different model-specific issues." }, { - "left": "issue:43295", - "right": "issue:43873", + "left": "issue:44186", + "right": "issue:46192", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to quantization offloading behavior." + "reason": "LayoutLMv2 NER/padding crash is different from silently ignored return_tensors handling." }, { - "left": "issue:44186", - "right": "issue:46192", + "left": "issue:43550", + "right": "issue:43844", "accept": false, - "reason": "Tokenizer crash on NER/padding is not the same as return_tensors being ignored when text_kwargs is passed." + "reason": "torch.compile+SDPA failure for Bamba is unrelated to ZeRO-3 gradient growth." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Different issues: processor.tokenizer regression vs OmDet-Turbo processor/model input-size mismatch." + "reason": "Processor.tokenizer regression does not match the OmDet-Turbo 640px vs 224px size mismatch." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batched-shape bug is unrelated to Qwen2-57B-A14B-Instruct OOM under tp." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Gemma4 device-mismatch during forward is unrelated to return_tensors handling." + "reason": "Gemma4 device-map mismatch and ignored return_tensors are separate bugs." }, { - "left": "issue:43550", - "right": "issue:43844", + "left": "issue:29870", + "right": "issue:29942", "accept": false, - "reason": "One is a torch.compile/SDPA bug; the other is a training gradient issue with ZeRO-3." + "reason": "Bart generate() decoder_attention_mask bug is unrelated to Flash Attention 2 test failures." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "StableLm config padding regression and a physical-intelligence loading failure are separate bugs." - }, - { - "left": "issue:43450", - "right": "issue:43575", - "accept": false, - "reason": "Batched video shape bug and tensor-parallel OOM are unrelated failures." - }, - { - "left": "issue:29870", - "right": "issue:29942", - "accept": false, - "reason": "BART decoder_attention_mask UnboundLocalError is not the same as Flash Attention 2 test failures." + "reason": "Missing pad_token_idx in StableLmConfig is not the same as loading physical-intelligence/fast failing." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "Both involve import/backends mapping, but they concern different backends and different error conditions." + "reason": "flash_attn key lookup on Python 3.13 and tensorflow_text backend mapping are different import-utils issues." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Different ImportErrors for different missing symbols/modules." + "reason": "_flash_supports_window_size import error is unrelated to the Qwen2_5_VLForConditionalGeneration import error." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Same model family, but one is a missing default token-type tensor and the other is a forward device placement bug." + "reason": "Missing mm_token_type_ids defaults and Gemma4 PLE device mismatch are different Gemma 4 bugs." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Local-path import warning is unrelated to the SigLIP2 implementation discrepancy." - }, - { - "left": "issue:39692", - "right": "issue:46192", - "accept": false, - "reason": "Documentation/example errors for SigLIP2 are not the same as return_tensors being ignored." + "reason": "Local-path trailing-slash import warning has nothing to do with SigLIP2 HF/JAX mismatch." }, { "left": "issue:43295", "right": "issue:43493", "accept": false, - "reason": "Processor/tokenizer regression and SigLIP2 parity discrepancy are different bugs." + "reason": "Processor.tokenizer regression and SigLIP2 implementation discrepancy are unrelated." }, { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:39692", + "right": "issue:46192", "accept": false, - "reason": "FineGrainedFP8Config failure in Qwen3Moe is unrelated to the Qwen2.5-VL import error." + "reason": "SigLIP2 documentation example errors are not the same as return_tensors being ignored." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both involve apply_chat_template, but one is wrong assistant masks for multimodal inputs and the other is a crash on tool-call messages with no content." + "reason": "Both involve apply_chat_template, but one is zero assistant masks for multimodal inputs and the other is a crash on tool-call messages." }, { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are different bugs." + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to the Qwen2_5_VL import error." }, { - "left": "issue:45381", - "right": "issue:46209", + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "Qwen2.5-VL video position IDs and FP8 inference on B200 are unrelated." + "reason": "Tokenizer extra-space behavior and post_init reinitializing output embeddings are different bugs in different layers." } ] }, @@ -9239,16 +9223,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ - "issue:37428", "issue:41720", "issue:43262", "issue:43278", "issue:43334", "issue:43335", "issue:43388", - "issue:43425", "issue:43450", "issue:43452", "issue:43525", @@ -9264,6 +9246,7 @@ "issue:43950", "issue:43975", "issue:44112", + "issue:44206", "issue:44442", "issue:44466", "issue:44561", @@ -9277,8 +9260,10 @@ "issue:45198", "issue:45200", "issue:45325", + "issue:45381", "issue:45412", "issue:45563", + "issue:45584", "issue:45593", "issue:46192", "issue:46209", @@ -9290,16 +9275,17 @@ "issue:46932" ], "soft_pairs": [ + "issue:45381|issue:46209", "issue:44466|issue:45127", - "issue:44737|issue:46894", "issue:43278|issue:43856", + "issue:44737|issue:46894", "issue:43653|issue:44112", - "issue:43824|issue:43975", - "issue:43452|issue:46512", "issue:43262|issue:43450", - "issue:43950|issue:46285", - "issue:43334|issue:43525", + "issue:43452|issue:46512", + "issue:43824|issue:43975", "issue:44442|issue:45198", + "issue:43334|issue:43525", + "issue:43950|issue:46285", "issue:43526|issue:46192", "issue:45200|issue:46899", "issue:45200|issue:46932", @@ -9308,213 +9294,219 @@ "issue:43819|issue:44112", "issue:43335|issue:43550", "issue:45200|issue:45325", - "issue:44561|issue:46234", "issue:41720|issue:46209", + "issue:44561|issue:46234", "issue:44610|issue:44857", "issue:43819|issue:45083", "issue:43827|issue:43901", "issue:43606|issue:45083", "issue:44857|issue:45593", + "issue:43335|issue:43653", "issue:43388|issue:43526", - "issue:37428|issue:43425", - "issue:43335|issue:43653" + "issue:44206|issue:45584" ], - "prepared_review_unit_hash": "cda73577c37f843c8d9b96bfa411b06e9b3519c4a421c14c28ea72e1c25aec14", + "prepared_review_unit_hash": "057598286138a5b73e79aaf0c89619dd4c2ce7b76e022d8a6f2c2f4274ce6f3f", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35952, - "estimated_input_tokens": 8988, - "estimated_eval_tokens": 18232 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36848, + "estimated_input_tokens": 9212, + "estimated_eval_tokens": 18680 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: the items span unrelated regressions in model configs, tokenizers, processors, training, docs, and CI. None of the soft pairs describe the same concrete bug or change, so all soft edges are rejected and there is no clear canonical issue/PR for the cluster.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "The soft pairs are mostly false positives: they share broad model-family or subsystem keywords but describe different bugs. No pull requests are present, and there is no strong duplicate cluster in this set.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45200 is the most central node in the provided set (it has the most soft links) and is a concrete, reproducible regression report, so it is the best available issue representative even though it is not a duplicate of its neighbors.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45200 is the clearest user-facing bug with direct impact and the strongest connectivity among the listed issues, making it the best issue candidate for representative triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44466", - "right": "issue:45127", + "left": "issue:45381", + "right": "issue:46209", "accept": false, - "reason": "Both concern tied-weight behavior, but one is about device-dependent serialization of lm_head.weight and the other about LoRA merge collapse with extended vocab; different failure modes and fixes." + "reason": "Different failures: Qwen2.5-VL position-id logic vs FP8 inference on B200. Same broad multimodal/quantization space, but not the same bug." }, { - "left": "issue:44737", - "right": "issue:46894", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "XLNet CPU arange placement is unrelated to CohereASR's training-loss double-shift bug; different models, code paths, and symptoms." + "reason": "Both involve tied/serialized weights, but one is device-dependent serialization and the other is LoRA merge collapse with extended vocab. Different root causes." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "BF16\u2192FP32 dtype drift in evaluate is not the same as Qwen3 MoE memory inefficiency during training." + "reason": "Embedding dtype mismatch during evaluate is unrelated to Qwen3 MoE memory usage during training." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU device placement bug and CohereASR double-shift training loss bug are unrelated." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "A tokenizer special-token registration bug is unrelated to a GraniteSpeech CI device-override test regression." + "reason": "Tokenizer special-token registration issue vs a stale CI test about device override; not the same underlying problem." }, { - "left": "issue:43824", - "right": "issue:43975", + "left": "issue:43262", + "right": "issue:43450", "accept": false, - "reason": "Missing Qwen2_5_VL import/export is a namespace/API break; incorrect detokenization in deepseek-coder is a separate tokenizer behavior bug." + "reason": "Audio chat-template sample-rate default and batched video processor shape bug affect different processors and code paths." }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "gguf_file/from_pretrained loading issues are unrelated to from_config(dtype=...) leaving config.dtype stale." + "reason": "Tokenizer/model loading for gguf_file is unrelated to stale config.dtype after from_config(dtype=...)." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and batched video output shapes are different processor bugs." + "reason": "Import failure for Qwen2.5-VL and incorrect detokenization for DeepSeek Coder are different regressions." }, { - "left": "issue:43950", - "right": "issue:46285", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "Non-persistent buffer corruption during from_pretrained is unrelated to CLIP text-model structural inconsistency." + "reason": "Both are speech/tokenizer loading issues, but they target different models and symptoms (loading vs save/tokenization failure)." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both mention pad_token_id, but they are separate missing-attribute bugs in different model configs (Qwen3-VL vs Llama4)." + "reason": "Missing pad_token_id on different config classes is similar in shape but not the same concrete bug or fix." }, { - "left": "issue:44442", - "right": "issue:45198", + "left": "issue:43950", + "right": "issue:46285", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading failure is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + "reason": "Non-persistent buffer corruption on load is unrelated to CLIP text model structure differences." }, { "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "BeitImageProcessorFast label reduction and text_kwargs/return_tensors handling are distinct preprocessing issues." + "reason": "reduce_labels truncation and return_tensors being ignored are separate preprocessing bugs." }, { "left": "issue:45200", "right": "issue:46899", "accept": false, - "reason": "Defaulting mm_token_type_ids to zeros for text-only fine-tuning is unrelated to unsafe dtype casting in quantized multimodal embedders." + "reason": "Gemma4 text-only mm_token_type_ids defaulting issue is unrelated to 4-bit quantized vision/audio dtype casting." }, { "left": "issue:45200", "right": "issue:46932", "accept": false, - "reason": "These are different Gemma4 bugs: one is text-only mm_token_type_ids defaults, the other is quantized vision/audio embedder casting." + "reason": "Text-only multimodal token-type defaults and quantized embedder dtype casting are different regressions." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "A failed janus image-generation test is not the same as a stale paged-generate warning for num_return_sequences." + "reason": "Janus image generation test failure and stale num_return_sequences warning in paged generate are not the same bug." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver non-default resolution handling and RT-DETR memory release are unrelated model issues." + "reason": "Perceiver resolution handling and RT-DETR memory release after deletion are unrelated." }, { "left": "issue:43819", - "right": "issue:44112", + "right": "issue:43975", "accept": false, - "reason": "DAC.from_latents mismatch with missing STE is unrelated to a GraniteSpeech CI test failure." + "reason": "DAC latent reconstruction mismatch is unrelated to DeepSeek Coder detokenization." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Bamba SDPA torch.compile failure affect different models and code paths." + "reason": "SwitchTransformers sparse-layer creation and Bamba torch.compile+SDPA failure are different code paths." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma4 text-only mm_token_type_ids defaults are unrelated to Qwen2.5-VL rope index scaling for still images." + "reason": "Gemma4 mm_token_type_ids defaulting and Qwen2.5-VL temporal position-id scaling are unrelated." }, { - "left": "issue:44561", - "right": "issue:46234", + "left": "issue:41720", + "right": "issue:46209", "accept": false, - "reason": "These are separate import_utils API removals/additions affecting different helpers and remote-code models." + "reason": "Qwen3 auto device mapping assert on A800 is not the same as FP8 inference failure on B200." }, { - "left": "issue:41720", - "right": "issue:46209", + "left": "issue:44561", + "right": "issue:46234", "accept": false, - "reason": "Qwen3 auto device-mapping cuda asserts on A800 and FP8 inference failure on B200 are different hardware/model issues." + "reason": "Missing utility helper in import_utils is a different regression from removal of is_torch_fx_available." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "OmDet-Turbo processor size mismatch and LwDetrImageLoss AMP crash are unrelated vision bugs." + "reason": "Processor output size mismatch and LwDetr mixed-precision crash are separate detection bugs." }, { "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/forward mismatch does not share the same underlying cause as qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs regressions, but they affect different pipeline pages and different deprecations; not the same change." + "reason": "Both are docs-related, but they cover different pipelines and deprecations." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe feature-length calculation." + "reason": "CPU offload device mismatch for Bark and qwen3_omni_moe output-length helper behavior are unrelated." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "AMP crash in LwDetrImageLoss is not the same underlying issue as D-FINE omitting auxiliary losses when denoising is off." + "reason": "AMP/CUDA crash in loss computation is not the same as D-FINE omitting auxiliary losses." }, { - "left": "issue:43388", - "right": "issue:43526", + "left": "issue:43335", + "right": "issue:43653", "accept": false, - "reason": "Mask2Former gather_for_metrics label truncation is unrelated to BeitImageProcessorFast reduce_labels behavior." + "reason": "SwitchTransformers sparse-layer configuration bug and BigBirdTokenizer special-token registration bug are unrelated." }, { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:43388", + "right": "issue:43526", "accept": false, - "reason": "A missing flash-attention helper import and broad Torch 2.10 incompatibility are different compatibility problems." + "reason": "Distributed metrics label handling and BeitImageProcessorFast label reduction are different bugs." }, { - "left": "issue:43335", - "right": "issue:43653", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "Sparse-layer misconfiguration in SwitchTransformers and BigBirdTokenizer special-token registration are unrelated bugs." + "reason": "Unsupported feature-extractor arg and Whisper empty-transcription failure after token alignment are unrelated." } ] }, @@ -9536,7 +9528,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:28282", "issue:29127", @@ -9551,6 +9543,7 @@ "issue:42490", "issue:43278", "issue:43335", + "issue:43425", "issue:43504", "issue:43526", "issue:43550", @@ -9560,7 +9553,6 @@ "issue:43825", "issue:43854", "issue:44112", - "issue:44206", "issue:44351", "issue:44448", "issue:44466", @@ -9574,7 +9566,6 @@ "issue:45290", "issue:45412", "issue:45520", - "issue:45584", "issue:45588", "issue:45593", "issue:45759", @@ -9588,22 +9579,22 @@ "issue:46858" ], "soft_pairs": [ - "issue:44206|issue:45584", + "issue:37428|issue:43425", "issue:46512|issue:46821", "issue:45759|issue:46285", - "issue:46424|issue:46858", "issue:29942|issue:32090", - "issue:38175|issue:45412", + "issue:46424|issue:46858", "issue:28282|issue:33357", + "issue:38175|issue:45412", "issue:43335|issue:43504", "issue:43611|issue:44466", "issue:44855|issue:45083", "issue:43550|issue:44112", "issue:45520|issue:46170", - "issue:37428|issue:44351", "issue:43335|issue:45083", - "issue:44448|issue:44743", "issue:43335|issue:44112", + "issue:37428|issue:44351", + "issue:44448|issue:44743", "issue:43335|issue:45593", "issue:43278|issue:43825", "issue:34689|issue:35141", @@ -9612,200 +9603,200 @@ "issue:45588|issue:45859", "issue:29127|issue:32090", "issue:44514|issue:44521", - "issue:39692|issue:43526", "issue:43606|issue:44857", + "issue:39692|issue:43526", "issue:43819|issue:44493" ], - "prepared_review_unit_hash": "32778769ea29b598b25fb410eb03766298a700194397e92afeea9901a23a1b36", + "prepared_review_unit_hash": "3aa21a2c055be0366bf0ce23dcaa6d922d410cfc08edd91d36ef1163a3e7f4d6", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 36239, - "estimated_input_tokens": 9060, - "estimated_eval_tokens": 18376 + "serialized_chars": 35612, + "estimated_input_tokens": 8903, + "estimated_eval_tokens": 18062 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is broad and mostly heterogeneous: many distinct Transformers bugs around loading/configuration, chat templates, cache behavior, and backend-specific failures. There is no clear duplicate pair among the soft candidates, so the cluster should be treated as noisy rather than a single underlying defect.", - "confidence": 0.34, - "canonical_issue_reason": "issue:43611 is the broadest, most cross-cutting regression in the set (model loading with base_model_prefix in v5) and is a better representative than the many narrowly scoped model-specific or backend-specific reports.", + "summary": "This cluster is not a true duplicate set: the issues span unrelated Transformers regressions, import errors, cache bugs, chat-template problems, and model-specific failures. The soft-similarity pairs mostly share broad subsystem vocabulary, but not the same concrete bug or mergeable fix.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue is a strong canonical duplicate target here; the cluster is too heterogeneous. If forced to pick a loose hub, issue:44521 has the strongest activity/references, but it is not a true representative of the whole set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best single issue representative because it describes a general loading regression affecting multiple models, which is closer to the cluster\u2019s load/config-heavy center of mass than the very specific edge cases elsewhere.", + "best_issue_reason": "issue:44521 is the closest thing to a cluster hub because it is open and has relatively high discussion/inbound signal, but it only covers one specific chat-template bug and should not be treated as a real canonical for this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "Both are runtime crashes, but one is a feature-extractor argument issue and the other is an empty-transcription generation bug; different code paths and fixes." + "reason": "Both involve Torch/flash-attn compatibility, but one is a missing internal symbol and the other is a broad torch version incompatibility." }, { "left": "issue:46512", "right": "issue:46821", "accept": false, - "reason": "Stale dtype metadata in from_config and a TimesFM window_size AttributeError are unrelated bugs despite both being configuration-facing." + "reason": "A stale config.dtype bug and a TimesFM window_size AttributeError are different failures in different code paths." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "One is about AutoModelForCausalLM unwrapping text_config for composite multimodal configs; the other is a CLIP class structure inconsistency. Not the same defect." - }, - { - "left": "issue:46424", - "right": "issue:46858", - "accept": false, - "reason": "Both involve cache mechanics, but one is about max_cache_length handling and the other is a device-tensor seq_length arithmetic bug in static cache; distinct failures." + "reason": "Both touch multimodal model/config structure, but they affect different model families and different concrete loading paths." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention test failures and a Trainer _gpu_broadcast_one NoneType error are unrelated issues in different subsystems." + "reason": "Flash Attention 2 test failures are unrelated to the Trainer _gpu_broadcast_one NoneType error." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:46424", + "right": "issue:46858", "accept": false, - "reason": "Unexpected zero probabilities and an RT-DETR memory leak are completely different model/runtime problems." + "reason": "Both are cache-related, but one is about max_cache_length handling and the other is a static-cache seq_length tensor arithmetic bug." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Missing PyTorch ImportError and a MacOS bus error with a community CLIP model are not the same bug." + "reason": "Missing PyTorch at import time and a MacOS bus error are distinct environment/runtime problems." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unexpected zero probabilities and an RT-DETR memory-release leak are unrelated model behaviors." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and BEiT legacy-field loading are different model-specific configuration bugs." + "reason": "SwitchTransformers sparse-layer construction and Beit legacy-field loading are separate model/config bugs." }, { "left": "issue:43611", "right": "issue:44466", "accept": false, - "reason": "Model-loading failure via base_model_prefix is not the same as inconsistent lm_head.weight serialization depending on device." + "reason": "Both are v5 loading regressions, but one is base_model_prefix loading and the other is tied-weight serialization; different code paths." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 IndentationError in DebertaV2Model and a qwen3_omni_moe helper output-length bug are unrelated." + "reason": "A Python 3.13 import parsing failure in DebertaV2 is unrelated to the qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "torch.compile/SDPA failure for Bamba-9B-v2 and a stale-device override CI failure are different issues." + "reason": "torch.compile+SDPA model failure and a stale CI device-override test are not the same bug." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "A flash_attn import key error on Python 3.13 and a Windows ROCm torch.distributed import/type error are separate platform-specific problems." + "reason": "A flash_attn import KeyError on Python 3.13 and a Windows ROCm torch.distributed import issue are different dependency failures." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:43335", + "right": "issue:45083", "accept": false, - "reason": "Cannot import _flash_supports_window_size and cannot import HybridCache are both import errors, but they stem from different symbols and modules." + "reason": "SwitchTransformers sparse-layer creation and qwen3_omni_moe length computation are unrelated." }, { "left": "issue:43335", - "right": "issue:45083", + "right": "issue:44112", "accept": false, - "reason": "A sparse-layer creation bug and a helper function returning wrong feature lengths are unrelated." + "reason": "A model-config bug and a GraniteSpeech CI test failure do not share the same underlying fix." }, { - "left": "issue:44448", - "right": "issue:44743", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "Pegasus output differences across versions and qwen3 recurrent state resets are different model behaviors with different fixes." + "reason": "Both are import errors, but the missing flash-attention helper and missing HybridCache export are separate symbols/problems." }, { - "left": "issue:43335", - "right": "issue:44112", + "left": "issue:44448", + "right": "issue:44743", "accept": false, - "reason": "SwitchTransformersConfig sparse-layer initialization and GraniteSpeech stale device override are not the same code-path problem." + "reason": "Output drift in Pegasus and recurrent-state reset in qwen3 modular code are different model-behavior regressions." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Sparse encoder-layer creation and D-FINE auxiliary-loss handling when denoising is off are unrelated model-specific bugs." + "reason": "SwitchTransformers layer creation and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype staleness during evaluate and a pipeline task-support warning bug do not share the same underlying cause." + "reason": "A dtype mismatch in training/eval is not the same as a pipeline error-message regression." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Llama 3.2 Vision model loading regression and token-embedding resize/post_init reinitialization are different issues." + "reason": "Model loading breakage for Llama 3.2 Vision and embedding reinitialization after resize are different issues." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Trailing-slash local model import warning and GLM-4.7-Flash test-loading failures are distinct loading problems." + "reason": "A trailing-slash import warning and a GLM-4.7 test-loading failure are separate model-loading bugs." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both concern apply_chat_template, but one crashes on assistant tool-call messages with no content while the other is a mistral_common continue_final_message bug; not the same defect." + "reason": "Both involve chat-template/tokenizer logic, but one is tool-call/no-content handling and the other is continue_final_message for mistral_common tokenizers." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "A flash_attention integration crash on s_aux=None and a Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are different backend issues." + "reason": "flash_attention integration null-handling and Qwen3 rotary CPU-offload incompatibility are different code paths." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 error-message clarity and Trainer GPU broadcast NoneType support are unrelated." + "reason": "LayoutLMv3 error-message clarity and Trainer GPU broadcast TypeError are unrelated." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both are Qwen2_5_VL apply_chat_template problems, but one is a batching/padding crash and the other is all-zero assistant masks; similar area, different bug." + "reason": "Both are apply_chat_template bugs, but one crashes on batched padding=False input while the other produces all-zero assistant masks; not the same fix." }, { - "left": "issue:39692", - "right": "issue:43526", + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "SigLIP2 docs-example errors and BEiT fast image-processor reduce_labels behavior are unrelated." + "reason": "CPU-offload device mismatch in bark-small and float16 AMP crashes in LwDetrImageLoss are unrelated." }, { - "left": "issue:43606", - "right": "issue:44857", + "left": "issue:39692", + "right": "issue:43526", "accept": false, - "reason": "CPU-offload device mismatch in bark-small and float16 AMP crash in LwDetrImageLoss are different hardware/backend bugs." + "reason": "A SigLIP2 docs/example failure and a BeitImageProcessorFast reduce_labels bug are different issues." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC.from_latents/STE mismatch and unexpected position-id keys are unrelated model internals." + "reason": "DAC latent/STE mismatch and unexpected position-id keys are unrelated model bugs." } ] }, @@ -9827,7 +9818,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:10000", "issue:15354", @@ -9838,13 +9829,12 @@ "issue:29942", "issue:31501", "issue:32090", + "issue:33290", "issue:33357", "issue:34689", "issue:35141", - "issue:37428", "issue:38175", "issue:39692", - "issue:42175", "issue:42490", "issue:43278", "issue:43329", @@ -9860,6 +9850,7 @@ "issue:44617", "issue:44779", "issue:44857", + "issue:44977", "issue:45072", "issue:45083", "issue:45127", @@ -9887,218 +9878,225 @@ "issue:44448|issue:44779", "issue:43701|issue:45083", "issue:44206|issue:45823", - "issue:44617|issue:46697", "issue:26413|issue:31501", "issue:45127|issue:45245", + "issue:44617|issue:46697", "issue:45459|issue:46234", "issue:32090|issue:33357", "issue:42490|issue:43575", "issue:44857|issue:45072", "issue:43550|issue:45083", "issue:45593|issue:47000", - "issue:44464|issue:46424", "issue:27957|issue:34689", + "issue:44464|issue:46424", "issue:38175|issue:44493", "issue:29942|issue:35141", "issue:29870|issue:32090", "issue:10000|issue:15354", "issue:43278|issue:43329", "issue:45290|issue:45381", - "issue:37428|issue:42175" + "issue:29870|issue:33290", + "issue:44448|issue:44977" ], - "prepared_review_unit_hash": "e054b112e26cfccf0b6b83a7f7d42abc39450234d2a6b3ce3d9e836fbbc4cb4b", + "prepared_review_unit_hash": "b09a8ed1b4de813e48aaa81d6aba53b47d4c9bf4112edff3fb343924db745852", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35566, - "estimated_input_tokens": 8892, - "estimated_eval_tokens": 18040 + "soft_pair_count": 27, + "serialized_chars": 35783, + "estimated_input_tokens": 8946, + "estimated_eval_tokens": 18148 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are unrelated and should stay separate. The only clear duplicate is the two Qwen3.5 Moe from_pretrained reports: issue:45310 and issue:45478.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45310 is the earlier report in the same Qwen3.5 Moe from_pretrained error family, with a matching title to issue:45478.", + "summary": "This cluster is mostly heterogeneous issue reports across unrelated models, runtimes, and failure modes. The only clear duplicate pair is the Qwen3.5 MoE `from_pretrained` regression (`issue:45310` / `issue:45478`); all other soft pairs look like false matches.", + "confidence": 0.94, + "canonical_issue_reason": "`issue:45310` is the earliest and clearest report of the same Qwen3.5 MoE `from_pretrained` failure, and `issue:45478` repeats the exact same bug title, so 45310 is the best canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest canonical issue candidate because it is the earlier report and clearly names the same Qwen3.5 Moe from_pretrained failure.", + "best_issue_reason": "`issue:45310` is the best representative issue for the only real duplicate subcluster because it is the original report of that concrete regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46431", "right": "issue:46566", "accept": false, - "reason": "Both touch model-loading behavior, but one is about a missing chat template error and the other is a device_map/meta-device placement bug; different failures and code paths." + "reason": "Different bugs: one is `apply_chat_template`/missing chat template, the other is `device_map=\"auto\"` leaving DiffusionGemma weights on `meta`." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to a Trainer NoneType broadcast error." + "reason": "Tokenizer spacing after added token is unrelated to Trainer `_gpu_broadcast_one` NoneType errors." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same model family and same from_pretrained error theme, with matching titles; issue:45310 is the earlier report." + "reason": "Same concrete regression: identical Qwen3.5 MoE `from_pretrained` error report, clearly a duplicate." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Packed-weight loading in accelerate and a GraniteSpeech CI device-override test are different bugs." + "reason": "Packed-weight unpacking in accelerate loading is unrelated to a GraniteSpeech stale device override CI failure." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 docs/model-processor mismatch and unexpected position-id keys are not the same underlying issue." + "reason": "SigLIP2 doc example errors are unrelated to the generic unexpected position-id key issue." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Pegasus v4/v5 output divergence and Deepseek tokenizer regression are different code paths." + "reason": "PEGASUS v4/v5 output differences and DeepSeek tokenizer regressions are different models and different code paths." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "resume_from_checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length behavior." + "reason": "Checkpoint resume key mismatch is unrelated to the qwen3_omni_moe helper behavior." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Unsupported center argument in LasrFeatureExtractor and Gemma4 device mismatch are distinct bugs." - }, - { - "left": "issue:44617", - "right": "issue:46697", - "accept": false, - "reason": "Sam3Video CUDA OOM and Swin2SR over-padding are unrelated." + "reason": "A feature-extractor center-arg regression is not the same as Gemma4 PLE device placement with `device_map=\"auto\"`." }, { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "Both relate to training startup, but the concrete failure modes are different." + "reason": "Both mention training startup, but one is checkpoint resume epoch-iterator failure and the other is FineWeb SLM training not starting; different root causes." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA merge output collapse and category-count overflow are separate problems." + "reason": "LoRA vocab/weight tying collapse is unrelated to the 2^24 category limit runtime error." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "SAM3Video OOM and Swin2SR over-padding are unrelated problems in different processors/models." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer protobuf error handling and a missing import_utils backend symbol are unrelated." + "reason": "Tokenizer protobuf error handling is unrelated to a missing `is_falcon_mamba_ssm_available` utility." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer broadcast NoneType and MacOS CLIP bus error are different runtime failures." + "reason": "Trainer broadcast TypeError and MacOS CLIP bus error are different failure modes with no shared code-path evidence." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Local-path import warning and TP OOM are not the same bug." + "reason": "Trailing-slash local model import warning is unrelated to tensor-parallel OOM when loading Qwen2-57B-A14B-Instruct." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "AMP/CUDA loss crash and bfloat16 dtype mismatch in CI are different issues." + "reason": "AMP float16 crash in LwDetrImageLoss is not the same as bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile + SDPA failure and feature-length helper behavior are unrelated." + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to the qwen3_omni_moe feature-length helper bug." }, { "left": "issue:45593", "right": "issue:47000", "accept": false, - "reason": "Auxiliary-loss behavior and infeasible cost-matrix crash are different detection bugs." + "reason": "D-FINE auxiliary-loss behavior and RTDetrLoss infeasible cost matrix are different detection-loss issues." }, { - "left": "issue:44464", - "right": "issue:46424", + "left": "issue:27957", + "right": "issue:34689", "accept": false, - "reason": "Chunked generation inconsistencies and cache max-length handling are separate generation/cache issues." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Llama 3.2 90B Vision model loading." }, { - "left": "issue:27957", - "right": "issue:34689", + "left": "issue:44464", + "right": "issue:46424", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and Llama 3.2 Vision loading regression are not the same issue." + "reason": "Chunked generation inconsistency with compiled forward is not the same as cache length only applying to quantized cache." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and unexpected key/position-id issues do not match." + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to unexpected position-id keys." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Failing Flash Attention 2 tests and output embedding reinitialization after resizing are unrelated." + "reason": "Failing Flash Attention 2 tests and embedding reinitialization after resize are unrelated model mechanics." }, { "left": "issue:29870", "right": "issue:32090", "accept": false, - "reason": "BART generate decoder_attention_mask assignment and Trainer broadcast error are different bugs." + "reason": "BART `generate()` decoder_attention_mask bug is unrelated to Trainer `_gpu_broadcast_one` NoneType broadcast errors." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBertModel issue and torch.jit.script GeneratorExp unsupported are unrelated." + "reason": "German DistilBertModel issue and torch.jit GeneratorExp export failure are unrelated." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Embedding dtype drift during evaluate and undefined video-token helper variables are different issues." + "reason": "BF16-to-FP32 evaluation dtype drift is unrelated to an undefined video-token counting helper." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat-template tool-call crash and qwen2.5-vl video position-id bug are separate code paths." + "reason": "Chat-template tool-call crash and Qwen2.5-VL video position-id bug are different subsystems and failure paths." }, { - "left": "issue:37428", - "right": "issue:42175", + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "BART generation unbound variable and Adafactor/DeepSpeed OOM are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "Missing _flash_supports_window_size import and missing TensorFlow in the torch extra are unrelated packaging/import problems." + "reason": "PEGASUS output drift across versions is not the same as Qwen3.5 flash-attention generation failure." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The duplicate call on issue:45310 / issue:45478 is plausible, but the writeup overstates the evidence. The packet only shows identical titles, close dates, and similar body lengths; it does not justify \u201cnear-verbatim\u201d or \u201cmore complete.\u201d Please keep the canonical rationale more conservative, e.g. earlier report with matching title and same model/error family." + "accept": true, + "feedback": "Grounded and conservative overall. The canonical/representative choice of issue:45310 is supported by the packet: issue:45310 and issue:45478 have the same title and describe the same Qwen3.5 MoE `from_pretrained` regression. The reject calls on the other soft pairs are also appropriately cautious, with no clear evidence of same-root-cause duplication in the packet." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -10114,24 +10112,24 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "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:43278", "issue:43381", "issue:43526", "issue:43575", - "issue:43611", "issue:43701", "issue:43873", "issue:43927", @@ -10158,7 +10156,6 @@ "issue:45803", "issue:45823", "issue:45920", - "issue:46121", "issue:46192", "issue:46399", "issue:46421", @@ -10166,23 +10163,22 @@ "issue:46858" ], "soft_pairs": [ - "issue:44448|issue:44977", - "issue:29870|issue:33290", + "issue:37428|issue:42175", + "issue:43278|issue:43381", "issue:44855|issue:46399", "issue:44360|issue:44561", - "issue:43278|issue:43381", - "issue:40444|issue:43526", "issue:32090|issue:33290", + "issue:40444|issue:43526", "issue:45920|issue:46192", - "issue:45290|issue:46655", "issue:43927|issue:45698", + "issue:45290|issue:46655", "issue:44977|issue:45229", "issue:42490|issue:43873", + "issue:25251|issue:32090", "issue:46421|issue:46858", + "issue:43381|issue:43701", "issue:43873|issue:45229", - "issue:25251|issue:32090", "issue:44448|issue:44466", - "issue:43381|issue:43701", "issue:43976|issue:45440", "issue:44871|issue:44977", "issue:29127|issue:34567", @@ -10191,227 +10187,208 @@ "issue:44561|issue:44779", "issue:44568|issue:45491", "issue:44361|issue:45198", - "issue:45588|issue:45823", - "issue:41720|issue:45229", "issue:44186|issue:45198", "issue:45198|issue:45803", - "issue:44977|issue:45563", - "issue:43611|issue:46121" + "issue:41720|issue:45229", + "issue:45588|issue:45823", + "issue:44977|issue:45563" ], - "prepared_review_unit_hash": "471fb51b7fa2756b7b42416a8a8a41fe9ea45cee50c7a76786a91b1279051c50", + "prepared_review_unit_hash": "023d8a975f77b0fe4a6bd987ca301624d2d220029b6fa7801f993df4e88a2898", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37315, - "estimated_input_tokens": 9329, - "estimated_eval_tokens": 18914 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36081, + "estimated_input_tokens": 9021, + "estimated_eval_tokens": 18298 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated standalone issues across different models, tokenizer paths, and runtime subsystems. The only broadly representative issue is the v5 AutoTokenizer regression affecting multiple model families.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45920 has the broadest scope and strongest evidence of a shared underlying bug: a v5 regression affecting token IDs across multiple model families, with inbound references and clearer generality than the other issues.", + "summary": "This cluster is mostly heterogeneous; the soft edges look like false positives rather than true duplicates. The best representative issue is the broad v5 tokenizer regression report, but there is no single cohesive duplicate set across the cluster.", + "confidence": 0.61, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster, which spans many unrelated bugs. If one must be chosen, issue 45920 is the broadest/highest-impact regression report and the most representative of the v5 tokenizer-focused subset.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best representative issue because it covers a concrete, widely-impacting tokenizer regression rather than a model-specific edge case.", + "best_issue_reason": "Issue 45920 is the strongest cluster representative because it has the broadest scope, clear user impact, and overlaps with several other tokenizer/regression-style reports more than the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:37428", + "right": "issue:42175", "accept": false, - "reason": "Different models and different failure modes: Pegasus output drift vs Qwen3.5 flash-attention generation failure." + "reason": "Different problems: flash-attention import error vs missing TensorFlow backend in a torch-only install." }, { - "left": "issue:29870", - "right": "issue:33290", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "Unrelated bugs: BART generate() unbound local error vs deepspeed/Adafactor OOM." + "reason": "Both mention eval/training behavior, but one is dtype drift and the other is gradient checkpointing in eval mode; not the same bug." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Both are import/runtime errors, but on different models and different code paths; not the same underlying bug." + "reason": "Unrelated failure modes: Python 3.13 indentation parsing vs missing decorator registration for a kernel function." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "Completely different areas: DSA indexer discussion vs v5 trust_remote_code FX helper removal." + "reason": "DSA indexer/ReLU discussion is unrelated to the v5 trust_remote_code breakage." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "Both touch eval mode, but one is a dtype regression and the other is a gradient-checkpointing restriction." + "reason": "Different code paths: Trainer broadcast TypeError vs DeepSpeed/Adafactor OOM." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Different vision preprocessing bugs in different components/models." - }, - { - "left": "issue:32090", - "right": "issue:33290", - "accept": false, - "reason": "Both involve training infrastructure, but one is a NoneType broadcast error and the other is an optimizer memory issue." + "reason": "Multimodal finetuning with multiple images is not the same as BeitImageProcessorFast label reduction." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Both are tokenizer-related, but one is a broad wrong-token-ID regression and the other is a return_tensors handling bug." + "reason": "Both involve tokenizer APIs, but one is wrong token IDs across models and the other is return_tensors being ignored in a specific kwargs path." }, { - "left": "issue:45290", - "right": "issue:46655", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Different subsystems and symptoms: chat template/tool-call crash vs video processor padding calculation." + "reason": "Both are save/load related, but one corrupts custom token IDs in config while the other loads the wrong custom module." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:45290", + "right": "issue:46655", "accept": false, - "reason": "Both involve save/load behavior, but one is config token IDs and the other is wrong custom module loading." + "reason": "Chat template tool-call crash and video padding bug are unrelated." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Unrelated model-specific generation bug vs multi-GPU OOM." + "reason": "Different symptoms and subsystems: flash-attention generation issue vs multi-GPU OOM." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Path parsing warning is unrelated to quantization/offloading behavior." + "reason": "Local-path import warning is unrelated to quantization offloading behavior." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting bug is unrelated to Trainer broadcast errors." }, { "left": "issue:46421", "right": "issue:46858", "accept": false, - "reason": "Both mention cache/compile, but one is spurious recompilation and the other is a tensor-type arithmetic bug in prefill." + "reason": "Both touch cache/prefill, but one is recompilation behavior and the other is device-tensor slice arithmetic." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "Different resource issues: quantization/offloading mismatch vs Gemma4 multi-GPU OOM." + "reason": "Eval-mode checkpointing and resume_from_checkpoint key mismatch are different issues." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "Pipeline top_k nesting bug is unrelated to trainer GPU broadcast NoneType error." + "reason": "Quantization offloading failure is not the same as Gemma4 multi-GPU OOM." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Both are v5-related, but one is generation output divergence and the other is serialization of lm_head.weight." - }, - { - "left": "issue:43381", - "right": "issue:43701", - "accept": false, - "reason": "Different training-state bugs: eval-mode checkpointing vs resume checkpoint key mismatch." + "reason": "One is a generation-output regression and the other is serialization of tied weights; related theme, different bug." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "One is a Python version compatibility regression, the other a model implementation divergence." + "reason": "Python-version compatibility problem vs model divergence from remote implementation; no shared code-path." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Different model families and different issues: eos_token_id mismatch vs flash-attention generation failure." + "reason": "Gemma eos-token config mismatch is unrelated to Qwen flash-attention generation failure." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error-message clarity is unrelated to TrainerState token counter updates." + "reason": "LayoutLMv3 error messaging and TrainerState token counting are unrelated." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "Both are vision-model related, but one is a MacOS bus error and the other is a documentation-example mismatch/quantization failure." + "reason": "MacOS bus error on CLIP and SigLIP2 docs example errors are not the same underlying bug." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Different problems: eval dtype drift vs tensor-parallel load OOM." + "reason": "Embedding dtype drift and Qwen2-57B tensor-parallel OOM are unrelated." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Both are v5 regressions, but one breaks remote-code model loading and the other is tokenizer output correctness for DeepSeek." + "reason": "Trust_remote_code breakage from removed helper is unrelated to DeepSeek tokenizer regression." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token insertion bug is unrelated to Gemma3 NaN embeddings on mixed-length batches." + "reason": "Tokenizer special-token addition bug and Gemma3 NaN embeddings are different failures." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "Different tokenizer/processor bugs in different model families and code paths." - }, - { - "left": "issue:45588", - "right": "issue:45823", - "accept": false, - "reason": "Both are forward/runtime model issues, but they affect different mechanisms and are not the same concrete bug." - }, - { - "left": "issue:41720", - "right": "issue:45229", - "accept": false, - "reason": "Different hardware/resource failures: cudaErrorAssert with auto device mapping vs multi-GPU OOM." + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save_pretrained/tokenization failures are different model-specific bugs." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "Different model/tokenizer failure modes; no evidence of a shared underlying bug." + "reason": "LayoutLMv2 tokenizer crash and Wav2Vec2 save/tokenization failure are unrelated." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Tokenization/save-pretrained failure is unrelated to a broad exception-handling bug in FuyuBatchFeature." + "reason": "Tokenization/save failure is not the same as bare-except error swallowing in FuyuBatchFeature." }, { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "Generation crash vs a stale warning; not the same issue." + "reason": "cudaErrorAssert on auto device mapping is different from multi-GPU OOM." }, { - "left": "issue:43611", - "right": "issue:46121", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "Base-model-prefix loading regression is unrelated to rope-parameter validation on JSON-loaded lists." + "reason": "Flash-attention s_aux=None crash and Gemma4 device mismatch are different forward-pass bugs." } ] }, @@ -10433,14 +10410,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ - "issue:27957", "issue:29127", "issue:29870", "issue:29942", "issue:30064", - "issue:33290", "issue:33357", "issue:34689", "issue:35141", @@ -10454,6 +10429,7 @@ "issue:43421", "issue:43526", "issue:43575", + "issue:43611", "issue:43653", "issue:43701", "issue:43756", @@ -10478,287 +10454,259 @@ "issue:45588", "issue:45593", "issue:45712", - "issue:45834", + "issue:46121", "issue:46369", "issue:46693", "issue:46701", "issue:47217" ], "soft_pairs": [ + "issue:43611|issue:46121", "issue:29870|issue:34689", "issue:29942|issue:30064", "issue:43653|issue:44743", "issue:44206|issue:44479", - "issue:42915|issue:42994", "issue:43756|issue:45440", "issue:43653|issue:44442", - "issue:44265|issue:45198", + "issue:42915|issue:42994", "issue:43575|issue:43701", + "issue:44265|issue:45198", "issue:29127|issue:33357", - "issue:43065|issue:45412", - "issue:43065|issue:43994", + "issue:42490|issue:43381", "issue:45491|issue:46693", "issue:43412|issue:45588", - "issue:42490|issue:43381", + "issue:43065|issue:43994", + "issue:43065|issue:45412", "issue:45372|issue:45588", "issue:29127|issue:35141", "issue:45245|issue:45563", "issue:45459|issue:45712", "issue:45440|issue:45593", "issue:43526|issue:47217", - "issue:43994|issue:45412", "issue:43575|issue:44387", "issue:43421|issue:45491", "issue:45406|issue:46701", - "issue:45372|issue:45406", "issue:43066|issue:44462", - "issue:45412|issue:46369", + "issue:43994|issue:45412", + "issue:45372|issue:45406", "issue:44442|issue:45072", - "issue:45372|issue:45459", - "issue:27957|issue:33290", - "issue:43526|issue:45834", - "issue:27957|issue:29127", - "issue:43526|issue:46693", - "issue:33290|issue:34689" + "issue:45412|issue:46369", + "issue:45372|issue:45459" ], - "prepared_review_unit_hash": "2a36c6592ef7a953f048ef39f79c640d1feece4e32a5ee56e09d5c2e225bef27", + "prepared_review_unit_hash": "602dc62d1430c473d59cf7695df1aab1ca5025b44f3f8da970585e96d9517f90", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38136, - "estimated_input_tokens": 9534, - "estimated_eval_tokens": 19324 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36528, + "estimated_input_tokens": 9132, + "estimated_eval_tokens": 18520 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated bugs across different models, tokenizers, processors, export paths, and memory behaviors. The soft-similarity pairs share broad subsystem words, but not the same concrete defect, so none should be merged as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "No strong canonical issue: the set is heterogeneous and the suggested pairs do not indicate a single underlying bug family.", - "canonical_pr_reason": "No pull requests are present in this cluster.", - "best_issue_reason": "issue:44462 is one of the clearest, most concrete reports here, with a specific reproducible loading bug and direct impact on AutoTokenizer behavior.", - "best_pr_reason": "No pull requests are present in this cluster.", + "summary": "This cluster is very heterogeneous: most items are unrelated bugs across tokenizers, model loading, vision, quantization, export, and CI. I found no true duplicate group among the soft pairs, so all soft-edge candidates should be rejected.", + "confidence": 0.38, + "canonical_issue_reason": "Issue 44462 is the clearest, most self-contained bug report in the set: it has a concrete failure mode (AutoTokenizer ignoring repo tokenizer.json), a focused scope, and a likely broad user impact compared with the more specialized reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44462 is the best representative issue because it is specific, reproducible, and about a core loading path rather than a niche model-specific regression or an ambiguous error message.", + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Different code paths: model loading/base_model_prefix vs rope-parameter validation and JSON list handling." + }, { "left": "issue:29870", "right": "issue:34689", "accept": false, - "reason": "Different failures in different areas: BART generate() decoder mask handling vs Llama 3.2 Vision model loading regression." + "reason": "Unrelated failures: BART generate() decoder mask bug vs Llama 3.2 Vision loading regression." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated bugs." + "reason": "Flash Attention 2 test failures are unrelated to void segmentation map processing in an image processor." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "Tokenizer special-token registration/empty decode is unrelated to Qwen recurrent state reset logic." + "reason": "Tokenizer special-token registration bug vs Qwen recurrent-state reset logic; different subsystems and symptoms." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Feature extractor center-arg regression and video-input regression affect different code paths and models." - }, - { - "left": "issue:42915", - "right": "issue:42994", - "accept": false, - "reason": "Both involve quantization, but one is a FineGrainedFP8Config failure and the other is quantized saving; different concrete problems." + "reason": "Feature extractor API regression vs Qwen video-input regression; not the same underlying bug." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Different model-implementation mismatches: Smollm3 RoPE layer dropping vs DeepseekV3MoE divergence from remote behavior." + "reason": "RoPE layer count mismatch in Smollm3 is unrelated to DeepSeekV3MoE divergence." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBird tokenizer special-token registration bug is not the same as FastSpeech2ConformerTokenizer loading failure." + "reason": "BigBirdTokenizer special-token issue and FastSpeech2ConformerTokenizer loading failure are different tokenizer bugs." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "torch.export with torch_compilable_check is a different failure mode from Wav2Vec2 save_pretrained/tokenization issues." + "reason": "FineGrainedFP8Config failure in one model is not the same as quantized model saving failure." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "OOM during tensor-parallel model load is unrelated to resume_from_checkpoint key mismatch." + "reason": "Tensor-parallel OOM and resume_from_checkpoint key mismatch are unrelated." }, { - "left": "issue:29127", - "right": "issue:33357", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "LayoutLMv3 error-message clarity and MacOS bus error on CLIP loading are unrelated." + "reason": "torch.export export failure for torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:29127", + "right": "issue:33357", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory release/leak behavior." + "reason": "LayoutLMv3 error-message clarity issue vs MacOS bus error with a CLIP model; no shared root cause." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:42490", + "right": "issue:43381", "accept": false, - "reason": "Sam3PixelDecoder dummy layer and SigLIP2 nonsensical outputs are different bugs in different models." + "reason": "Local-path import warning and gradient-checkpointing-in-eval-mode are different behaviors." }, { "left": "issue:45491", "right": "issue:46693", "accept": false, - "reason": "Both mention long-context/FA2, but one is a Gemma3 NaN embedding bug and the other is a performance regression; not the same defect." + "reason": "Gemma3 NaNs from padding/windowing are not the same as the FA2 long-context performance regression." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Gemma3n export guard/erfinv support and flash_attention s_aux=None AttributeError are distinct code-path failures." + "reason": "Gemma3n export failure and flash_attention.py s_aux=None crash are distinct bugs." }, { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "Local-path import warning and gradient-checkpointing-in-eval-mode are unrelated." + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 producing nonsensical outputs." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy layer cleanup and RT-DETR memory-leak behavior are different issues." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma 4 processor loading import error is unrelated to flash_attention sink-less model handling." + "reason": "Gemma4 processor import failure vs flash-attention sink-less-model crash; different failure modes." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "Error-message clarity in LayoutLMv3 is unrelated to post_init reinitializing resized embeddings." + "reason": "LayoutLMv3 error handling and token-embedding reinitialization are unrelated." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-cardinality RuntimeError and stale paged-generate warning are different issues." + "reason": "Category-count overflow and stale num_return_sequences warning are unrelated generation/modeling issues." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Tokenizer protobuf exception masking and leftover dummy PT classes are unrelated." + "reason": "Tokenizer error masking by protobuf import handling is unrelated to leftover dummy classes in dummy_pt_objects.py." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss behavior are different model bugs." + "reason": "DeepSeekV3MoE divergence from remote implementation is not the same as D-FINE auxiliary-loss omission." }, { "left": "issue:43526", "right": "issue:47217", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to VL image-placeholder handling." - }, - { - "left": "issue:43994", - "right": "issue:45412", - "accept": false, - "reason": "SigLIP2 wrong outputs and RT-DETR memory release are unrelated defects." + "reason": "BeitImageProcessorFast label reduction bug and VL image-placeholder handling are different problems." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Both can OOM, but tensor-parallel load OOM and int4 quantization reserved-memory regression have different root causes." + "reason": "Both mention OOM, but one is tensor-parallel model loading and the other is int4 quantization memory regression; different root causes." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Runtime special-token post-processor update bug is unrelated to Gemma3 mixed-length NaN embeddings." + "reason": "Runtime special-token post-processor update bug is unrelated to Gemma3 NaN embeddings." }, { "left": "issue:45406", "right": "issue:46701", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to DiffusionGemma image-text-to-text pipeline failure." - }, - { - "left": "issue:45372", - "right": "issue:45406", - "accept": false, - "reason": "Gemma 4 processor loading import error and Gemma4Processor missing _tokenizer are different failures." + "reason": "Gemma4Processor missing _tokenizer in serve and DiffusionGemma pipeline output issue are not the same bug." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 is not the same as AutoTokenizer ignoring tokenizer.json from the repository." - }, - { - "left": "issue:45412", - "right": "issue:46369", - "accept": false, - "reason": "RT-DETR memory leak and Sam3-litetext memory overflow are different memory issues in different models." + "reason": "Tokenizer decoder-type mismatch in v5 and ignoring tokenizer.json are both tokenizer-related, but they are separate loading/serialization bugs." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading and bfloat16 dtype mismatches are unrelated." + "reason": "SigLIP2 inference quality regression and RT-DETR memory leak have no shared code-path." }, { "left": "issue:45372", - "right": "issue:45459", - "accept": false, - "reason": "Gemma 4 import failure from mistral_common and protobuf decode-error masking affect different tokenizer/processor paths." - }, - { - "left": "issue:27957", - "right": "issue:33290", - "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and Adafactor+DeepSpeed OOM are unrelated." - }, - { - "left": "issue:43526", - "right": "issue:45834", + "right": "issue:45406", "accept": false, - "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 long OCR index error are unrelated." + "reason": "Both involve Gemma4, but one is an import dependency failure and the other is a missing processor attribute; too different to merge." }, { - "left": "issue:27957", - "right": "issue:29127", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and LayoutLMv3 error messaging have no common underlying bug." + "reason": "FastSpeech2ConformerTokenizer load failure and dtype mismatches in inference are unrelated." }, { - "left": "issue:43526", - "right": "issue:46693", + "left": "issue:45412", + "right": "issue:46369", "accept": false, - "reason": "Label reduction bug and FA2 long-context performance regression are unrelated." + "reason": "RT-DETR garbage-collection memory leak is unrelated to SAM3 litetext memory overflow." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "DeepSpeed Adafactor OOM and Llama 3.2 Vision loading breakage are different issues." + "reason": "Gemma4 import failure and protobuf-related tokenizer error masking are different bug classes." } ] }, @@ -10780,27 +10728,26 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:27957", + "issue:29127", "issue:29870", "issue:33290", + "issue:34689", "issue:35141", "issue:42175", "issue:42490", "issue:42915", "issue:43262", - "issue:43316", "issue:43334", "issue:43381", - "issue:43493", - "issue:43525", + "issue:43526", "issue:43531", "issue:43646", "issue:43720", "issue:43761", "issue:43824", - "issue:43827", "issue:43873", "issue:43931", "issue:43994", @@ -10813,7 +10760,6 @@ "issue:44743", "issue:44811", "issue:44857", - "issue:44871", "issue:44898", "issue:44977", "issue:45003", @@ -10822,22 +10768,29 @@ "issue:45381", "issue:45440", "issue:45588", + "issue:45834", "issue:45859", "issue:46121", "issue:46234", "issue:46369", "issue:46399", "issue:46640", + "issue:46693", "issue:46821" ], "soft_pairs": [ - "issue:43824|issue:44279", + "issue:27957|issue:33290", + "issue:27957|issue:29127", + "issue:43526|issue:45834", + "issue:33290|issue:34689", "issue:33290|issue:35141", + "issue:43824|issue:44279", + "issue:43526|issue:46693", "issue:44857|issue:45588", - "issue:42915|issue:43931", - "issue:43994|issue:46369", "issue:43334|issue:43531", "issue:45250|issue:46640", + "issue:42915|issue:43931", + "issue:43994|issue:46369", "issue:43381|issue:43873", "issue:45588|issue:46821", "issue:46121|issue:46399", @@ -10849,199 +10802,238 @@ "issue:44442|issue:44898", "issue:43262|issue:44206", "issue:42490|issue:44743", - "issue:43720|issue:44442", "issue:27957|issue:29870", + "issue:43720|issue:44442", "issue:42175|issue:46234", "issue:44077|issue:44479", - "issue:43316|issue:43525", - "issue:45003|issue:45440", - "issue:43493|issue:43827", - "issue:43873|issue:44871" + "issue:45003|issue:45440" ], - "prepared_review_unit_hash": "016d4ef93c18ed0e53b698668ddf457eeb8b7b110b0c1b2dc075698bf883e5f2", + "prepared_review_unit_hash": "485c3fe4011d19692c880f30395fb33b7a075ffbec36a771afde921f80cb4d15", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 34814, - "estimated_input_tokens": 8704, - "estimated_eval_tokens": 17664 + "soft_pair_count": 28, + "serialized_chars": 35383, + "estimated_input_tokens": 8846, + "estimated_eval_tokens": 17948 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is largely heterogeneous: the soft pairs look like distinct bugs or regressions in different code paths, so I would reject every soft edge. There are no pull requests in the cluster. If one issue has to serve as a representative, 43873 is the most central/active item, but it is not a true duplicate umbrella for the rest.", - "confidence": 0.41, - "canonical_issue_reason": "issue:43873 is the best representative only because it is active, has inbound references, and describes a broad runtime behavior regression; however, the cluster does not form one coherent duplicate set.", + "summary": "These issues are mostly unrelated, model-specific regressions and integration bugs. The apparent similarities are usually just shared buzzwords (Flash Attention, Qwen, vision, offload, etc.), not the same concrete failure, so the soft matches should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue cleanly represents this heterogeneous set. If forced to pick an anchor, issue:46640 is the broadest flash-attention-related item, but it is not a true duplicate hub for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most suitable issue to anchor triage because it is open, discussion-heavy, and broader than the other items, which are mostly isolated model/config regressions.", + "best_issue_reason": "There is no strong global best issue because the items do not describe one underlying bug. Issue:46640 is only the closest broad representative, not a valid duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:27957", + "right": "issue:33290", "accept": false, - "reason": "One is a Qwen2.5-VL import error; the other is a vague dependency issue. No shared failing code path." + "reason": "XLM-RoBERTa/Flash Attention vs Adafactor OOM in DeepSpeed are unrelated failures." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:27957", + "right": "issue:29127", "accept": false, - "reason": "AdaFactor/DeepSpeed OOM and embedding reinitialization in post_init are unrelated bugs." + "reason": "Flash Attention support and LayoutLMv3 error-message clarity are different problems." }, { - "left": "issue:44857", - "right": "issue:45588", + "left": "issue:43526", + "right": "issue:45834", "accept": false, - "reason": "Different failures in different subsystems: LwDETR AMP/CUDA loss vs flash-attention sink-less model crash." + "reason": "Different image-processing bugs: label reduction vs long OCR index overflow." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:33290", + "right": "issue:34689", "accept": false, - "reason": "Qwen3MoE FP8 config failure and Qwen3-VL weight-shape mismatch are distinct model-loading problems." + "reason": "DeepSpeed optimizer OOM and Llama 3.2 Vision load breakage are unrelated." }, { - "left": "issue:43994", - "right": "issue:46369", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "SigLIP2 incorrect outputs and SAM3 memory overflow are different models and different symptoms." + "reason": "Optimizer memory usage and embedding reinitialization are separate code paths." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "Missing pad_token_id in Qwen3-VL config is not the same as a sliding_window issue in Qwen3-MoE." + "reason": "ImportError for a specific model class vs a generic dependency issue are not the same bug." }, { - "left": "issue:45250", - "right": "issue:46640", + "left": "issue:43526", + "right": "issue:46693", "accept": false, - "reason": "Both mention Flash Attention 2, but the titles are too generic to show the same concrete bug." + "reason": "Image processor label handling and FA2 long-context performance regression are different issues." }, { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:44857", + "right": "issue:45588", "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization/offloading behavior are separate mechanisms." + "reason": "AMP/CUDA loss crash is unrelated to flash_attention sink-less AttributeError." }, { - "left": "issue:45588", - "right": "issue:46821", + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL and Qwen3-MoE sliding_window behavior are different bugs." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention, but one is a generic title and the other is a specific sink-less-model crash; not the same defect." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3MoE and Qwen3-VL shape mismatch are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 incorrect outputs and sam3-litetext memory overflow are different model-specific problems." + }, + { + "left": "issue:43381", + "right": "issue:43873", "accept": false, - "reason": "A flash-attention AttributeError and a TimesFM window_size AttributeError are unrelated failures." + "reason": "Gradient checkpointing in eval mode and quantization offloading are separate behaviors." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "Rope-validation TypeError and Qwen3.5 apply_rotary_pos_emb registration failure are different code paths." + "reason": "Rope-params JSON-list TypeError and missing decorator in Qwen3.5 kernels are unrelated." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL regressions, but one is batched chat-template padding and the other is video vision_position_ids." + "reason": "Batched chat-template crash and wrong vision_position_ids are both VL-related but distinct bugs." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "A broad v5 custom-init break and a patchtsmixer post_init policy issue are not the same concrete change." + "reason": "Custom model init regression and patchtsmixer post_init policy are not the same underlying change." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure and category-count overflow are unrelated." + "reason": "Qwen3.5 flash-attention generation failure and category-count limit are unrelated." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are unrelated." + "reason": "CLIP hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are different code paths." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode skip_special_tokens are different features." + "reason": "Qwen3.5 recurrent-state caching and Whisper batch_decode skip_special_tokens are unrelated." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure and Perceiver non-default resolution failure are unrelated." + "reason": "Tokenizer loading failure and Perceiver image-resolution failure are different subsystems." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "Audio chat-template sampling-rate default and LaserFeatureExtractor center-arg crash are different audio bugs." + "reason": "BitNet packed-weight loading and tokenizer loading are not the same bug." }, { - "left": "issue:42490", - "right": "issue:44743", + "left": "issue:42175", + "right": "issue:46234", "accept": false, - "reason": "Local-path import warning and Qwen3.5 recurrent-state reset do not share a code path." + "reason": "Missing TensorFlow backend in extras and missing import_utils helper are unrelated dependency issues." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen video-input regression are different defects." + }, + { + "left": "issue:45003", + "right": "issue:45440", "accept": false, - "reason": "BitNet packed-weight loading and tokenizer loading are unrelated." + "reason": "Unsafe sys.modules access and DeepSeekV3MoE divergence are unrelated implementation bugs." }, { "left": "issue:27957", "right": "issue:29870", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and BART generate() decoder_attention_mask error are distinct issues." + "reason": "Flash Attention on XLM-RoBERTa and BART decoder_attention_mask error are different generation/model issues." }, { - "left": "issue:42175", - "right": "issue:46234", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "Torch-only install backend packaging and missing import_utils symbol are not the same bug." + "reason": "BitNet accelerate-loading bug does not match FastSpeech2Conformer tokenizer loading failure." }, { - "left": "issue:44077", - "right": "issue:44479", + "left": "issue:43262", + "right": "issue:44206", "accept": false, - "reason": "PatchTSMixer post_init policy and Qwen multi-VL video regression are unrelated." + "reason": "Audio processor chat-template sampling-rate default and LasrFeatureExtractor center-arg crash are unrelated." }, { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:42490", + "right": "issue:44743", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and Llama4Config missing pad_token_id are separate model config mismatches." + "reason": "Local-path import warning and Qwen3.5 recurrent-state reset are not the same issue." }, { - "left": "issue:45003", - "right": "issue:45440", + "left": "issue:27957", + "right": "issue:29870", "accept": false, - "reason": "sys.modules access safety and DeepSeekV3MoE divergence are different problems." + "reason": "Both mention generation, but the model families and failure modes differ completely." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "SigLIP2 implementation mismatch and outdated docs referencing pipeline() are unrelated." + "reason": "No shared concrete bug; one is loading packed weights, the other tokenizer class resolution." }, { - "left": "issue:43873", - "right": "issue:44871", + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Extras-install backend omission and missing availability helper are distinct packaging problems." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Different Qwen/video and patchtsmixer issues with no shared failing code path." + }, + { + "left": "issue:45003", + "right": "issue:45440", "accept": false, - "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id configuration are different issues." + "reason": "General modeling_utils import safety and DeepSeek model divergence are not duplicates." } ] }, @@ -11063,7 +11055,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:16998", "issue:22355", @@ -11077,6 +11069,8 @@ "issue:43295", "issue:43316", "issue:43388", + "issue:43493", + "issue:43525", "issue:43550", "issue:43575", "issue:43606", @@ -11086,6 +11080,8 @@ "issue:43749", "issue:43761", "issue:43825", + "issue:43827", + "issue:43873", "issue:43931", "issue:44062", "issue:44079", @@ -11093,7 +11089,6 @@ "issue:44190", "issue:44442", "issue:44496", - "issue:44521", "issue:44855", "issue:44871", "issue:44913", @@ -11101,7 +11096,6 @@ "issue:45137", "issue:45216", "issue:45325", - "issue:45584", "issue:45698", "issue:45759", "issue:45803", @@ -11110,10 +11104,12 @@ "issue:46506", "issue:46697", "issue:46829", - "issue:46932", - "issue:47217" + "issue:46932" ], "soft_pairs": [ + "issue:43493|issue:43827", + "issue:43316|issue:43525", + "issue:43873|issue:44871", "issue:44062|issue:45907", "issue:44855|issue:45137", "issue:43643|issue:44913", @@ -11125,213 +11121,217 @@ "issue:43931|issue:45216", "issue:43701|issue:46506", "issue:42617|issue:43575", - "issue:44442|issue:45803", "issue:43550|issue:43701", + "issue:44442|issue:45803", "issue:43232|issue:43388", "issue:43575|issue:43742", "issue:43761|issue:44079", "issue:27957|issue:32090", - "issue:43761|issue:44188", "issue:43606|issue:43701", + "issue:43761|issue:44188", "issue:25251|issue:28282", "issue:46829|issue:46932", "issue:42907|issue:45698", "issue:16998|issue:22355", "issue:43295|issue:44871", - "issue:43295|issue:43825", - "issue:44521|issue:47217", - "issue:44871|issue:45584" + "issue:43295|issue:43825" ], - "prepared_review_unit_hash": "44d4d6a34413369cb5529a4dfa3d30349466cc5748d969bff6f2217475d92dc2", + "prepared_review_unit_hash": "15a45a5f4361d7e1e71d2ac3815e0166e0d13dc221d0b7d9e59e4646978d884a", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35292, - "estimated_input_tokens": 8823, - "estimated_eval_tokens": 17902 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36166, + "estimated_input_tokens": 9042, + "estimated_eval_tokens": 18340 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items span many unrelated bugs and regressions, with no soft pair looking like the same underlying change strongly enough to merge. I\u2019d keep the cluster anchored on the most actionable, high-signal issue rather than treating any pair as duplicates.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43749 stands out as the clearest high-signal regression: it has the most discussion and inbound references, and the title points to a concrete broken feature rather than a vague environment or usage question.", + "summary": "No soft pair looks like a true duplicate: most pairs are broad topic matches at best, but they describe different code paths, models, or failure modes. If one issue has to serve as the representative anchor for this set, #43749 is the strongest candidate because it has the most discussion and inbound references and reports a concrete high-impact loading bug.", + "confidence": 0.94, + "canonical_issue_reason": "#43749 is the most representative issue in this set: highest engagement, multiple inbound references, and a concrete reproducible bug in model loading/offloading behavior.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best active triage anchor because it is open, has multiple inbound references, and describes a specific reproducible multimodal API failure.", + "best_issue_reason": "#43749 is the best single issue to anchor triage here because it has the clearest signal of impact and cross-references; however, it is not a duplicate of the other issues in the list.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "One is SigLIP2 implementation parity; the other is v5 docs still referencing removed pipelines. Different problem and fix." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config API issues, but they concern different models and different missing fields/attributes." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior vs Gemma eos_token_id config mismatch; not the same bug." + }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "Different code paths: tokenizer AddedToken keyword collision vs list_repo_files not forwarding revision; unrelated bugs." + "reason": "Tokenizer AddedToken keyword collision is unrelated to Hub file listing forwarding revision." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 torch.jit parsing/import error vs DeepSpeed ZeRO3 deque underflow; no shared underlying defect." + "reason": "Python 3.13 import/parsing failure is unrelated to DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "One is missing fields from AutoConfig with trust_remote_code, the other is GPTNeoX config reload losing rotary_pct; different config bugs." + "reason": "Remote-code config field loss vs GPTNeoX rotary_pct not persisting on reload; different code paths." }, { "left": "issue:45325", "right": "issue:46697", "accept": false, - "reason": "Qwen2.5-VL rope/temporal position scaling issue vs Swin2SR over-padding in image processor; different preprocessing logic." + "reason": "Qwen2.5-VL rope indexing bug is unrelated to Swin2SR image padding behavior." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Gemma3TextConfig API discrepancy vs Qwen multimodal from_config text_config unwrapping; different model families and failure modes." + "reason": "Gemma3TextConfig API discrepancy vs Qwen multimodal config unwrapping; different model/config handling." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM efficient loading regression is unrelated to a model-specific weight shape mismatch on load." + "reason": "General FSDP CPU RAM loading breakage vs a specific Qwen3-VL shape-mismatch load error." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Loading a specific model on transformers>=5.1.0 vs tensorflow_text backend mapping error; no common bug." + "reason": "Model load regression for physical-intelligence/fast vs backend mapping error for tensorflow_text; unrelated." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Dataset loading in an example script vs AutoTokenizer rejecting an unrecognized model config; unrelated entry points." + "reason": "Dataset loading in training script vs unrecognized model/config loading; different failure surfaces." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Model weight shape mismatch on load vs corrupted save_pretrained checkpoint output; distinct load/save bugs." + "reason": "Weight-shape mismatch on load vs save_pretrained checkpoint regression; opposite operations and different defects." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "resume_from_checkpoint key mismatch vs CPU/CUDA output divergence in PPDocLayoutV3; unrelated." + "reason": "Checkpoint resume key mismatch is unrelated to CPU/CUDA result divergence in PPDocLayoutV3." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "Failure to run a parallel script vs OOM when loading a large model with tensor parallelism; same broad area, different problem." + "reason": "3D parallel script failure is not the same as TP loading OOM for Qwen2-57B." }, { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "Tokenizer loading failure vs bare except swallowing interrupts in Fuyu tensor conversion; unrelated." + "reason": "torch.compile/SDPA failure for Bamba is unrelated to resume_from_checkpoint key mismatch." }, { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "torch.compile SDPA issue in Bamba vs checkpoint resume key mismatch; different subsystems." + "reason": "AutoTokenizer loading failure for one tokenizer vs bare-except error handling in Fuyu batch conversion." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs sync-gpus issue vs gather_for_metrics dropping tuple labels; different distributed-training bugs." + "reason": "Generation kwargs sync issue is unrelated to gather_for_metrics dropping tuple labels." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "OOM loading a large Qwen model vs key error loading MobileLLM-125M; not the same underlying issue." + "reason": "OOM when tensor-parallel loading a large model vs key error loading a small MobileLLM model." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "CLIPVisionModel hidden_states regression vs ModelOutput key assignment behavior when previous key is None; separate output-structure bugs." + "reason": "CLIPVisionModel hidden_states omission is not the same as ModelOutput key assignment after None." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta vs Trainer broadcast TypeError on None; unrelated." + "reason": "Flash Attention 2 model support issue vs Trainer broadcast TypeError; different subsystems." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:43606", + "right": "issue:43701", "accept": false, - "reason": "Missing hidden_states output vs attention kernel divergence under torch.compile; different code paths." + "reason": "CPU offload device mismatch is unrelated to checkpoint resume key mismatch." }, { - "left": "issue:43606", - "right": "issue:43701", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "CPU offload device mismatch in bark-small vs resume_from_checkpoint key mismatch; unrelated." + "reason": "Hidden states bug in CLIPVisionModel is unrelated to torch.compile attention-kernel divergence." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "pipeline top_k output shape regression vs missing PyTorch dependency error; unrelated." + "reason": "Pipeline top_k output shape bug is unrelated to missing PyTorch dependency import error." }, { "left": "issue:46829", "right": "issue:46932", "accept": false, - "reason": "VideoPrism hidden_states misassignment vs Gemma4 quantized embedder dtype casting fix; distinct model internals." + "reason": "VideoPrism output-field mixup is unrelated to Gemma4 quantized embedder dtype casting." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Saving dequantized models correctly vs loading the wrong custom module after save_pretrained; both serialization-related but not the same bug." + "reason": "Saving dequantized Ministrals/Devstrals is a different bug from loading the wrong custom module after save_pretrained." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "model_max_length question for DeBERTa-V3 vs missing transformers.onnx module import; unrelated." + "reason": "model_max_length question for DeBERTa-V3 is unrelated to missing transformers.onnx module." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "processor.tokenizer/image-to-tokenizer regression vs Gemma-3 eos_token_id config mismatch; separate regression and config issues." + "reason": "Processor/tokenizer regression in v4.57.5 is unrelated to Gemma eos_token_id inconsistency." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Custom multimodal processor regression vs pipeline error message about translation support in v5; different user-facing failures." - }, - { - "left": "issue:44521", - "right": "issue:47217", - "accept": false, - "reason": "Both involve multimodal prompting, but one is all-zero assistant masks and the other is failure when an image placeholder appears in user text; not clearly the same defect." - }, - { - "left": "issue:44871", - "right": "issue:45584", - "accept": false, - "reason": "Gemma-3 eos_token_id inconsistency vs Whisper empty transcription after special-token alignment; unrelated special-token bugs." + "reason": "Custom processor/tokenizer regression is unrelated to the v5 translation-support error message." } ] }, @@ -11353,7 +11353,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:43065", "issue:43316", @@ -11362,8 +11362,6 @@ "issue:43441", "issue:43452", "issue:43504", - "issue:43525", - "issue:43531", "issue:43540", "issue:43572", "issue:43646", @@ -11374,6 +11372,7 @@ "issue:44464", "issue:44496", "issue:44514", + "issue:44521", "issue:44534", "issue:44610", "issue:44617", @@ -11385,6 +11384,7 @@ "issue:45200", "issue:45381", "issue:45542", + "issue:45584", "issue:45600", "issue:45632", "issue:45698", @@ -11404,217 +11404,224 @@ "issue:47217" ], "soft_pairs": [ + "issue:44871|issue:45584", + "issue:44521|issue:47217", "issue:46234|issue:46291", "issue:43316|issue:43716", "issue:43316|issue:46821", - "issue:44464|issue:46421", "issue:43646|issue:44913", "issue:44077|issue:44534", + "issue:44464|issue:46421", "issue:43452|issue:44496", "issue:44871|issue:46050", "issue:45803|issue:46365", "issue:44162|issue:44792", "issue:43404|issue:43441", "issue:44242|issue:46894", - "issue:43065|issue:44617", "issue:45632|issue:46424", - "issue:43572|issue:46178", + "issue:43065|issue:44617", "issue:43540|issue:44514", - "issue:44610|issue:46369", + "issue:43572|issue:46178", "issue:45381|issue:47217", "issue:45542|issue:46234", + "issue:44610|issue:46369", "issue:44792|issue:45600", + "issue:44792|issue:44977", "issue:43504|issue:45698", "issue:45803|issue:46170", - "issue:44792|issue:44977", "issue:43352|issue:46640", - "issue:45127|issue:45200", - "issue:43525|issue:43531" + "issue:45127|issue:45200" ], - "prepared_review_unit_hash": "984f8bae52e47fe474a4bef743abbcf8453bdf95ec2cf5f379d20f669cfeb9e5", + "prepared_review_unit_hash": "07a29c97b70dd54b1f6302a26acac186562149055c2ca36cadfcc3cca0358095", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 34753, - "estimated_input_tokens": 8689, - "estimated_eval_tokens": 17634 + "soft_pair_count": 27, + "serialized_chars": 35087, + "estimated_input_tokens": 8772, + "estimated_eval_tokens": 17800 }, "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 issue reports with superficial keyword overlap (FlashAttention, cache/save/load, multimodal/VL, v5 regressions). I do not see any strong duplicate pairs; all soft edges should be rejected.", - "confidence": 0.44, - "canonical_issue_reason": "issue:43646 is the broadest umbrella-style Transformers v5 regression in the set, so it is the closest single representative, though the cluster is fairly heterogeneous.", + "summary": "The cluster is heterogeneous: most items are model-specific regressions, config-load issues, or unrelated dependency failures. No soft edge looks like a true duplicate, so all candidate pairs are rejected. The closest thing to an umbrella issue is the broad Transformers v5 custom-model initialization regression.", + "confidence": 0.39, + "canonical_issue_reason": "issue:43646 is the broadest representative: it describes a general Transformers v5 initialization break, while most other items are narrower model- or feature-specific regressions.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the most concrete and well-scoped core loading bug, with strong discussion/inbound references, making it the best standalone issue to anchor triage if one item must be chosen.", + "best_issue_reason": "issue:43646 has the widest scope and best captures the cluster\u2019s general v5-regression theme, even though the cluster is not actually a clean duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Different bugs: Gemma eos_token_id config mismatch vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:44521", + "right": "issue:47217", + "accept": false, + "reason": "Both are multimodal template issues, but one is assistant-mask generation and the other is image-placeholder handling; not the same bug." + }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Both involve optional dependencies, but one is a missing utility symbol and the other is a pipelines import failure tied to kernels version/revision requirements; different code paths." + "reason": "Different dependency problems: missing import_utils helper vs kernels version/revision requirement when importing pipelines." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API mismatch and Mistral-3 image preprocessor dtype mismatch are unrelated bugs in different subsystems." + "reason": "Unrelated: Gemma3TextConfig API discrepancy vs Mistral-3 image preprocessor/model dtype mismatch." }, { "left": "issue:43316", "right": "issue:46821", "accept": false, - "reason": "Config API discrepancy for Gemma3TextConfig is not the same as TimesFM window_size raising AttributeError." - }, - { - "left": "issue:44464", - "right": "issue:46421", - "accept": false, - "reason": "Both mention chunked/compiled execution, but one is inconsistent generation outputs and the other is cache lazy init causing recompilation; not the same bug." + "reason": "Different config/API issues with no shared code-path." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "A broad v5 custom initialization regression is different from GPTNeoX rotary_pct not persisting on reload." + "reason": "Both involve config behavior, but custom model initialization breakage and GPTNeoX rotary_pct persistence are separate issues." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Optional post_init validation for patchtsmixer and non-persistent buffer junk-fill are separate v5 issues with different failure modes." + "reason": "Different v5 regressions: optional post_init enforcement vs junk-filled non-persistent buffers." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked/compiled behavior, but one is inconsistent generation and the other is spurious recompilation from lazy cache init." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "gguf_file loading breakage and unrecognized-model/model_type errors are both loading problems but not the same underlying code-path." + "reason": "Both are load failures, but gguf_file handling and missing model_type are different root causes." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Gemma-3 eos_token_id inconsistency and sinq quantized save/load breakage concern different model metadata and serialization flows." + "reason": "Different serialization/config problems: eos_token_id mismatch vs quantized model save/load corruption." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except in a tensor conversion helper and Trainer import failure due to datasets are unrelated." + "reason": "Unrelated: exception-swallowing in tensor conversion vs Trainer import conflict with datasets." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage and a janus image-generation test failure are different models and different failures." + "reason": "Both are model-specific failures, but they affect different models and code paths." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Weight tying in Mistral3ForConditionalGeneration is a different problem from Ministral-3 FlashAttention compatibility." + "reason": "Different problems: tied lm_head weights vs FlashAttention support/runtime failure." }, { "left": "issue:44242", "right": "issue:46894", "accept": false, - "reason": "Load-balancing loss omission when output_router_logits=False is not the same as the CohereASR double-shift training-loss bug." - }, - { - "left": "issue:43065", - "right": "issue:44617", - "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are not the same issue; one is architectural, the other resource usage." + "reason": "Different loss-calculation bugs in different models; only loosely similar by topic." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Trust-remote-code cache path collisions and max_cache_length only applying to Quantized Cache are separate cache/config bugs." + "reason": "Different cache bugs: local trust_remote_code path collision vs max_cache_length being ignored except for quantized cache." }, { - "left": "issue:43572", - "right": "issue:46178", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "StableLmConfig missing pad_token_idx and a backend mapping error for tensorflow_text are unrelated config vs import/backend issues." + "reason": "Sam3PixelDecoder dummy Conv2d and Sam3Video OOM are not the same underlying bug." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and Qwen2_5_VLProcessor batched chat-template crash have different entrypoints and failure conditions." + "reason": "Both are multimodal input issues, but video input validation and batched chat-template padding failure are distinct." }, { - "left": "issue:44610", - "right": "issue:46369", + "left": "issue:43572", + "right": "issue:46178", "accept": false, - "reason": "OmDet-Turbo input-size mismatch and Sam3-litetext memory overflow are different symptoms and different model pipelines." + "reason": "Different dependency/config failures: missing pad_token_idx vs unsupported tensorflow_text backend registration." }, { "left": "issue:45381", "right": "issue:47217", "accept": false, - "reason": "Wrong vision_position_ids for Qwen2.5-VL video inputs is not the same as image-placeholder handling in user text for VL models." + "reason": "Both are VL input-position related, but video vision_position_ids and image-placeholder placement are separate defects." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "TensorBoard without TensorFlow causing backend errors and a missing import_utils availability helper are different dependency issues." + "reason": "Different optional-dependency issues: TensorFlow backend detection vs missing falcon_mamba_ssm helper." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Different SAM3-family problems: processor/model size mismatch vs memory overflow." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "A janus generation test failure and auto_mappings still referencing removed Sam3LiteText configs are separate CI breakages." + "reason": "Separate CI/model issues: janus image-generation test failure vs stale auto_mappings reference." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation-related, but janus image generation and Qwen3.5 flash-attention behavior are different bugs." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Legacy-field loading failure for BEiT semantic segmentation and wrong custom-module restoration after save_pretrained are distinct load-time bugs." + "reason": "Both concern loading/saving, but legacy-field preset loading and wrong custom-module resolution are distinct root causes." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Swallowing KeyboardInterrupt in a tensor conversion helper and a Windows/ROCm torch.distributed import problem are unrelated." - }, - { - "left": "issue:44792", - "right": "issue:44977", - "accept": false, - "reason": "Janus test failure and Qwen3.5 FlashAttention generation problems are different models and different code paths." + "reason": "Different failure modes: broad exception swallowing vs Windows/ROCm import error from torch.distributed dependency." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "NemotronHForCausalLM not supporting FlashAttention 2 yet is a specific model capability issue; the other is a generic flash-attention report without evidence of the same root cause." + "reason": "Both mention Flash Attention 2, but they are different model-specific support issues." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merge collapse with extended vocabulary and Gemma 4 mm_token_type_ids defaults are unrelated training/config bugs." - }, - { - "left": "issue:43525", - "right": "issue:43531", - "accept": false, - "reason": "Missing pad_token_id in Llama4Config and Qwen3-MoE sliding_window issues are separate config/runtime problems." + "reason": "Different bugs: LoRA merge with extended vocab and tied embeddings vs Gemma 4 mm_token_type_ids defaulting." } ] }, @@ -11636,7 +11643,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:25251", "issue:27957", @@ -11647,6 +11654,8 @@ "issue:43335", "issue:43388", "issue:43475", + "issue:43525", + "issue:43531", "issue:43644", "issue:43650", "issue:43673", @@ -11671,13 +11680,11 @@ "issue:45072", "issue:45245", "issue:45406", - "issue:45563", "issue:45584", "issue:45588", "issue:45632", "issue:46082", "issue:46202", - "issue:46421", "issue:46617", "issue:46693", "issue:46697", @@ -11691,221 +11698,208 @@ "issue:43650|issue:46202", "issue:44479|issue:47217", "issue:44534|issue:44913", - "issue:41950|issue:43475", - "issue:43673|issue:44743", + "issue:43525|issue:43531", "issue:35141|issue:42490", + "issue:43673|issue:44743", + "issue:41950|issue:43475", "issue:43388|issue:43688", "issue:44190|issue:44964", "issue:46693|issue:47217", "issue:44855|issue:45588", "issue:29870|issue:35141", - "issue:45632|issue:46617", "issue:44869|issue:46832", - "issue:45072|issue:46932", - "issue:45245|issue:46858", - "issue:46082|issue:46697", + "issue:45632|issue:46617", "issue:44734|issue:45406", + "issue:45245|issue:46858", + "issue:45072|issue:46932", "issue:43827|issue:43994", + "issue:46082|issue:46697", "issue:43644|issue:44913", - "issue:44617|issue:45584", - "issue:25251|issue:27957", "issue:43335|issue:44855", + "issue:25251|issue:27957", + "issue:44617|issue:45584", "issue:43931|issue:44060", "issue:44077|issue:44877", - "issue:44242|issue:46897", - "issue:43673|issue:46421", - "issue:45563|issue:45584" + "issue:44242|issue:46897" ], - "prepared_review_unit_hash": "3fc661e55383163d92f56ffc4a51bd854b8e5b2c9c15c537f43858f8d9c19f66", + "prepared_review_unit_hash": "8c54341c0e54273fa1826598030cffcb27b09702185c136c6f75d9b23dad25b0", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36001, - "estimated_input_tokens": 9001, - "estimated_eval_tokens": 18258 + "soft_pair_count": 26, + "serialized_chars": 35672, + "estimated_input_tokens": 8918, + "estimated_eval_tokens": 18092 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The proposed soft edges are mostly false positives: the paired issues touch different models, pipelines, cache behaviors, config bugs, or docs, and do not describe the same underlying bug/change. I do not see a clear canonical issue or PR for this set because the items are heterogeneous and none of the candidate pairs are strong duplicates.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "This set is mostly a grab-bag of distinct issues rather than true duplicates. I did not find any soft pair that clearly shares the same underlying bug/change, so all soft edges are rejected. I picked the most current, high-signal regression report as the canonical issue.", + "confidence": 0.84, + "canonical_issue_reason": "issue:46693 is a broad, well-scoped, currently active regression report with clear performance impact and discussion activity, making it the best representative issue in this mixed set.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:46693 is the strongest standalone issue here: it is specific, actionable, and has the most obvious user impact among the listed issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "Unrelated topics: one is a vague data request, the other is a Gemma pipeline roundtrip tokenizer edge case. No shared code path or concrete duplicate bug." + "reason": "Unrelated: one is an empty/placeholder issue, the other is a Gemma pipeline roundtrip bug." }, { "left": "issue:44479", "right": "issue:47217", "accept": false, - "reason": "Different regressions: v5.3.0 video-input model-family issue versus VL placeholder handling in user text. Similar domain, but not the same bug." + "reason": "Both are VL-related, but the failures differ: video-input regression vs placeholder-in-user-text handling." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Both mention v5/config behavior, but one is about non-persistent buffers being initialized with junk and the other about GPTNeoXConfig rotary_pct not persisting on reload. Different failure modes and code paths." + "reason": "Different bugs: non-persistent buffer initialization versus GPTNeoX config reload behavior." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different model/config paths: missing pad token attribute in Llama4Config vs sliding_window handling in Qwen3-MoE." + }, + { + "left": "issue:35141", + "right": "issue:42490", "accept": false, - "reason": "Video-classification pipeline processor lookup is unrelated to SAM3 vision encoder missing fpn_position_embeddings. Different subsystems and fixes." + "reason": "Resizing embeddings reinitialization is unrelated to local-path import warning behavior." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Chunked-prefill cache absence in GenerationMixin is not the same as recurrent states resetting in modular_qwen3_5.py. Different mechanisms and models." + "reason": "Both involve cache/state, but one is chunked_prefill cache handling and the other is recurrent-state reset in modular Qwen code." }, { - "left": "issue:35141", - "right": "issue:42490", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "One is token embedding reinitialization after resize; the other is trust_remote_code path normalization with trailing slash. No overlap beyond generic loading behavior." + "reason": "Different subsystems and symptoms: video-classification processor lookup vs SAM3 vision encoder output attributes." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Both concern training/metrics/losses, but one is gather_for_metrics truncating tuple labels and the other is auxiliary loss normalization in MoE models. Distinct bugs." + "reason": "Evaluation label truncation and auxiliary-loss normalization are different code paths and bug classes." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading in an image-classification script is unrelated to multimodal model loading failure for Phi-4. Different surfaces and root causes." + "reason": "A local dataset loader script issue is not the same as a multimodal model loading failure." }, { "left": "issue:46693", "right": "issue:47217", "accept": false, - "reason": "Performance regression with FA2 long-context generation is not the same as VL image-placeholder-in-user-text failures. Shared broad area only." + "reason": "Performance regression in FA2 long-context generation is unrelated to image-placeholder parsing in VL text." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 IndentationError from torch.jit parsing is unrelated to flash_attention.py crashing on s_aux=None. Completely different code paths." + "reason": "Python 3.13 import parsing error is unrelated to flash_attention crash on sink-less models." }, { "left": "issue:29870", "right": "issue:35141", "accept": false, - "reason": "BART generate() decoder_attention_mask bug and embedding reinitialization after resize are different model-generation issues with no common fix." - }, - { - "left": "issue:45632", - "right": "issue:46617", - "accept": false, - "reason": "Both involve trust_remote_code/local cache, but one is a cache-path collision for same leaf names and the other is FileNotFoundError loading from cache. Related area, not same bug." + "reason": "Generate-time decoder_attention_mask bug is unrelated to output-embedding reinitialization after resize." }, { "left": "issue:44869", "right": "issue:46832", "accept": false, - "reason": "Whisper trailing replacement-character crash and RT-DETR feature-level mismatch are unrelated decoding vs model-forward issues." + "reason": "Whisper timestamp decoding and RT-DETR feature-level handling are unrelated failures." }, { - "left": "issue:45072", - "right": "issue:46932", + "left": "issue:45632", + "right": "issue:46617", "accept": false, - "reason": "Both mention dtype issues in multimodal models, but one is a CI inference mismatch and the other is quantized Gemma4 vision/audio embedder casting. Not the same code path." + "reason": "Both concern trust_remote_code cache behavior, but one is a leaf-directory collision and the other is a file-not-found cache failure; different root causes." }, { - "left": "issue:45245", - "right": "issue:46858", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "Category-count limit error and device-tensor seq_length arithmetic bug are unrelated. No shared underlying defect." + "reason": "KV-cache continuation indexing in serve is unrelated to Gemma4Processor missing _tokenizer." }, { - "left": "issue:46082", - "right": "issue:46697", + "left": "issue:45245", + "right": "issue:46858", "accept": false, - "reason": "LlamaConfig head_dim validation and Swin2SR over-padding are different config vs preprocessing bugs." + "reason": "Category-cardinality limits and static-cache slice arithmetic are different bugs." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:45072", + "right": "issue:46932", "accept": false, - "reason": "KV cache continuation indexing bug in serve is unrelated to Gemma4Processor missing _tokenizer. Different components and symptoms." + "reason": "Both are dtype-related, but they affect different models and code paths; not the same fixable bug." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still referencing pipeline() after removals is documentation cleanup, while SigLIP2 AutoModel/pipeline nonsense output is a runtime model/processor issue. Not duplicates." + "reason": "Docs still referencing pipeline() is not the same as a runtime AutoModel/pipeline correctness issue." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Config validation for head_dim is unrelated to Swin2SR over-padding." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffers filled with junk is not the same as rotary_pct silently resetting on config reload. Related to serialization only at a high level." + "reason": "Non-persistent buffers filled with junk and rotary_pct reload reverting are separate configuration/runtime bugs." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:43335", + "right": "issue:44855", "accept": false, - "reason": "Sam3Video OOM and Whisper empty-transcription failure are unrelated. One is resource usage, the other is a generation edge case." + "reason": "Sparse-layer creation in SwitchTransformersConfig is unrelated to the DebertaV2Model import parsing error." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "top_k nested-list output bug in a pipeline and XLMRoberta Flash Attention 2 support issue are unrelated." + "reason": "Pipeline top_k nesting change and XLMRoberta Flash Attention 2 are unrelated." }, { - "left": "issue:43335", - "right": "issue:44855", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "Sparse layer creation bug in SwitchTransformersConfig and a Python 3.13 IndentationError from torch.jit parsing are unrelated." + "reason": "CUDA OOM in Sam3Video is not the same as Whisper empty-transcription decoding failure." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch on load and Qwen3-Next tied-weights warning are different loading/config issues with different fixes." - }, - { - "left": "issue:44077", - "right": "issue:44877", - "accept": false, - "reason": "PatchTSMixer post_init policy and strict config blocking granite_speech are unrelated config-validation concerns." + "reason": "Both are Qwen-family issues, but one is a model weight-shape mismatch and the other is an incorrect tied-weights warning." }, { "left": "issue:44242", "right": "issue:46897", "accept": false, - "reason": "Load-balancing loss not added when output_router_logits=False is not the same as Florence2 double-shift training-loss bug. Both are loss-related but different defects." - }, - { - "left": "issue:43673", - "right": "issue:46421", - "accept": false, - "reason": "Both concern cache/chunked prefill, but one is missing GenerationMixin cache during chunked_prefill and the other is lazy cache initialization causing recompilation. Different symptoms and likely fixes." - }, - { - "left": "issue:45563", - "right": "issue:45584", - "accept": false, - "reason": "Paged generate warning about num_return_sequences and Whisper empty-transcription failure are unrelated generation issues." + "reason": "Missing load-balancing loss and Florence2 double-shift training loss are different bugs despite both touching training losses." } ] }, @@ -11927,7 +11921,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:25251", "issue:29870", @@ -11936,7 +11930,6 @@ "issue:43065", "issue:43295", "issue:43335", - "issue:43526", "issue:43540", "issue:43550", "issue:43643", @@ -11944,6 +11937,7 @@ "issue:43854", "issue:44112", "issue:44190", + "issue:44246", "issue:44462", "issue:44464", "issue:44479", @@ -11957,6 +11951,7 @@ "issue:44933", "issue:44938", "issue:44964", + "issue:45003", "issue:45127", "issue:45245", "issue:45276", @@ -11971,255 +11966,252 @@ "issue:45600", "issue:45907", "issue:46369", + "issue:46421", "issue:46489", "issue:46655", - "issue:46697", "issue:46752", - "issue:46858", "issue:47013" ], "soft_pairs": [ - "issue:45381|issue:46369", + "issue:43673|issue:46421", + "issue:45563|issue:45584", "issue:43550|issue:44190", + "issue:45381|issue:46369", "issue:41720|issue:45245", "issue:44933|issue:45362", "issue:43335|issue:44190", + "issue:45588|issue:47013", + "issue:43854|issue:44792", "issue:44479|issue:44734", "issue:43065|issue:44610", - "issue:43854|issue:44792", - "issue:45588|issue:47013", - "issue:44617|issue:46369", "issue:45381|issue:46655", - "issue:39692|issue:44190", + "issue:44617|issue:46369", "issue:43295|issue:45276", + "issue:39692|issue:44190", "issue:45127|issue:45357", "issue:44464|issue:45563", "issue:44779|issue:46489", "issue:45276|issue:45584", "issue:43540|issue:44734", - "issue:44112|issue:45600", "issue:25251|issue:29870", + "issue:44112|issue:45600", "issue:45290|issue:46752", "issue:44462|issue:45907", - "issue:44521|issue:45381", "issue:43643|issue:44496", + "issue:44521|issue:45381", "issue:44938|issue:45542", "issue:43854|issue:44964", - "issue:43526|issue:46697", - "issue:43673|issue:46858" + "issue:44246|issue:45003" ], - "prepared_review_unit_hash": "eb581171d38e55b0ce0a43621c489a910d7bbc41448539d44d285604fca3ff70", + "prepared_review_unit_hash": "2c449258fe345b110ebb32833bc4ebcc7c5c7e7b59653bc3dcc61664575b3699", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36282, - "estimated_input_tokens": 9071, - "estimated_eval_tokens": 18398 + "soft_pair_count": 29, + "serialized_chars": 36420, + "estimated_input_tokens": 9105, + "estimated_eval_tokens": 18466 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue cluster with no PRs; nearly all pairs are unrelated. The only plausible duplicate-like pair is the DeepSeek tokenizer regression pair (44779/46489).", - "confidence": 0.87, - "canonical_issue_reason": "issue:44779 is the broader, more general report of the DeepSeek tokenizer regression; issue:46489 looks like a more specific instance/gap of that same problem.", + "summary": "Heterogeneous set of unrelated Transformers issues; no duplicate cluster emerges from the soft pairs, so all candidate edges are rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated bugs across generation, tokenizers, multimodal processors, configs, CI, and model loading.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44779 is the best anchor for the cluster because it matches the only strong duplicate-like counterpart and describes the broader tokenizer regression.", + "best_issue_reason": "No single issue is a strong global representative because none of these issues subsumes the others as the same underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45381", - "right": "issue:46369", + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both involve cache/prefill behavior, but one is a missing GenerationMixin cache in chunked prefill and the other is spurious recompilation from lazy cache init; different bugs." + }, + { + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "Different models and failures: qwen2.5-vl video vision_position_ids vs Sam3-LiteText memory overflow." + "reason": "Stale warning for num_return_sequences vs empty-transcription crash after align_special_tokens; different generation paths and failures." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "Unrelated subsystems: Bamba torch.compile/SDPA failure vs local dataset loading in an example script." + "reason": "Bamba torch.compile/SDPA failure and local dataset loading error are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video vision_position_ids bug vs Sam3-LiteText memory overflow; different models and code paths." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Different bug classes: Qwen3 auto device map CUDA assert vs category-count limit error." + "reason": "cudaErrorAssert in Qwen3 auto device mapping is unrelated to the 2^24 category limit error." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Unrelated issues: missing image_utils import vs Qwen3.5 chat crash." + "reason": "Missing import from image_utils and Qwen3.5 chat crash are unrelated issues." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to dataset-loading failure." - }, - { - "left": "issue:44479", - "right": "issue:44734", - "accept": false, - "reason": "Both are regressions, but one is video-input handling and the other is /v1/responses KV-cache indexing." + "reason": "SwitchTransformers sparse-layer config bug vs local dataset loading script failure; no shared underlying bug." }, { - "left": "issue:43065", - "right": "issue:44610", + "left": "issue:45588", + "right": "issue:47013", "accept": false, - "reason": "Different code paths: dummy Conv2d in Sam3PixelDecoder vs OmDet-Turbo processor/model size mismatch." + "reason": "Flash-attention s_aux=None crash and xLSTM train-mode unpacking error are different code paths." }, { "left": "issue:43854", "right": "issue:44792", "accept": false, - "reason": "Unrelated model-loading problem vs janus test failure." + "reason": "Model load/test failure for GLM-4.7-Flash vs janus image-generation test failure; different models and bugs." }, { - "left": "issue:45588", - "right": "issue:47013", + "left": "issue:44479", + "right": "issue:44734", "accept": false, - "reason": "Different failures in different layers: flash_attention s_aux=None vs xLSTM return shape unpacking." + "reason": "Video-input regression in Qwen models and serve KV-cache continuation indexing bug are not the same failure." }, { - "left": "issue:44617", - "right": "issue:46369", + "left": "issue:43065", + "right": "issue:44610", "accept": false, - "reason": "Both mention memory issues, but they are different models and different symptoms (OOM vs overflow)." + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo 640px/224px mismatch are different model-processing bugs." }, { "left": "issue:45381", "right": "issue:46655", "accept": false, - "reason": "Different multimodal bugs: wrong vision_position_ids vs incorrect padding calculation in SmolVLM video processing." + "reason": "Both are video-related, but one is Qwen2.5-VL vision-position IDs and the other is SmolVLM padding calculation; not the same bug." }, { - "left": "issue:39692", - "right": "issue:44190", + "left": "issue:44617", + "right": "issue:46369", "accept": false, - "reason": "SigLIP2 docs/model mismatch and quantization issues are unrelated to the local-dataset script bug." + "reason": "Sam3Video CUDA OOM and Sam3-LiteText memory overflow are different resource issues in different models." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Different APIs and regressions: processor.tokenizer access vs resize_token_embeddings not updating gemma4 embeddings." + "reason": "Processor.tokenizer regression and gemma4 resize_token_embeddings propagation bug are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/example errors vs local dataset loading script failure are unrelated." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA/vocab collapse is unrelated to Qwen3.5 visual-encoder save_pretrained key regression." + "reason": "LoRA merge with extended vocab collapse and incorrect visual encoder keys on save_pretrained are different bugs." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Both involve generation, but one is incorrect outputs and the other is a stale warning; not the same bug." + "reason": "Chunked generation inconsistencies with compiled forward vs a stale warning about num_return_sequences; different issues." }, { "left": "issue:44779", "right": "issue:46489", - "accept": true, - "reason": "Same underlying DeepSeek tokenizer regression in transformers v5+: both report incorrect tokenizer output, with 46489 describing a specific gap in the same fix." + "accept": false, + "reason": "Both touch DeepSeek tokenizers, but one is a v5 regression and the other is a gap in a prior fix for DeepSeek-Coder v1; not clearly the same bug." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Gemma4 embedding-resize bug is unrelated to Whisper empty-transcription failure after align_special_tokens." + "reason": "Gemma4 embedding-resize propagation bug vs Whisper empty-transcription crash; unrelated." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Qwen3OmniMoe video ValueError and serve KV-cache indexing are different problems." + "reason": "Qwen3OmniMoe video-processing ValueError and serve KV-cache indexing crash are different subsystems." }, { - "left": "issue:44112", - "right": "issue:45600", + "left": "issue:25251", + "right": "issue:29870", "accept": false, - "reason": "Separate CI issues affecting different tests and modules." + "reason": "Top_k pipeline nesting change and BART generate decoder_attention_mask UnboundLocalError are unrelated generation bugs." }, { - "left": "issue:25251", - "right": "issue:29870", + "left": "issue:44112", + "right": "issue:45600", "accept": false, - "reason": "Pipeline top_k nesting bug and Bart generate() decoder_attention_mask UnboundLocalError are unrelated." + "reason": "Stale GraniteSpeech CI test and broken auto_mappings references to removed Sam3LiteText configs are different CI failures." }, { "left": "issue:45290", "right": "issue:46752", "accept": false, - "reason": "Same function, but different edge cases: tool-call assistant messages vs an empty conversation list." + "reason": "Both hit apply_chat_template edge cases, but one is assistant messages with tool calls/no content and the other is an empty-list crash; not the same concrete bug." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to list_repo_files not forwarding revision." + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are unrelated API issues." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:43643", + "right": "issue:44496", "accept": false, - "reason": "Both are multimodal/template issues, but assistant_mask generation and vision_position_ids are distinct code paths." + "reason": "trust_remote_code returning missing fields and unrecognized-model config missing model_type are different config-loading problems." }, { - "left": "issue:43643", - "right": "issue:44496", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "Different config-loading failures: missing fields under trust_remote_code vs missing model_type in config.json." + "reason": "All-zero assistant_masks in multimodal apply_chat_template and Qwen2.5-VL video vision_position_ids bug are different multimodal bugs." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import/load failure is unrelated to the tensorboard-without-TF backend error." + "reason": "Python 3.14 import/load failure and undefined tf backend from tensorboard-only install are unrelated environment issues." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different model-loading failures for different models; not the same underlying bug." - }, - { - "left": "issue:43526", - "right": "issue:46697", - "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to Swin2SR over-padding." - }, - { - "left": "issue:43673", - "right": "issue:46858", - "accept": false, - "reason": "Both touch cache/prefill, but one is missing GenerationMixin cache in chunked_prefill and the other is device-tensor slice arithmetic on non-CUDA backends." + "reason": "Both are model-load failures, but they involve different models and different root causes." }, { - "left": "issue:45588", - "right": "issue:47013", + "left": "issue:44246", + "right": "issue:45003", "accept": false, - "reason": "Flash-attention sink handling and xLSTM train-mode return unpacking are unrelated failures." + "reason": "Import-time slowness in transformers and unsafe sys.modules access are not the same bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet: there are no PRs, the items are mostly heterogeneous issues, and 44779/46489 is the only clearly duplicate-like pair. The rejected soft edges are conservative and the accepted DeepSeek tokenizer pair is well supported by the titles and descriptions." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -12234,7 +12226,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:27957", "issue:32090", @@ -12257,7 +12249,6 @@ "issue:44016", "issue:44112", "issue:44220", - "issue:44246", "issue:44279", "issue:44295", "issue:44336", @@ -12267,7 +12258,6 @@ "issue:44737", "issue:44964", "issue:44987", - "issue:45003", "issue:45042", "issue:45083", "issue:45216", @@ -12282,12 +12272,15 @@ "issue:46234", "issue:46424", "issue:46506", + "issue:46697", + "issue:46858", "issue:46932", "issue:47217" ], "soft_pairs": [ - "issue:44246|issue:45003", + "issue:43526|issue:46697", "issue:27957|issue:35141", + "issue:43673|issue:46858", "issue:44737|issue:45803", "issue:44964|issue:45600", "issue:44112|issue:44964", @@ -12302,222 +12295,228 @@ "issue:43531|issue:45600", "issue:44295|issue:46506", "issue:43673|issue:46424", + "issue:43295|issue:45335", "issue:46082|issue:46121", "issue:41950|issue:44016", - "issue:43295|issue:45335", "issue:45083|issue:46506", - "issue:43976|issue:44987", "issue:44496|issue:45042", - "issue:43582|issue:46932", "issue:43673|issue:44336", + "issue:43976|issue:44987", + "issue:43582|issue:46932", "issue:43526|issue:43901", - "issue:44683|issue:45446", "issue:43901|issue:44496", - "issue:44016|issue:44220", - "issue:43381|issue:45593" + "issue:44683|issue:45446", + "issue:43381|issue:45593", + "issue:44016|issue:44220" ], - "prepared_review_unit_hash": "56147211bfb31b717a2a78a6cd489322d13ff0acf5a88a5519ca9b36a265f49e", + "prepared_review_unit_hash": "4c835521fbe11b797454eccaf05514fdeca936f59c2457dbddadcf7ec23d11b8", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36452, - "estimated_input_tokens": 9113, - "estimated_eval_tokens": 18482 + "soft_pair_count": 30, + "serialized_chars": 36890, + "estimated_input_tokens": 9223, + "estimated_eval_tokens": 18702 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft-similarity pairs mostly share only broad subsystem terms (imports, cache, multimodal, flex_attention, etc.) and do not describe the same concrete bug or change. I would not merge any of the candidate pairs.", + "summary": "This cluster is heterogeneous: the soft links are mostly weak title-level similarities across unrelated Transformers bugs, so none should be merged as duplicates and there is no clear canonical artifact.", "confidence": 0.97, - "canonical_issue_reason": null, + "canonical_issue_reason": "No single issue is a convincing canonical representative; the issues span unrelated areas (model loading, tokenizers, caches, CI, docs, vision/audio processors, and backend regressions).", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No issue is a strong global best-fit target for deduplication because the cluster does not describe one underlying bug or change.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:43526", + "right": "issue:46697", "accept": false, - "reason": "Both are transformer internals, but one is a slow import concern and the other is a sys.modules safety bug; different symptoms and code paths." + "reason": "Both involve image processors, but one is a BEiT Fast label-reduction bug while the other is Swin2SR over-padding; different code paths and symptoms." }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "XLMRoberta Flash Attention support and token-embedding reinitialization are unrelated model behaviors." + "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to token embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache behavior, but one is a missing GenerationMixin cache in chunked_prefill and the other is a static-cache seq-length tensor/device-arithmetic bug." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet CPU tensor creation and a bare-except error swallowing in FuyuBatchFeature are unrelated fixes." + "reason": "XLNet CPU arange placement and FuyuBatchFeature's bare except swallowing interrupts are unrelated bugs." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "A Phi-4 multimodal loading failure and stale auto_mappings references to Sam3LiteText are different model/config issues." + "reason": "One is a Phi-4 multimodal model-loading failure; the other is stale auto_mappings references to removed Sam3LiteText configs." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI test flakiness in GraniteSpeech does not match a multimodal model-loading regression." + "reason": "A GraniteSpeech CI test issue is not the same as a latest-transformers model-loading failure for Phi-4 multimodal." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Package-install backend dependency omission is not the same as a generic dependency issue report." + "reason": "Missing TensorFlow in a torch extra install is a packaging/backend issue, not the same as the generic dependency problem reported here." }, { "left": "issue:44496", "right": "issue:47217", "accept": false, - "reason": "Unrecognized model/config loading and VL image-placeholder handling are distinct multimodal loading problems." + "reason": "Unrecognized model/config loading is different from VL models failing when the image placeholder appears in user text." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "Cache-path collision for trust_remote_code and a missing import_utils helper are unrelated." + "reason": "A local cache-path collision for trust_remote_code is unrelated to a missing import_utils availability helper." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer GPU broadcast TypeError and post_init embedding reinitialization are different bugs." + "reason": "Trainer gpu_broadcast_one rejecting NoneType is a distributed-training error, not an embedding reinitialization problem." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenizer BPE marker handling and multimodal assistant_mask generation are separate text-processing issues." + "reason": "Tokenizer BPE-marker handling is unrelated to multimodal assistant_mask generation in apply_chat_template." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Missing Qwen2.5 VL image processor export and missing AutoImageProcessor import are different missing-symbol problems." + "reason": "These are both ImportErrors, but for different symbols and different model families; no shared code path is evident." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Different missing imports from different modules; no shared concrete failure." + "reason": "Missing Qwen2_5_VLImageProcessor and missing layer_type_validation are unrelated import failures." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Weight tying in Mistral3 generation and Qwen3.5 save_pretrained checkpoint correctness are unrelated model bugs." + "reason": "lm_head weight tying in Mistral3ForConditionalGeneration and Qwen3.5 save_pretrained checkpoint correctness are different regressions." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding window behavior and removed Sam3LiteText config references are not the same issue." + "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText config references are unrelated." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "Buffer registration behavior and CPU/CUDA output divergence are different failure modes." + "reason": "Reading position_ids after buffer registration is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Chunked prefill cache missing and max_cache_length handling for quantized cache are separate cache-feature bugs." + "reason": "Missing generation cache in chunked_prefill and max_cache_length only applying to quantized cache are distinct cache semantics bugs." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression with images is different from resize_token_embeddings not updating decoder.embed_tokens." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "LlamaConfig head_dim validation and rope-parameter JSON list handling are unrelated config-validation issues." + "reason": "LlamaConfig head_dim validation and rope-parameter JSON list handling are separate configuration-validation bugs." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Video-classification pipeline processor lookup and a notebook syntax error are unrelated." + "reason": "A video-classification pipeline image-processor bug is unrelated to a syntax error in a tutorial notebook." }, { - "left": "issue:43295", - "right": "issue:45335", + "left": "issue:45083", + "right": "issue:46506", "accept": false, - "reason": "Processor/tokenizer multimodal regression and t5gemma token resize not affecting decoder embeddings are different code paths." + "reason": "Qwen3_omni_moe feature-length helper behavior is unrelated to PPDocLayoutV3 CPU/CUDA discrepancies." }, { - "left": "issue:45083", - "right": "issue:46506", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "A helper-length computation bug in qwen3_omni_moe and CPU/CUDA divergence in PPDocLayoutV3 are unrelated." + "reason": "A model-config import error is not the same bug as PIL image processors incorrectly requiring torchvision." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "A Python version compatibility problem and a model-loading failure under transformers>=5.1.0 are not the same defect." + "reason": "Generation cache behavior and ANSI codes in loading_report are completely unrelated." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:43976", + "right": "issue:44987", "accept": false, - "reason": "Model loading/config recognition and PIL image processors requiring torchvision are different multimodal issues." + "reason": "Python version compatibility for Transformers 5.1.0 is not the same as a specific model-load failure for physical-intelligence/fast." }, { "left": "issue:43582", "right": "issue:46932", "accept": false, - "reason": "AppleSilicon TypeError in caching_allocator_warmup and Gemma4 dtype-casting fix are unrelated." + "reason": "Apple Silicon warmup TypeError and Gemma4 quantized embedder dtype casting are different backend/model bugs." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Cache-related GenerationMixin behavior and ANSI codes in loading_report are entirely different concerns." + "reason": "BEiT Fast label reduction and TextClassificationPipeline docs mention are not the same underlying issue." }, { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:43901", + "right": "issue:44496", "accept": false, - "reason": "BeitImageProcessorFast label reduction and docs mentioning return_all_scores are different API/behavior mismatches." + "reason": "A documentation mismatch does not match a model-loading Import/ValueError." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both touch flex_attention, but one is a compiled flex_attention failure on torch>=2.9 and the other is an incorrect version check for AuxRequest import; not the same concrete bug." + "reason": "Compiled flex_attention on torch>=2.9 and an incorrect PyTorch version check for AuxRequest import are separate version-gating bugs." }, { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "Pipeline docs wording and an unrecognized model-loading error are unrelated." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss handling are unrelated." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error and _torch_extract_fbank_features behavior are different issues." - }, - { - "left": "issue:43381", - "right": "issue:45593", - "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated training/inference bugs." + "reason": "A notebook syntax error and a feature-extraction helper issue are clearly different problems." } ] }, @@ -12539,7 +12538,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:39692", "issue:41950", @@ -12601,8 +12600,8 @@ "issue:44279|issue:46515", "issue:43479|issue:45375", "issue:45335|issue:45584", - "issue:43299|issue:45216", "issue:43901|issue:47217", + "issue:43299|issue:45216", "issue:46614|issue:47085", "issue:44327|issue:46752", "issue:46123|issue:46369", @@ -12617,24 +12616,24 @@ "issue:43976|issue:45405", "issue:44779|issue:45812", "issue:43381|issue:47000", - "issue:44466|issue:45276", "issue:46082|issue:46399", + "issue:44466|issue:45276", "issue:43299|issue:45357" ], - "prepared_review_unit_hash": "a4b832bcc08f7da60d30e1d4e678327cd98e878c4971c8e97cbab6801df3ef2f", + "prepared_review_unit_hash": "08b59a505152ac248f9a6072654e6ca73fd60da0e066ce02faa1160f7b1d8c5d", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36332, + "serialized_chars": 36330, "estimated_input_tokens": 9083, "estimated_eval_tokens": 18422 }, @@ -12643,186 +12642,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a collection of unrelated transformer regressions, docs issues, and model-specific bugs; the soft edges are superficial matches on broad themes like \u201cimport error,\u201d \u201ctokenizer,\u201d or \u201cversion regression,\u201d not true duplicates.", - "confidence": 0.18, - "canonical_issue_reason": "Issue 45020 is the broadest umbrella in the set: it describes recent-version breakage affecting models using `remote_code`, which is the closest high-level representative of the cluster\u2019s general regression theme.", + "summary": "This cluster is mostly a collection of unrelated Transformers regressions, model-specific bugs, and a few docs/issues around imports or tokenizers. The soft pairs are only superficially similar; none look like the same concrete bug or change.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 45020 is the broadest representative regression report in the set: recent versions breaking remote-code models. It best captures the general theme of version-induced model breakage without being as narrow as the model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "45020 is the best available representative, but it is still too broad and not a true duplicate of the other issues; it should only be used as a loose umbrella, not a merged duplicate.", + "best_issue_reason": "45020 is the most useful anchor because it describes a broad compatibility regression rather than one model or one API edge case, making it the closest umbrella issue among this mixed set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Same model family, but different failures: saving dequantized checkpoints vs FlashAttention loading/runtime crash." + "reason": "Both involve Ministral, but one is about saving dequantized models and the other is a FlashAttention inference crash; different code paths and symptoms." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "Unrelated issues: placeholder text vs an audio feature extraction bug." + "reason": "No meaningful overlap; one is a placeholder issue, the other is a specific audio feature extraction bug." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Docs notebook syntax error is unrelated to the tokenizer `AddedToken` keyword-argument bug." + "reason": "A notebook syntax error and an AddedToken constructor bug are unrelated failure modes." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "Different code paths: Janus image-generation test failure vs cache-length handling in quantized cache." + "reason": "A janus test failure and a cache-length configuration bug are different issues in different areas." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Generic Python-version compatibility issue vs a dependency problem; too broad to be the same bug." + "reason": "Python-version support breakage is not the same as a vague dependency issue." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both touch attention code, but one is a Ministral FlashAttention failure and the other is an integration crash on `s_aux=None`." + "reason": "Both mention flash attention, but they affect different models and different crashes; not the same underlying bug." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but for different missing symbols/modules and different underlying causes." + "reason": "Both are import errors, but for different symbols/modules and likely different breakages." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "Different dependency incompatibilities: one is a transformers dependency issue, the other is specifically torch 2.4.1." + "reason": "A generic dependency complaint is not the same as a specific torch 2.4.1 incompatibility." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both involve config handling, but they concern different model families and different missing/defaulted fields." + "reason": "Different multimodal config classes and different missing/defaulted fields; not one shared defect." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Embedding resize propagation is unrelated to Whisper empty-transcription generation after token alignment." + "reason": "resize_token_embeddings behavior in t5gemma is unrelated to Whisper empty-transcription generation failure." }, { - "left": "issue:43299", - "right": "issue:45216", + "left": "issue:43901", + "right": "issue:47217", "accept": false, - "reason": "Both are Qwen3.5 regressions, but one is model loading and the other is incorrect checkpoint serialization." + "reason": "Documentation mismatch for TextClassificationPipeline is unrelated to a VL image-placeholder runtime failure." }, { - "left": "issue:43901", - "right": "issue:47217", + "left": "issue:43299", + "right": "issue:45216", "accept": false, - "reason": "Docs mismatch for a pipeline option is unrelated to VL placeholder parsing failures." + "reason": "Both are Qwen3.5 regressions, but one is model loading and the other is save_pretrained serialization; different concrete bugs." }, { "left": "issue:46614", "right": "issue:47085", "accept": false, - "reason": "Stale phonemizer backend state and tokenizer thread-safety are different subsystems and bugs." + "reason": "Stale phonemizer backend state and tokenizer thread-safety are separate concurrency/state bugs." }, { "left": "issue:44327", "right": "issue:46752", "accept": false, - "reason": "Different edge-case crashes in different utilities; only the generic index-error shape overlaps." + "reason": "A QA top-k bounds error and apply_chat_template on an empty list are unrelated crashes." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "Batch-finalization bug in generation results vs memory overflow in a specific model call." + "reason": "Dropped results on the final batch and memory overflow in sam3-litetext are different problems." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Both mention dependencies, but one is an incompatibility issue and the other is an unreleased PEFT version bump." + "reason": "A generic dependency issue does not match a specific PEFT minimum-version bump problem." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different failure modes; not the same code-path bug." + "reason": "One is a processor/tokenizer API regression; the other is incorrect Deepseek tokenization outputs. Similar area, different bug." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Docs issues, but one is a SigLIP2 example/model mismatch and the other is outdated pipeline docs." + "reason": "Both are docs-related, but one is a SigLIP2 example error and the other is a pipeline parameter docs mismatch." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Optimizer arguments being ignored is unrelated to a tied-embeddings warning during Qwen fine-tuning." + "reason": "Unused SGD args and a tie_word_embeddings warning are unrelated model/training issues." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "One is dtype propagation on BLIP2 load, the other is Qwen3.5 checkpoint serialization." + "reason": "Loading dtype propagation for Blip2 is not the same as Qwen3.5 save_pretrained serialization corruption." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Tokenizer marker handling and a placeholder issue titled \"ADD THE DATA\" are unrelated." + "reason": "Tokenizer BPE-marker handling has nothing to do with the placeholder issue." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "A specific missing export (`HybridCache`) is not the same underlying bug as a broad wave of import errors after upgrade." + "reason": "45278 is a broad umbrella for import errors, but 44351 is just one specific missing import; not enough evidence of the same concrete bug." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Different pipeline bug vs broad remote_code regression; too far apart to merge as duplicates." + "reason": "A video-classification processor lookup bug is unrelated to remote_code model breakage." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python compatibility and unreleased PEFT pin are separate dependency problems." + "reason": "Python support regression and PEFT version bump are different environment/dependency problems." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but one is Deepseek-specific incorrect results and the other is Granite token IDs; no clear shared bug." + "reason": "Deepseek tokenization regressions and Granite AutoTokenizer ID regressions are distinct tokenizer bugs." }, { "left": "issue:43381", "right": "issue:47000", "accept": false, - "reason": "Gradient-checkpointing eval-mode behavior is unrelated to RTDetr loss infeasible-cost-matrix failure." + "reason": "Gradient-checkpointing eval-mode behavior and RTDetrLoss infeasibility are unrelated training/detection issues." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:46082", + "right": "issue:46399", "accept": false, - "reason": "Both involve tied/embedding-related model state, but one is serialization behavior and the other is `resize_token_embeddings` propagation." + "reason": "A config validation constraint on head_dim is not the same as a missing decorator causing a rotary-embedding kernel registration failure." }, { - "left": "issue:46082", - "right": "issue:46399", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "Llama config validation and Qwen3.5 kernel registration are different model/config bugs." + "reason": "Serialization of tied weights and resize_token_embeddings not updating embeddings are different weight-tying behaviors." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5 regressions, but save/load serialization of different components is not the same underlying issue." + "reason": "Both concern Qwen3.5 save/load regressions, but they affect different saved artifacts and code paths." } ] }, @@ -12844,7 +12843,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:33290", "issue:41950", @@ -12904,38 +12903,38 @@ "issue:43299|issue:43854", "issue:44462|issue:45081", "issue:43931|issue:47145", + "issue:45588|issue:47000", "issue:44683|issue:45542", "issue:44016|issue:44291", - "issue:45588|issue:47000", "issue:43479|issue:43525", "issue:45081|issue:45907", "issue:44336|issue:46851", - "issue:42994|issue:43317", "issue:33290|issue:45656", - "issue:43441|issue:45834", + "issue:42994|issue:43317", "issue:44623|issue:44749", - "issue:43873|issue:47145", + "issue:43441|issue:45834", "issue:44261|issue:44263", + "issue:43873|issue:47145", "issue:45859|issue:46851", "issue:45103|issue:45372", "issue:44246|issue:47217", "issue:44623|issue:45397", "issue:42175|issue:43976" ], - "prepared_review_unit_hash": "ba2209d00ad7c9f3aa4c03e3ab782760622374f269764f193cac89b76ab89f03", + "prepared_review_unit_hash": "481b0c0156bcd5d37dd374a37d60c776728c629c649a686f3912597e2031eaf9", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 34840, + "serialized_chars": 34839, "estimated_input_tokens": 8710, "estimated_eval_tokens": 17676 }, @@ -12944,144 +12943,144 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the items cover unrelated tokenizer, multimodal config, quantization/offload, deepspeed, model-loading, and docs/notebook bugs. None of the soft pairs look like the same underlying defect, so no duplicate merge is justified.", - "confidence": 0.95, - "canonical_issue_reason": "No canonical issue stands out because the cluster does not share one underlying bug or change; the issues span many unrelated subsystems and model families.", - "canonical_pr_reason": "No PRs are present, so there is no canonical PR.", - "best_issue_reason": "No single issue is a good global representative: any pick would be arbitrary given the lack of a common failure mode across the set.", - "best_pr_reason": "No PRs are present, so there is no best PR candidate.", + "summary": "This cluster is mostly a collection of unrelated bug reports; there is no PR evidence. The soft pairs are superficial keyword matches rather than the same underlying defect, so none should be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43873 has the strongest engagement (discussion and inbound refs) and is the best representative anchor for the broad quantization/offload subset in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most actionable and broadly scoped current bug report, making it the best single issue to keep as the cluster representative.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBirdTokenizer special-token decoding and D-FINE auxiliary-loss behavior are unrelated subsystems with different symptoms." + "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated bugs." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "LlamaConfig head_dim validation and from_config(dtype) stale config.dtype are different config-handling bugs." + "reason": "Config validation for head_dim is unrelated to stale model.config.dtype after from_config(dtype=...)." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Pipeline processor lookup and Gemma4 device-map forward mismatch are not the same code-path problem." + "reason": "Video pipeline processor lookup and Gemma4 device-map mismatch are different code paths." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Missing load-balancing loss and Gemma4 mm_token_type_ids defaults are separate model-training issues." + "reason": "Missing load-balancing loss and mm_token_type_ids defaulting are separate model-training issues." }, { "left": "issue:43644", "right": "issue:47145", "accept": false, - "reason": "Both involve loading/state handling, but one is non-persistent buffers and the other is FP8 weight_scale application; different root causes." + "reason": "Non-persistent buffer junk and missing FP8 weight_scale application are distinct loading/corruption bugs." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "Placeholder title aside, this is unrelated to FP8 inference on B200." + "reason": "A generic data request is unrelated to FP8 inference failure on B200." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Different model families and different loading failures; not one shared bug." + "reason": "Different model-loading failures for different models and failure modes." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashes are separate tokenizer-loading paths." + "reason": "AutoTokenizer ignoring tokenizer.json is not the same as Mistral regex patch crashing." }, { "left": "issue:43931", "right": "issue:47145", "accept": false, - "reason": "Weight-shape mismatch for Qwen3-VL and FP8 frozen-checkpoint scaling are unrelated." + "reason": "Qwen3-VL weight-shape mismatch and FP8 weight_scale omission are different defects." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "FlashAttention aux handling and RTDetr loss infeasibility are unrelated." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention on torch 2.9 and tensorboard-without-TensorFlow backend errors have no shared underlying defect." + "reason": "Torch flex_attention compilation and TensorFlow backend installation are unrelated." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error and init_empty_weights argument mismatch are unrelated." - }, - { - "left": "issue:45588", - "right": "issue:47000", - "accept": false, - "reason": "Flash-attention AttributeError on s_aux=None and RTDetrLoss infeasible cost matrix are different model/runtime bugs." + "reason": "Notebook syntax error and init_empty_weights argument handling are unrelated." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Both are config issues, but they affect different models and different fields; not the same bug." + "reason": "Different config initialization bugs in different model families." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Mistral tokenizer regex patch crash and list_repo_files revision forwarding are unrelated." + "reason": "Tokenizer regex crash and list_repo_files revision forwarding are unrelated." }, { "left": "issue:44336", "right": "issue:46851", "accept": false, - "reason": "ANSI escape emission in loading_report and Qwen3.5 variable-length position_ids are unrelated." - }, - { - "left": "issue:42994", - "right": "issue:43317", - "accept": false, - "reason": "Quantized model saving failure and dequantized-model offload loading failure are distinct issues." + "reason": "ANSI color leakage and Qwen3.5 variable-length position_ids are unrelated." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Deepspeed Adafactor OOM and deepspeed optimizer.step being called twice are different bugs despite the shared framework." + "reason": "Adafactor OOM and optimizer.step being called twice in deepspeed are not the same bug." }, { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "Ministral FlashAttention failure and Kosmos2.5 long-OCR index error are unrelated." + "reason": "Quantized model saving failure and dequantized offload loading failure are different code paths." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "processor.save_pretrained missing files and import slowdown after upgrade are unrelated." + "reason": "Processor save_pretrained file output and slow filtering in Transformers 5.3.0 are unrelated." }, { - "left": "issue:43873", - "right": "issue:47145", + "left": "issue:43441", + "right": "issue:45834", "accept": false, - "reason": "General quantization offloading behavior and FP8 weight_scale omission are different problems." + "reason": "FlashAttention failure on Ministral-3 and Kosmos2.5 OCR index error are unrelated model-specific bugs." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Both are GLM-related, but one is a missing rms_norm_eps default and the other is a torch.split indexing issue." + "reason": "Layernorm epsilon precision issue and torch.split return values issue are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "Both involve quantization/offload, but one is offloading behavior while the other is silent FP8 checkpoint corruption; not the same bug." }, { "left": "issue:45859", "right": "issue:46851", "accept": false, - "reason": "CPU offload incompatibility in a Qwen3.5 rotary embedding and variable-length position_ids are not the same failure mode." + "reason": "CPU offload incompatibility and variable-length position_ids are different Qwen3.5 problems." }, { "left": "issue:45103", @@ -13093,13 +13092,19 @@ "left": "issue:44246", "right": "issue:47217", "accept": false, - "reason": "Import-time slowness and VL image-placeholder handling are unrelated." + "reason": "Import-time performance regression and VL image-placeholder parsing failure are unrelated." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Missing processor save files and gemma-4 zero3 from_pretrained are distinct issues." + "reason": "Missing processor save files and gemma-4 zero3 from_pretrained are different bugs." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TensorFlow backend packaging and Python version compatibility are unrelated." } ] }, @@ -13121,7 +13126,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:41628", "issue:42796", @@ -13176,18 +13181,18 @@ "issue:47176|issue:47177", "issue:45600|issue:45712", "issue:44671|issue:44779", - "issue:43525|issue:43881", "issue:43901|issue:44246", "issue:43673|issue:43761", + "issue:43525|issue:43881", "issue:44188|issue:44336", + "issue:44186|issue:47000", "issue:43575|issue:47145", + "issue:44336|issue:44373", "issue:44016|issue:45823", - "issue:44186|issue:47000", "issue:43824|issue:43976", - "issue:44987|issue:45542", "issue:43525|issue:43643", - "issue:44336|issue:44373", "issue:43723|issue:44162", + "issue:44987|issue:45542", "issue:42796|issue:43441", "issue:44589|issue:45362", "issue:45325|issue:46851", @@ -13197,214 +13202,214 @@ "issue:45083|issue:46851", "issue:44871|issue:47145", "issue:41628|issue:43976", - "issue:46655|issue:46726", "issue:43784|issue:45542", + "issue:46655|issue:46726", "issue:45003|issue:47217", "issue:46399|issue:46851", "issue:43526|issue:45003" ], - "prepared_review_unit_hash": "3abc04b3ac4d9544c83ffc68af38a1f58e2576a6d5c568090891c8a3892cb41c", + "prepared_review_unit_hash": "efa5b1d85f34363428890e7bf4e11eba6e276fa7476703094c49f446df6fc297", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36341, - "estimated_input_tokens": 9086, - "estimated_eval_tokens": 18428 + "serialized_chars": 36338, + "estimated_input_tokens": 9085, + "estimated_eval_tokens": 18426 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose grab-bag of mostly unrelated Transformers issues: model/tokenizer loading regressions, config mismatches, processor bugs, kernel/runtime failures, docs typos, and a couple security reports. There is no strong duplicate center.", - "confidence": 0.93, - "canonical_issue_reason": "No single issue is a good canonical representative because the items are too heterogeneous and do not describe one underlying bug.", + "summary": "No duplicate cluster here: the items are a heterogeneous mix of unrelated model bugs, tokenizer regressions, docs issues, perf issues, and security reports. All soft pairs are false positives.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No issue is a true global best fit; if one had to be picked, issue:43723 is the broadest user-facing loading regression, but it still does not unify the cluster.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47176", "right": "issue:47177", "accept": false, - "reason": "Different security bugs: command-substitution allowlist bypass vs tar/zip slip arbitrary file write." + "reason": "Both are security-related, but one is a shell allowlist bypass and the other is an archive extraction file-write/RCE issue; different vulnerabilities and code paths." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both are repo hygiene problems, but one is stale auto_mappings config refs and the other is dummy classes leaking into __dir__/check_repo." + "reason": "One is stale auto-mapping references to removed configs; the other is leftover dummy classes leaking into exports. Both are cleanup regressions, not the same bug." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Different models and failures: CamemBERT MLM predictions vs Deepseek tokenizer output corruption." - }, - { - "left": "issue:43525", - "right": "issue:43881", - "accept": false, - "reason": "Different loading failures with different root causes; only the symptom is a generic model-load crash." + "reason": "Different models and symptoms: CamemBERT masked-LM predictions vs DeepSeek tokenizer output. No shared code-path evidence." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to intermittent import slowness." + "reason": "Docs/behavior mismatch for a pipeline option versus intermittent import slowness; unrelated problems." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Both are v5 regressions, but one is chunked_prefill cache handling and the other is CLIPVision hidden_states propagation." + "reason": "Both are v5 regressions, but one is generation cache/chunked prefill and the other is CLIPVision hidden_states handling. Different components." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "A missing config attribute on Llama4Config is unrelated to a GLM-4V loading failure." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Attention-kernel branching under torch.compile is unrelated to ANSI escapes in loading_report." + "reason": "Torch.compile attention-kernel branching bug versus ANSI codes emitted by loading_report. Completely different subsystems." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash versus RTDetrLoss infeasible cost matrix. Different models and failure modes." }, { "left": "issue:43575", "right": "issue:47145", "accept": false, - "reason": "Tensor-parallel OOM while loading Qwen2-57B is unrelated to FP8 frozen-checkpoint weight_scale handling." + "reason": "Tensor-parallel OOM on model load is unrelated to FP8 weight_scale not being applied on load." }, { - "left": "issue:44016", - "right": "issue:45823", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "Notebook syntax error and Gemma4 forward device mismatch are different problems." + "reason": "Loading-report terminal coloring bug versus a wrong docstring. One is runtime behavior, the other documentation." }, { - "left": "issue:44186", - "right": "issue:47000", + "left": "issue:44016", + "right": "issue:45823", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/truncation crash is unrelated to RTDetrLoss cost-matrix infeasibility." + "reason": "Notebook syntax error and Gemma4 device-mapping mismatch are unrelated." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Qwen2_5_VL import error and Python version compatibility failure are separate issues." - }, - { - "left": "issue:44987", - "right": "issue:45542", - "accept": false, - "reason": "Model loading failure on v5.1.0 and missing TensorFlow backend when only tensorboard is installed are unrelated." + "reason": "Importing a specific VL class and Python-version compatibility are distinct issues." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Both mention missing fields, but one is a specific Llama4Config attribute bug and the other is trust_remote_code AutoConfig field loss." + "reason": "Missing pad_token_id on Llama4Config and missing fields with trust_remote_code are both config issues, but not the same underlying bug." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "ANSI code leakage in loading_report is unrelated to a wrong docstring." + "reason": "Tokenizer loading in v5 and ESM2 breakage are unrelated model-specific regressions." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:44987", + "right": "issue:45542", "accept": false, - "reason": "Tokenizer loading regression and ESM2 breakage are different model-specific failures." + "reason": "Loading a specific model on transformers>=5.1.0 versus a TensorFlow backend availability problem are different failures." }, { "left": "issue:42796", "right": "issue:43441", "accept": false, - "reason": "Ministral tokenizer BPE-marker handling and FlashAttention failure are distinct bugs." + "reason": "Same model family, but one is tokenizer BPE-marker handling and the other is FlashAttention loading in v5 RC; different code paths." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to Qwen3.5 chat loading/crash behavior." + "reason": "Missing Float8 storage support is unrelated to Qwen3.5 chat loading/runtime crashes." }, { "left": "issue:45325", "right": "issue:46851", "accept": false, - "reason": "Both concern position_ids, but they affect different model families and different logic paths." + "reason": "Both mention position_ids, but they affect different Qwen models and different positional-encoding bugs." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "kernels import/version requirement failure is unrelated to a missing decorator on apply_rotary_pos_emb registration." + "reason": "Kernel import/version requirements versus a missing decorator on apply_rotary_pos_emb registration are different kernel-related bugs." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer config class mismatch is not the same bug as gemma-4 zero3 from_pretrained failure." + "reason": "Tokenizer config serialization mismatch and Gemma-4 ZeRO3 from_pretrained failure do not share a concrete code path." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import latency and unrecognized model config are unrelated." + "reason": "Import-time slowness is unrelated to unrecognized model/config loading." }, { "left": "issue:45083", "right": "issue:46851", "accept": false, - "reason": "Different Qwen-family position handling bugs in different code paths." + "reason": "Different Qwen-family bugs: feature-extractor length helper behavior versus variable-length position_ids handling." }, { "left": "issue:44871", "right": "issue:47145", "accept": false, - "reason": "Gemma eos_token_id inconsistency is unrelated to FP8 weight_scale loading." + "reason": "Gemma3 eos_token_id inconsistency is unrelated to FP8 compressed-tensors weight_scale loss." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "AutoImageProcessor import failure and Python 5.1.0 compatibility are not the same issue." + "reason": "AutoImageProcessor import failure is unrelated to Python 3.9/3.10 support in transformers 5.1.0." }, { - "left": "issue:46655", - "right": "issue:46726", + "left": "issue:43784", + "right": "issue:45542", "accept": false, - "reason": "Video padding miscalculation and missing-vision-backend image processor error are different processor problems." + "reason": "Sentence-transformers import NameError and TensorFlow backend detection are different dependency issues." }, { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:46655", + "right": "issue:46726", "accept": false, - "reason": "sentence-transformers import NameError and undefined tf backend error have different causes." + "reason": "Video padding math in SmolVLM and missing-vision-backend handling in AutoProcessor are distinct problems." }, { "left": "issue:45003", "right": "issue:47217", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to VL placeholder handling in user text." + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to VL image-placeholder handling." }, { "left": "issue:46399", "right": "issue:46851", "accept": false, - "reason": "Kernel registration crash and variable-length position_ids bug are different Qwen3.5 issues." + "reason": "Kernel registration/decorator failure and variable-length position_ids are unrelated bugs." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to modeling_utils sys.modules access." + "reason": "BeitImageProcessorFast label reduction and sys.modules access in modeling_utils have no overlap." } ] }, @@ -13426,7 +13431,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:36246", "issue:41950", @@ -13478,27 +13483,27 @@ "issue:47217" ], "soft_pairs": [ - "issue:43540|issue:46752", "issue:45103|issue:46399", + "issue:43540|issue:46752", "issue:45072|issue:46829", - "issue:45561|issue:45563", "issue:44295|issue:45397", - "issue:43531|issue:45362", + "issue:45561|issue:45563", "issue:44246|issue:44871", + "issue:43531|issue:45362", "issue:44336|issue:44485", "issue:45588|issue:46851", - "issue:46614|issue:46665", "issue:42491|issue:43299", + "issue:46614|issue:46665", "issue:45003|issue:46821", "issue:44242|issue:45593", "issue:43550|issue:46506", "issue:42886|issue:46132", - "issue:36246|issue:42757", "issue:44779|issue:45292", + "issue:36246|issue:42757", "issue:36246|issue:44351", - "issue:46726|issue:47217", "issue:43901|issue:45003", "issue:43257|issue:45137", + "issue:46726|issue:47217", "issue:41950|issue:44220", "issue:43540|issue:46655", "issue:44451|issue:46752", @@ -13506,172 +13511,172 @@ "issue:44479|issue:46655", "issue:44295|issue:44749" ], - "prepared_review_unit_hash": "5c8ca2f0553b227f3e233ce5596fc0d113cf13d74db878b5b9a048b97bb8a6f3", + "prepared_review_unit_hash": "3d497f66c3356dc2bd31c27c32ed3874d864f7be57a2d94ac19c4365d63262dd", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35768, - "estimated_input_tokens": 8942, - "estimated_eval_tokens": 18140 + "serialized_chars": 35775, + "estimated_input_tokens": 8944, + "estimated_eval_tokens": 18144 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: several Qwen/VL/video/loading regressions are mixed with unrelated import, docs, performance, and training issues. I did not find any pair that clearly looks like the same underlying bug, so all soft edges should be rejected. ", - "confidence": 0.67, - "canonical_issue_reason": "issue:44479 is the broadest and most explicit regression report in the set, spanning multiple Qwen VL/MoE variants with a clear version boundary (v5.3.0) and a concrete failure mode. If one issue must anchor this mixed cluster, it is the best representative.", + "summary": "The cluster is dominated by many unrelated HF/Transformers regressions, but the strongest common thread is the Qwen video-input regression area; most soft edges are false positives despite superficial overlap in model family or subsystem.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 44479 is the broadest, most explicit regression report here: it names the version (v5.3.0) and multiple affected Qwen VL variants, making it the best representative of the shared video-input failure cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the most reusable cluster representative because it describes a concrete, multi-model regression rather than a narrow one-off symptom. The rest of the items are either unrelated or too specific to serve as a stable umbrella.", + "best_issue_reason": "Issue 44479 is the best global issue candidate because it is the most general and clearly scoped to a concrete, shared bug across several models, unlike the other issues that are narrower or unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43540", - "right": "issue:46752", + "left": "issue:45103", + "right": "issue:46399", "accept": false, - "reason": "Both are runtime failures, but one is Qwen3OmniMoe video-input handling and the other is empty-chat-template handling; different code paths and causes." + "reason": "Different bugs: auto-docstring annotation handling vs Qwen3.5 kernel registration/apply_rotary_pos_emb crash." }, { - "left": "issue:45103", - "right": "issue:46399", + "left": "issue:43540", + "right": "issue:46752", "accept": false, - "reason": "One is an auto-docstring annotation crash, the other is a Qwen3.5 kernel-registration error; unrelated subsystems." + "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to apply_chat_template crashing on an empty list." }, { "left": "issue:45072", "right": "issue:46829", "accept": false, - "reason": "bfloat16 dtype mismatch in inference vs incorrect hidden_states assignment in a video-classification output; not the same bug." + "reason": "Different failure modes: bfloat16 dtype mismatch vs incorrect hidden_states assignment in video classification output." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "No shared code-path: position_ids buffer access error vs gemma-4 ZeRO3 from_pretrained issue." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "pytest-xdist file race and stale paged-generate warning are unrelated behavior issues." + "reason": "Pytest-xdist file race and a stale generation warning are unrelated." }, { - "left": "issue:44295", - "right": "issue:45397", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "position_ids buffer access vs gemma-4 zero3 from_pretrained failure; different failure mechanisms." + "reason": "Both touch model config/loss behavior, but one is missing load-balancing loss and the other is an eos_token_id config mismatch for Gemma-3." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Qwen3-MoE sliding_window handling and Qwen3.5 chat crash are distinct model-path problems." - }, - { - "left": "issue:44242", - "right": "issue:44871", - "accept": false, - "reason": "Missing load-balancing loss and inconsistent eos_token_id config affect different parts of different models." + "reason": "Same model family, but sliding_window handling and chat crash are different concrete problems." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "Terminal-color output bug in loading_report vs GLM-5 RoPE implementation discussion; no shared underlying defect." + "reason": "ANSI output formatting in loading_report is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:45588", "right": "issue:46851", "accept": false, - "reason": "Flash-attention sinkless-model crash and variable-length position_ids issue are separate runtime bugs." + "reason": "Flash-attention registration crash on s_aux=None is not the same bug as variable-length position_ids handling." }, { - "left": "issue:46614", - "right": "issue:46665", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "Stale phonemizer backend state vs from_pretrained behavior inside Python classes; unrelated." + "reason": "Both mention Qwen3 MoE/versioning, but the reported loading/conversion failures are distinct and not mergeable into one fix." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:46614", + "right": "issue:46665", "accept": false, - "reason": "Both involve Qwen3 MoE, but one is a conversion/deepspeed issue and the other is a loading regression in v5; not the same concrete bug." + "reason": "Stale phonemizer backend state is unrelated to from_pretrained behavior inside Python classes." }, { "left": "issue:45003", "right": "issue:46821", "accept": false, - "reason": "Unsafe sys.modules access and TimesFM window_size AttributeError are unrelated implementation bugs." + "reason": "Unsafe sys.modules access and a TimesFM window_size AttributeError are unrelated code-paths." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Both mention losses, but they are different models and different missing-loss conditions." + "reason": "Both concern auxiliary losses, but they affect different models and different gating conditions, so they are not the same bug." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "torch.compile/SDPA failure for Bamba and CPU/CUDA output divergence for PPDocLayoutV3 are distinct issues." + "reason": "torch.compile+SDPA failure in Bamba is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline cache loading and AttentionInterface.register behavior change are unrelated." - }, - { - "left": "issue:36246", - "right": "issue:42757", - "accept": false, - "reason": "Both are import errors, but for different symbols and different root causes." + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior changes are unrelated." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Tokenizer correctness regression and resize_token_embeddings not updating output embeddings are different bugs." + "reason": "Deepseek tokenizer correctness regression is unrelated to resize_token_embeddings not updating output_embeddings." }, { "left": "issue:36246", - "right": "issue:44351", + "right": "issue:42757", "accept": false, - "reason": "Different missing imports in different modules; same symptom class but not the same underlying issue." + "reason": "Different import errors for different symbols and packages; no shared underlying bug." }, { - "left": "issue:46726", - "right": "issue:47217", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "Missing vision backend handling vs image placeholder-in-text failure are separate VL issues." + "reason": "Both are import errors, but they concern different missing exports with no common fix indicated." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Documentation mismatch and unsafe sys.modules access are unrelated." + "reason": "Docs drift for return_all_scores is unrelated to sys.modules access safety." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Both involve DeepSpeed, but one is model weight conversion and the other is a ZeRO3 deque error; not mergeable as one fix." + "reason": "DeepSpeed/accelerate conversion failure and a ZeRO3 deque underflow are different issues." + }, + { + "left": "issue:46726", + "right": "issue:47217", + "accept": false, + "reason": "Missing vision backend handling and image-placeholder-in-user-text failures are both VL-related but not the same code-path." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification pipeline image-processor lookup and fbank feature extraction are unrelated." + "reason": "Video-classification pipeline processor lookup and _torch_extract_fbank_features are unrelated." }, { "left": "issue:43540", "right": "issue:46655", "accept": false, - "reason": "Both touch video processing, but they are different models and different defects (input parsing vs padding calculation)." + "reason": "Both are video bugs, but Qwen3OmniMoe input processing and SmolVLM padding calculation are different model-specific failures." }, { "left": "issue:44451", @@ -13683,19 +13688,19 @@ "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Missing config field under @strict and unwrapping text_config for composite multimodal configs are different loading/config bugs." + "reason": "Both involve Qwen multimodal config handling, but they target different config fields and different object construction paths." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Both are video-related, but one is a broad Qwen VL regression and the other is a SmolVLM padding bug; different code paths." + "reason": "Both are video regressions, but they affect different models and different processing stages, so they should not be merged." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Position_ids buffer error and a performance regression after upgrade are not the same defect." + "reason": "A position_ids buffer access error and a processing slowdown report are not the same bug." } ] }, @@ -13717,16 +13722,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:29870", "issue:30333", "issue:36246", "issue:42199", - "issue:43065", "issue:43295", "issue:43352", - "issue:43408", "issue:43475", "issue:43526", "issue:43540", @@ -13753,11 +13756,13 @@ "issue:45335", "issue:45375", "issue:45397", + "issue:45412", "issue:45459", "issue:45561", "issue:45600", "issue:45656", "issue:45859", + "issue:46123", "issue:46170", "issue:46369", "issue:46399", @@ -13776,12 +13781,12 @@ "issue:43295|issue:45292", "issue:45003|issue:45561", "issue:36246|issue:43596", - "issue:43475|issue:46369", "issue:44466|issue:45335", - "issue:44623|issue:46726", + "issue:43475|issue:46369", "issue:44038|issue:46506", "issue:43526|issue:46897", "issue:44877|issue:45375", + "issue:44623|issue:46726", "issue:44242|issue:44857", "issue:44987|issue:45459", "issue:29870|issue:30333", @@ -13791,202 +13796,202 @@ "issue:42199|issue:46851", "issue:45397|issue:45656", "issue:43653|issue:44162", - "issue:44368|issue:44977", "issue:44060|issue:44077", - "issue:43065|issue:43408", + "issue:44368|issue:44977", "issue:44877|issue:46170", - "issue:43475|issue:43540" + "issue:43475|issue:43540", + "issue:45412|issue:46123" ], - "prepared_review_unit_hash": "91f959f1d121b7e903173fea5162cc4a6ca8e560bfe26af2de84333ab1bcae04", + "prepared_review_unit_hash": "8cfb417aa47e84a9e57d8dc6f65d7f059c331addf6a3731cc2737e05816b8e3b", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35894, - "estimated_input_tokens": 8974, - "estimated_eval_tokens": 18204 + "serialized_chars": 35936, + "estimated_input_tokens": 8984, + "estimated_eval_tokens": 18224 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated model-specific regressions, config issues, or infrastructure bugs. None of the soft pairs looks like the same underlying fix, so there is no strong duplicate hub.", - "confidence": 0.82, - "canonical_issue_reason": "No single issue cleanly represents the cluster; the titles span unrelated bugs across different models, runtimes, and subsystems.", - "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue must be chosen, 44479 is the broadest user-facing regression in the set because it impacts several Qwen video variants; still, this is not a true duplicate anchor.", - "best_pr_reason": null, + "summary": "This cluster is a set of loosely related, mostly unrelated issue topics. The soft-similarity links are thematic at best (e.g. embeddings, generation, training loss, config handling), but none look like the same underlying bug or change with enough specificity to merge triage entries.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue is a safe representative here: the items span many unrelated models, subsystems, and failure modes, so choosing one would be arbitrary.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No issue is a clear global best candidate because the cluster is heterogeneous and lacks a dominant duplicate target.", + "best_pr_reason": "No PRs are present in this cluster.", "soft_edge_verdicts": [ { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "Different models and failures: ESM2 is broken vs Gemma 4 needs mm_token_type_ids defaults." + "reason": "Different bugs: ESM2 is broadly broken, while Gemma 4 mm_token_type_ids defaults affect text-only fine-tuning." }, { "left": "issue:45292", "right": "issue:47000", "accept": false, - "reason": "Unrelated code paths: token embedding resize bug vs RTDetr loss infeasible cost matrix." + "reason": "Unrelated failures: resize_token_embeddings mismatch vs RTDetrLoss cost-matrix infeasibility." }, { "left": "issue:45859", "right": "issue:46399", "accept": false, - "reason": "Both touch Qwen3.5, but one is CPU offload rotary embedding and the other is a missing kernel decorator." + "reason": "Same model family, but different concrete problems: CPU offload incompatibility vs missing decorator/registration crash." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque crash vs stale auto_mappings config references; distinct bugs." + "reason": "Different areas: DeepSpeed ZeRO3 deque underflow vs CI breakage from removed auto-mapping configs." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "Processor/tokenizer regression vs embedding resize propagation; different components and symptoms." + "reason": "Both involve processor/model output wiring, but one is a regression in processor/tokenizer image handling and the other is token embedding resizing not propagating." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "sys.modules access bug vs pytest-xdist file race; unrelated issues." + "reason": "Testing-utils sys.modules access bug is unrelated to the xdist captured_info.txt race." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Missing Qwen2_5_VL import vs ZeRO3/BertModel IndexError; no shared root cause." - }, - { - "left": "issue:43475", - "right": "issue:46369", - "accept": false, - "reason": "SAM3 Video missing attribute vs SAM3 LiteText memory overflow; different failures." + "reason": "Different import/runtime failures: missing Qwen2_5_VLImageProcessor vs ZeRO3/BertModel index error." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both involve tied/embedded weights, but one is serialization and the other is resize propagation in T5Gemma." + "reason": "Both touch embedding/tied-weight behavior, but the concrete symptoms and models differ: serialization of lm_head.weight vs resize_token_embeddings not updating decoder.embed_tokens." }, { - "left": "issue:44623", - "right": "issue:46726", + "left": "issue:43475", + "right": "issue:46369", "accept": false, - "reason": "save_pretrained missing files vs backend-missing AutoProcessor warning; distinct processor problems." + "reason": "Both are SAM3-related, but one is a missing attribute on vision output and the other is memory overflow when calling the model." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3-VL-Moe loading regression vs CPU/CUDA result mismatch in PPDocLayoutV3." + "reason": "Different model-specific regressions with no shared code-path evidenced: Qwen3-VL-Moe compatibility vs PPDocLayoutV3 CPU/CUDA divergence." }, { "left": "issue:43526", "right": "issue:46897", "accept": false, - "reason": "Different label-handling bugs in different models; not the same underlying change." + "reason": "Same general theme of label handling, but one is a BeitImageProcessorFast bug and the other is a Florence2 training-loss double-shift bug." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both are strict-config complaints, but one blocks granite_speech loading while the other drops a Qwen field." + "reason": "Both are config-related, but one is strict loading for granite_speech and the other is a missing deepstack_visual_indexes field in Qwen3_5MoeVisionConfig." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Saving processor artifacts missing files is unrelated to AutoProcessor's missing-vision-backend error reporting." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Router/load-balancing loss gating vs LwDetr float16 AMP crash; unrelated." + "reason": "Different model families and failure modes: MoE load-balancing loss omission vs LwDetrImageLoss AMP/CUDA crash." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Physical-intelligence loading failure and protobuf tokenizer error masking are separate issues." + "reason": "Loading physical-intelligence/fast on transformers>=5.1.0 is unrelated to tokenizer decode errors being masked when protobuf is absent." }, { "left": "issue:29870", "right": "issue:30333", "accept": false, - "reason": "Bart generate UnboundLocalError vs MLflow job reporting failure; unrelated." + "reason": "BART generate() decoder_attention_mask error is unrelated to MLFlow not being reported after failed training jobs." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "Generic flash-attention topic vs a specific Nemotron FA2 support error; insufficient evidence of same bug." + "reason": "Both mention Flash Attention, but one is a model-specific unsupported-path error and the other is just a general Flash Attention 2.0 topic." }, { "left": "issue:43526", "right": "issue:46894", "accept": false, - "reason": "Reduce-labels truncation vs ASR training-loss double-shift; similar pattern only at a very high level." + "reason": "Both mention label-related training issues, but they are different models and different bugs (single-label reduction vs loss double-shift)." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Video input regression in Qwen models vs Windows ROCm/torch.distributed import issue; distinct code paths." + "reason": "Different regression classes: video-input handling in Qwen models vs Windows/ROCm torch.distributed dependency problems." }, { "left": "issue:42199", "right": "issue:46851", "accept": false, - "reason": "DETR cardinality error vs Qwen3.5 variable-length position_ids bug; unrelated." + "reason": "Both involve shape/positioning concerns in DETR-like or Qwen models, but one is a DETR cardinality check bug and the other is variable-length position_ids behavior." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Gemma-4 Zero3 from_pretrained problem vs optimizer stepping twice under DeepSpeed; different runtime bugs." + "reason": "Gemma 4 zero3 from_pretrained and duplicate optimizer.step under deepspeed are unrelated." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug vs ESM2 breakage; unrelated." - }, - { - "left": "issue:44368", - "right": "issue:44977", - "accept": false, - "reason": "Tie-word-embeddings warning during LoRA fine-tuning vs flash-attention generation failure; different issues." + "reason": "BigBirdTokenizer special-token registration bug is unrelated to the broader ESM2 breakage report." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Qwen3-Next tied-weights warning vs patchtsmixer post_init policy change; unrelated." + "reason": "Both are warning/config related, but they concern different models and different logic: tied-weights warning vs patchtsmixer post_init allowance." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:44368", + "right": "issue:44977", "accept": false, - "reason": "SAM3 pixel decoder dummy Conv2d vs sam3_video/sam3_tracker config mismatch; not the same bug." + "reason": "Same Qwen3.5 area, but one is a tied-embeddings warning in LoRA fine-tuning and the other is a flash-attention generation regression." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Strict-config loading issue vs Windows ROCm torch.distributed dependency problem; unrelated." + "reason": "Strict config loading vs Windows/ROCm import/type failure are not the same bug." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "SAM3 Video missing attribute vs Qwen3OmniMoe video input ValueError; different models and failures." + "reason": "Both are video/SAM/Qwen adjacent, but one is a missing attribute on Sam3 output and the other is a video-input ValueError in Qwen3OmniMoe." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Different memory/result-handling bugs: RT-DETR model deletion leak vs mask generation pipeline dropping final partial-batch results." } ] }, @@ -14008,10 +14013,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:42886", "issue:43065", + "issue:43408", + "issue:43441", "issue:43646", "issue:43701", "issue:43723", @@ -14034,7 +14041,6 @@ "issue:45200", "issue:45229", "issue:45375", - "issue:45412", "issue:45478", "issue:45563", "issue:45588", @@ -14054,256 +14060,252 @@ "issue:46752", "issue:46832", "issue:46858", - "issue:47020", "issue:47068", "issue:47145" ], "soft_pairs": [ - "issue:45412|issue:46123", "issue:42886|issue:45229", - "issue:46170|issue:46832", "issue:43723|issue:46710", + "issue:46170|issue:46832", "issue:43931|issue:44368", "issue:44188|issue:46202", - "issue:44995|issue:45200", + "issue:43065|issue:43408", "issue:44368|issue:45563", + "issue:44995|issue:45200", "issue:46132|issue:47145", "issue:44483|issue:46202", - "issue:44188|issue:46421", "issue:43906|issue:46202", + "issue:44188|issue:46421", "issue:45593|issue:47068", "issue:44995|issue:45588", "issue:45987|issue:46082", - "issue:45685|issue:46431", "issue:44361|issue:44749", + "issue:45685|issue:46431", "issue:44297|issue:44623", "issue:45103|issue:46858", - "issue:43065|issue:46123", "issue:43701|issue:44749", "issue:44749|issue:45656", + "issue:43065|issue:46123", "issue:43994|issue:46726", - "issue:43646|issue:44162", "issue:44623|issue:45656", + "issue:43646|issue:44162", "issue:44964|issue:45137", "issue:44871|issue:46132", - "issue:46752|issue:47020", + "issue:43441|issue:46752", "issue:45375|issue:45478" ], - "prepared_review_unit_hash": "44150872da82432727b80c397b87a6d5eff14f09e363b1b611675f60148d68d0", + "prepared_review_unit_hash": "bdb6a7352ff8994408d250c1c366401b6171a92f06c9f07307cb2990b15149bf", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36046, - "estimated_input_tokens": 9012, - "estimated_eval_tokens": 18280 + "serialized_chars": 36042, + "estimated_input_tokens": 9011, + "estimated_eval_tokens": 18278 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the issues span tokenizer loading, model/config regressions, training/optimizer behavior, cache semantics, and unrelated subsystem bugs. Only one soft pair looks like a true duplicate/near-duplicate: the StaticCache.get_seq_length contract bug and its _prefill slice-arithmetic failure are the same underlying issue.", - "confidence": 0.73, - "canonical_issue_reason": "issue:45987 is the clearest root-cause report: it names the API contract violation in StaticCache.get_seq_length, which directly explains the downstream failure described in issue:46858.", + "summary": "These are mostly unrelated issue reports; the only strong duplicate-like pair is the Qwen3.5 MoE config-loading regression. No PRs are present.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45375 is the most specific, root-cause-oriented report in the cluster: it names the missing `deepstack_visual_indexes` field and explains the strict-schema drop that likely drives the load failure.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45987 is the best anchor for the only convincing duplicate pair because it states the underlying bug more generally, while issue:46858 is a specific manifestation.", + "best_issue_reason": "issue:45375 is the best representative because it identifies the concrete config bug rather than only the downstream `from_pretrained` symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45412", - "right": "issue:46123", - "accept": false, - "reason": "Different subsystems and failures: RT-DETR memory retention vs MaskGenerationPipeline partial-batch result dropping." - }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Tokenizer offline cache loading is unrelated to Gemma4 multi-GPU CUDA OOM." + "reason": "Different bugs: tokenizer cache/offline loading vs Gemma4 multi-GPU CUDA OOM." }, { - "left": "issue:46170", - "right": "issue:46832", + "left": "issue:43723", + "right": "issue:46710", "accept": false, - "reason": "Windows/ROCm import dependency issue is unrelated to an RTDetrModel forward shape mismatch." + "reason": "Both mention transformers v5, but one is tokenizer loading and the other is an accuracy regression; different failure modes." }, { - "left": "issue:43723", - "right": "issue:46710", + "left": "issue:46170", + "right": "issue:46832", "accept": false, - "reason": "Both are version-related regressions, but one is tokenizer loading and the other is accuracy regression; not the same bug." + "reason": "Unrelated subsystems: Windows/ROCm import failure vs RT-DETR forward shape/type error." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is unrelated to a warning about tie_word_embeddings in Qwen3.5 LoRA fine-tuning." + "reason": "Qwen3-VL weight-shape mismatch is unrelated to a Gemma warning about `tie_word_embeddings`." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "Different concrete problems: torch.compile attention-kernel divergence vs Gemma pipeline roundtrip failure." + "reason": "Attention-kernel divergence on `torch.compile` is not the same as Gemma pipeline roundtrip tokenization behavior." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:43065", + "right": "issue:43408", "accept": false, - "reason": "GlmMoeDsa stale cache crash is unrelated to Gemma 4 mm_token_type_ids defaults." + "reason": "Different SAM3 issues: a dummy Conv2d implementation detail vs a model-type warning on loading." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "A configuration warning during fine-tuning is unrelated to a stale generate warning for num_return_sequences." + "reason": "Different concerns: config warning about tied embeddings vs stale `num_return_sequences` warning in paged generate." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa second-pass cache crash is unrelated to Gemma4's missing `mm_token_type_ids` default." }, { "left": "issue:46132", "right": "issue:47145", "accept": false, - "reason": "AttentionInterface.register behavior change is unrelated to FP8 checkpoint loading missing weight_scale application." + "reason": "Attention registration behavior change is not the same bug as FP8 checkpoint loading without `weight_scale`." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "Chat-completions API request rejection is unrelated to Gemma pipeline token roundtrip failure." + "reason": "API request rejection on `/v1/chat/completions` is unrelated to Gemma pipeline roundtrip token handling." }, { - "left": "issue:44188", - "right": "issue:46421", + "left": "issue:43906", + "right": "issue:46202", "accept": false, - "reason": "Both mention compile/cache behavior, but one is attention-kernel branching and the other is cache lazy-init recompilation; not the same defect." + "reason": "An isolated reproduction of another issue is not the same as the Gemma roundtrip failure described here." }, { - "left": "issue:43906", - "right": "issue:46202", + "left": "issue:44188", + "right": "issue:46421", "accept": false, - "reason": "An isolated reproduction of another issue is too generic to match the specific Gemma '\u2581' roundtrip failure." + "reason": "Both involve cache/compile mechanics, but one is attention-kernel branching and the other is lazy cache init causing recompilation." }, { "left": "issue:45593", "right": "issue:47068", "accept": false, - "reason": "D-FINE auxiliary-loss behavior and a deepspeed host-synchronization concern are different training-path bugs." + "reason": "D-FINE auxiliary-loss behavior is unrelated to a Deepspeed loss host-synchronization concern." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Second-forward-pass cache corruption in GlmMoeDsa is unrelated to flash_attention crashing on s_aux=None." + "reason": "Stale indexer cache crash is a different code path from `flash_attention.py` failing on `s_aux=None`." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "Cache sequence-length type violation is unrelated to LlamaConfig rejecting an explicit head_dim." + "reason": "StaticCache return-type bug and LlamaConfig head-dim validation are separate issues." }, { - "left": "issue:45685", - "right": "issue:46431", + "left": "issue:44361", + "right": "issue:44749", "accept": false, - "reason": "MPS histogram support failure is unrelated to missing chat-template errors in processors." + "reason": "MLukeTokenizer task AttributeError is unrelated to a Transformers upgrade performance regression." }, { - "left": "issue:44361", - "right": "issue:44749", + "left": "issue:45685", + "right": "issue:46431", "accept": false, - "reason": "Tokenizer AttributeError on tasks is unrelated to a training throughput regression after upgrading Transformers." + "reason": "MPS MoE histogram limitation is unrelated to missing chat-template support in a processor." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both are save_pretrained-related, but one is tokenizer class metadata mismatch and the other is missing processor files; not the same concrete bug." + "reason": "Both are save_pretrained-related, but tokenizer-class metadata mismatch is not the same as processor file omission." }, { "left": "issue:45103", "right": "issue:46858", "accept": false, - "reason": "auto_docstring annotation handling is unrelated to cache.get_seq_length returning a device tensor in prefill." - }, - { - "left": "issue:43065", - "right": "issue:46123", - "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to the last-batch handling bug in MaskGenerationPipeline." + "reason": "auto_docstring annotation handling is unrelated to `_prefill` cache-length device-tensor arithmetic." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to a performance regression after version upgrade." + "reason": "Checkpoint key mismatch is a different bug from an upgrade-induced slowdown." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Throughput slowdown and double optimizer.step under deepspeed are different training issues." + "reason": "Performance regression after upgrade is not the same concrete issue as Deepspeed calling optimizer.step twice." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel decoder dummy layer is unrelated to MaskGenerationPipeline dropping partial-batch results." }, { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "SigLIP2 incorrect outputs and missing vision backend handling are different vision-stack problems." + "reason": "Siglip2 incorrect outputs are unrelated to AutoProcessor backend-missing error handling." }, { - "left": "issue:43646", - "right": "issue:44162", + "left": "issue:44623", + "right": "issue:45656", "accept": false, - "reason": "Custom model initialization breakage in v5 and ESM2 being broken are not the same code-path issue." + "reason": "Processor save_pretrained missing files is unrelated to a Deepspeed double-step bug." }, { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:43646", + "right": "issue:44162", "accept": false, - "reason": "processor.save_pretrained file emission and deepspeed optimizer-step duplication are unrelated." + "reason": "Custom model init breakage in v5 and ESM2 being broken are too broad and point to different concrete failures." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Phi-4 multimodal loading failure is unrelated to DeepSpeed ZeRO3 deque underflow." + "reason": "Phi-4 multimodal model loading and DeepSpeed ZeRO3 deque underflow are unrelated." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma-3 eos_token_id mismatch is unrelated to AttentionInterface.register behavior changes." + "reason": "Gemma eos_token_id inconsistency is unrelated to AttentionInterface.register semantics." }, { - "left": "issue:46752", - "right": "issue:47020", + "left": "issue:43441", + "right": "issue:46752", "accept": false, - "reason": "Empty-list chat-template IndexError and XLMRobertaTokenizer/Unigram constructor mismatch are different tokenizer bugs." + "reason": "FlashAttention crash with `s_aux=None` is unrelated to empty-list `apply_chat_template` handling." }, { "left": "issue:45375", "right": "issue:45478", - "accept": false, - "reason": "Both involve Qwen3.5 MoE, but one is a missing config field dropped by strict validation and the other is a broader from_pretrained error; insufficiently specific to merge." - }, - { - "left": "issue:45987", - "right": "issue:46858", "accept": true, - "reason": "Same underlying cache API bug: get_seq_length returns a tensor instead of an int, and 46858 is the concrete _prefill failure this causes on non-CUDA backends." + "reason": "Both describe the same Qwen3.5 MoE load regression; 45375 names the concrete missing config field and 45478 reports the resulting `from_pretrained` failure." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, stays conservative, and correctly identifies the only strong duplicate-like pair as issue:45375 / issue:45478. The other soft-edge rejects are generally well supported by the issue titles and do not overstate similarity. No PR pairs are present." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14318,7 +14320,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:28282", "issue:30990", @@ -14370,32 +14372,32 @@ "issue:47217" ], "soft_pairs": [ - "issue:43475|issue:46821", "issue:45561|issue:47217", - "issue:42994|issue:43482", + "issue:43475|issue:46821", "issue:43475|issue:43643", - "issue:44188|issue:46851", "issue:45230|issue:45397", "issue:44373|issue:46851", + "issue:44188|issue:46851", + "issue:42994|issue:43482", "issue:43232|issue:43673", "issue:45310|issue:45375", - "issue:28282|issue:30990", "issue:44038|issue:44623", - "issue:39692|issue:46726", + "issue:28282|issue:30990", "issue:41628|issue:44933", "issue:46877|issue:47000", "issue:46463|issue:46877", + "issue:39692|issue:46726", "issue:42994|issue:43525", "issue:44869|issue:45356", "issue:43723|issue:46326", "issue:42371|issue:45092", "issue:43873|issue:44945", - "issue:43784|issue:46399", "issue:45137|issue:47000", + "issue:43784|issue:46399", "issue:41628|issue:44351", "issue:36010|issue:41628", - "issue:42994|issue:43824", "issue:44038|issue:45310", + "issue:42994|issue:43824", "issue:44945|issue:45753", "issue:45561|issue:47059", "issue:44857|issue:46877", @@ -14403,20 +14405,20 @@ "issue:44661|issue:47059", "issue:45593|issue:46877" ], - "prepared_review_unit_hash": "5d5c2d822108bac561f4b58ad5a7a5a04e834ca91f3bf923d864288105b48853", + "prepared_review_unit_hash": "d935e47be56c12c050b79faca5b5a98c895220489d4d18f49720dc6bfce6109d", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36847, + "serialized_chars": 36848, "estimated_input_tokens": 9212, "estimated_eval_tokens": 18680 }, @@ -14425,214 +14427,211 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: many unrelated import, generation, quantization, vision, and testing regressions got linked only by broad Transformers v5 similarity. I found one plausible duplicate-style pair in the Qwen3.5 MoE loading/config path, but the rest should stay separate.", - "confidence": 0.61, - "canonical_issue_reason": "Issue 45310 is the broadest user-facing report in the only clearly related subthread: a Qwen3.5 MoE from_pretrained regression on transformers>=5.4.0. It is a better umbrella than the more specific config-field report.", + "summary": "This cluster is a heterogeneous mix of unrelated closed/open issues across imports, generation, tokenizers, vision models, quantization, testing, and docs. None of the soft pairs look like the same underlying defect, so no duplicate merges are justified.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 45310 is the clearest concrete regression report among the candidates, but the overall cluster is too mixed for a strong single canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "45310 is the best global issue anchor because it names the affected model family and the concrete loading regression, and it can subsume the more specific missing-field symptom in 45375.", + "best_issue_reason": "Issue 45310 is the most actionable and version-specific issue in the set; the rest are either broader, older, or clearly on different code paths.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43475", - "right": "issue:46821", - "accept": false, - "reason": "Both are AttributeError reports, but they hit different models, different attributes, and different code paths." - }, { "left": "issue:45561", "right": "issue:47217", "accept": false, - "reason": "One is a pytest-xdist/test utility race; the other is a VL prompt/image-placeholder inference bug." + "reason": "Different failures: xdist test file race vs VL image-placeholder handling." }, { - "left": "issue:42994", - "right": "issue:43482", + "left": "issue:43475", + "right": "issue:46821", "accept": false, - "reason": "Both involve quantization-related workflows, but one is saving and the other is loading a different model format; not the same bug." + "reason": "Both are AttributeError reports, but on different models and unrelated attributes." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "SAM3 encoder attribute failure and AutoConfig missing fields are unrelated symptoms with different components." - }, - { - "left": "issue:44188", - "right": "issue:46851", - "accept": false, - "reason": "Different subsystems and failure modes: torch.compile attention-kernel divergence vs Qwen3.5 variable-length position_ids handling." + "reason": "SAM 3 vision encoder attr bug vs AutoConfig missing fields; different code paths." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "Too generic to merge: one is a placeholder bug report, the other is a specific gemma-4 ZeRO3 from_pretrained issue." + "reason": "Generic bug report vs gemma-4 ZeRO3 from_pretrained failure; not the same defect." }, { "left": "issue:44373", "right": "issue:46851", "accept": false, - "reason": "A wrong docstring for position_ids is not the same as a runtime failure in variable-length Qwen3.5 inputs." + "reason": "Docstring issue vs actual variable-length position_ids bug." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Torch.compile attention-kernel branching is unrelated to Qwen3.5 position_ids handling." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized saving failure vs GGUF loading failure; different operations and failure points." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both mention generation internals, but they describe different failures in different generation paths." + "reason": "Generation kwarg update after sync_gpus vs chunked_prefill cache absence; not the same bug." }, { "left": "issue:45310", "right": "issue:45375", - "accept": true, - "reason": "Same underlying Qwen3.5 MoE loading/config regression: 45310 reports the v5.4.0 from_pretrained failure, while 45375 identifies the missing deepstack_visual_indexes field dropped by strict config handling." - }, - { - "left": "issue:28282", - "right": "issue:30990", "accept": false, - "reason": "PyTorch-missing import error and Sentence Transformers hanging on load are different problems." + "reason": "Both involve Qwen3.5/MoE, but one is a from_pretrained error and the other is a missing config field; insufficient evidence of one root cause." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe bug and processor.save_pretrained missing files are separate issues." + "reason": "Qwen3-VL-Moe compatibility issue vs processor.save_pretrained missing files; different functionality." }, { - "left": "issue:39692", - "right": "issue:46726", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "Both touch vision/processor docs, but one is a broken example and the other is an AutoProcessor backend-missing error." + "reason": "PyTorch missing ImportError vs Sentence Transformers loading hang; unrelated symptoms." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import-related, but they concern different symbols and likely different export paths." + "reason": "Different missing imports from different modules; no shared concrete code-path." }, { "left": "issue:46877", "right": "issue:47000", "accept": false, - "reason": "Import-time docstring lint output and RTDetrLoss infeasible cost matrix are unrelated." + "reason": "Import-time docstring lint output vs RTDetrLoss runtime crash; unrelated." }, { "left": "issue:46463", "right": "issue:46877", "accept": false, - "reason": "Incorrect T5 validation messaging is not the same bug as doc-lint output at import time." + "reason": "T5 decoder-input validation message bug vs docstring logging issue." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Documentation example errors vs AutoProcessor backend-missing import behavior." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized save failure and Llama4Config pad_token_id absence are different model/config bugs." + "reason": "Quantized model saving failure vs Llama4Config missing pad_token_id attribute." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Both involve tokenization/decoding, but they affect different models and different decoding failures." + "reason": "Whisper timestamp decode crash vs Kimi tokenizer regression; different tokenization paths." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Tokenizer loading in v5 and mistral_common continue_final_message handling are separate code paths." + "reason": "AutoTokenizer loading problem vs continue_final_message logic for mistral_common tokenizers." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 settings guidance and InternVL2 meta-initialization incompatibility are unrelated." + "reason": "TF32 settings API change vs InternVL2 meta-initialization incompatibility; unrelated." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization offloading and pipeline-parallel LLM output divergence are different runtime problems." + "reason": "Quantization offloading behavior vs pipeline-parallelism output correctness; different subsystems." }, { - "left": "issue:43784", - "right": "issue:46399", + "left": "issue:45137", + "right": "issue:47000", "accept": false, - "reason": "sentence-transformers import NameError and Qwen3.5 kernel registration failure are unrelated." + "reason": "DeepSpeed ZeRO3 deque error vs RTDetrLoss cost-matrix infeasibility." }, { - "left": "issue:45137", - "right": "issue:47000", + "left": "issue:43784", + "right": "issue:46399", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow and RTDetrLoss infeasible cost matrix are different failures." + "reason": "Import-time NameError in sentence-transformers vs Qwen3.5 kernel registration failure." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are top-level import errors, but for different symbols and likely different compatibility fixes." + "reason": "AutoImageProcessor import issue vs HybridCache import issue; both are imports, but not the same missing symbol or fix." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "GenerationMixin import path breakage and AutoImageProcessor import failure are separate API regressions." + "reason": "GenerationMixin import breakage vs AutoImageProcessor import breakage; different APIs and fixes." }, { - "left": "issue:42994", - "right": "issue:43824", + "left": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "Quantized save failure and missing Qwen2.5-VL class import are unrelated." + "reason": "Same broad Qwen/MoE area, but different model variants and different failure descriptions; too weak for duplication." }, { - "left": "issue:44038", - "right": "issue:45310", + "left": "issue:42994", + "right": "issue:43824", "accept": false, - "reason": "Different Qwen model variants and different failure points; too broad to treat as one bug." + "reason": "Quantized save failure vs missing Qwen2.5-VL class import." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline-parallel output errors and Qwen3.5 image-specific looping are not the same code-path issue." + "reason": "Pipeline parallelism output bug vs Qwen3.5 infinite loop on a specific image." }, { "left": "issue:45561", "right": "issue:47059", "accept": false, - "reason": "A test race on captured_info.txt is unrelated to a huggingface_hub CLI compatibility break." + "reason": "Test worker file race vs CLI completion attribute error from huggingface_hub." }, { "left": "issue:44857", "right": "issue:46877", "accept": false, - "reason": "Float16 AMP CUDA crash in LwDetrLoss is unrelated to import-time docstring diagnostics." + "reason": "AMP/CUDA loss crash vs import-time docstring diagnostics." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained for MoE and Qwen3.5 from_pretrained loading failure are different operations and likely different fixes." + "reason": "FP8 save_pretrained on MoE models vs Qwen3.5 from_pretrained load error; opposite directions and different triggers." }, { "left": "issue:44661", "right": "issue:47059", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES model-generation failure and CLI completion regression are unrelated." + "reason": "Tokenizer-mapping model addition failure vs CLI/huggingface_hub compatibility error." }, { "left": "issue:45593", "right": "issue:46877", "accept": false, - "reason": "D-FINE auxiliary-loss logic and doc-lint stdout noise are unrelated." + "reason": "D-FINE auxiliary-loss bug vs import-time auto_docstring logging." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it correctly treats the cluster as mostly heterogeneous and only elevates the 45310/45375 Qwen3.5 MoE pair as a plausible duplicate-style match. The other soft-edge rejections are cautious and supported by the issue titles/descriptions rather than overstated evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -14647,7 +14646,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:30333", "issue:30990", @@ -14699,26 +14698,26 @@ "issue:47085" ], "soft_pairs": [ - "issue:45406|issue:46202", "issue:45081|issue:45103", + "issue:45406|issue:46202", "issue:46202|issue:46701", "issue:43232|issue:44792", - "issue:42673|issue:43704", "issue:42831|issue:44222", + "issue:42673|issue:43704", "issue:42175|issue:44933", "issue:45405|issue:46877", "issue:44743|issue:47068", "issue:44496|issue:45561", - "issue:30333|issue:33290", "issue:43976|issue:44933", + "issue:30333|issue:33290", "issue:30990|issue:35141", "issue:42898|issue:44568", - "issue:42175|issue:45712", "issue:43479|issue:46829", + "issue:42175|issue:45712", "issue:44568|issue:47085", "issue:44623|issue:45310", - "issue:42673|issue:46693", "issue:44186|issue:47085", + "issue:42673|issue:46693", "issue:46077|issue:46123", "issue:45600|issue:47059", "issue:42898|issue:45812", @@ -14729,214 +14728,214 @@ "issue:43784|issue:43824", "issue:42898|issue:44779" ], - "prepared_review_unit_hash": "23dcb6de393894fe5ae26128f6873d120ae916b9062cf47874102e89307772ad", + "prepared_review_unit_hash": "f81606fb3b37f08c2dfe91f9e1754348fb7540556b50903ea8d5090422c2dc03", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36605, - "estimated_input_tokens": 9152, - "estimated_eval_tokens": 18560 + "serialized_chars": 36600, + "estimated_input_tokens": 9150, + "estimated_eval_tokens": 18556 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only one soft edge is a clear duplicate: the Qwen3ForCausalLM VRAM leak report appears twice with the same title. The other candidate pairs are mostly broad-theme matches (tokenizers, Gemma, FP8, docs, generation) but describe different concrete failures and should stay separate.", - "confidence": 0.96, - "canonical_issue_reason": "Use issue:42673 as canonical: it is the earlier, fuller report of the exact same Qwen3ForCausalLM multi-dataloader VRAM leak, and issue:43704 is a near-verbatim duplicate with less context.", + "summary": "This cluster is mostly heterogeneous: the soft pairs look like loosely related v5/tokenizer/docs/runtime regressions rather than true duplicates. The only clear duplicate-looking pair is the repeated Qwen3ForCausalLM VRAM leak report.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it has an exact same-bug duplicate in issue:43704 and describes a concrete, reproducible VRAM leak in the same code path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the best issue fit because it most clearly states the bug, has the richer discussion trail, and cleanly represents the duplicated Qwen3ForCausalLM VRAM leak problem.", + "best_issue_reason": "issue:42673 is the strongest representative in this set: specific bug, clear reproduction impact, and the only pair that appears to be an actual duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45406", - "right": "issue:46202", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Both involve Gemma, but one is a processor init bug and the other is a pipeline roundtrip/tokenization failure; different code paths and symptoms." + "reason": "Different subsystems and failures: Mistral regex patch crash vs auto-docstring annotation introspection crash." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:45406", + "right": "issue:46202", "accept": false, - "reason": "Both are AttributeErrors, but one is a Mistral tokenizer regex patch failure and the other is auto-docstring handling of future annotations; unrelated bugs." + "reason": "Both involve Gemma-related behavior, but one is a processor attribute error and the other is a pipeline roundtrip/tokenization issue." }, { "left": "issue:46202", "right": "issue:46701", "accept": false, - "reason": "Gemma-related, but one is a tokenizer/pipeline roundtrip issue and the other is a DiffusionGemmaGenerationOutput pipeline failure; not the same defect." + "reason": "Both mention Gemma pipelines, but the concrete failures differ: roundtrip token handling vs image-text-to-text generation output plumbing." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs handling after sync_gpus is unrelated to the janus image generation test failure." - }, - { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "Same title and same underlying symptom: Qwen3ForCausalLM leaks VRAM when used in multiple dataloader threads." + "reason": "Unrelated generation-path issues; one is sync_gpus bookkeeping, the other is a Janus image generation test failure." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "Both mention FP8, but one is an accuracy regression and the other is a save_pretrained/moe serialization issue." + "reason": "Both mention FP8, but one is an accuracy regression and the other is save_pretrained behavior for MoE." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same title and same concrete bug: Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "TensorFlow backend packaging and a missing image_utils import are unrelated." + "reason": "No shared underlying bug; missing TensorFlow backend in extras is unrelated to a nonexistent image_utils import." }, { "left": "issue:45405", "right": "issue:46877", "accept": false, - "reason": "A dependency version bump issue and an auto_docstring stdout logging issue are unrelated." + "reason": "Unrelated release/versioning issue vs auto_docstring logging behavior." }, { "left": "issue:44743", "right": "issue:47068", "accept": false, - "reason": "A Qwen3.5 recurrent-state caching bug and a deepspeed loss synchronization concern are different code paths." + "reason": "Different generation-time problems; recurrent-state reset bug is not the same as host synchronization in loss computation." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Model loading/config recognition and a pytest-xdist file race are unrelated." + "reason": "Unrelated config loading error vs pytest-xdist race in testing utilities." }, { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "MLflow reporting on failed training jobs is unrelated to a Sentence Transformers loading hang." + "reason": "General Python compatibility problem is unrelated to an image_utils import regression." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:30333", + "right": "issue:33290", "accept": false, - "reason": "Python version support and a missing image_utils import are separate problems." + "reason": "Different failures: MLFlow reporting on failed jobs vs deepspeed OOM with Adafactor." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "A loading hang and an embedding reinitialization bug are different failures." + "reason": "Loading hang in sentence-transformers is unrelated to token-embedding reinitialization." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one concerns clean_up_tokenization_spaces behavior while the other is BOS/EOS insertion for a specific tokenizer." + "reason": "Both are tokenizer regressions in v5, but they affect different APIs and symptoms; not the same bug." }, { - "left": "issue:42175", - "right": "issue:45712", + "left": "issue:43479", + "right": "issue:46829", "accept": false, - "reason": "Backend dependency packaging and leftover dummy classes are unrelated." + "reason": "Different model families and failure modes: multimodal config defaults vs output dataclass field mismatch." }, { - "left": "issue:43479", - "right": "issue:46829", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "Phi4Multimodal config initialization and VideoPrism output field wiring are different model-specific issues." + "reason": "Both are packaging/import-adjacent, but one is backend extras and the other is dummy object cleanup." }, { "left": "issue:44568", "right": "issue:47085", "accept": false, - "reason": "A tokenizer special-tokens regression and a tokenizer thread-safety regression are different bugs." + "reason": "Tokenizer special-token regression is not the same as thread-safety regressions in fast tokenizers." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Processor save_pretrained missing files and Qwen3.5 MoE from_pretrained errors are unrelated." + "reason": "Processor save_pretrained missing files is not the same as Qwen3.5 MoE from_pretrained failure." }, { - "left": "issue:42673", - "right": "issue:46693", + "left": "issue:44186", + "right": "issue:47085", "accept": false, - "reason": "Both are performance-related, but VRAM leakage in dataloader threads is not the same as FA2 long-context generation slowdown." + "reason": "LayoutLMv2Tokenizer crash on NER/padding is a specific tokenizer bug, not a general thread-safety regression." }, { - "left": "issue:44186", - "right": "issue:47085", + "left": "issue:42673", + "right": "issue:46693", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crashes are separate from fast tokenizer thread-safety regressions." + "reason": "Both are performance-related, but one is a VRAM leak in dataloader threads and the other is a long-context FA2 slowdown/regression." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Gemma4 attention-mask construction and MaskGenerationPipeline final-batch handling are unrelated." + "reason": "Different pipeline/model behaviors: attention-mask construction vs final partial-batch bookkeeping." }, { "left": "issue:45600", "right": "issue:47059", "accept": false, - "reason": "A broken auto_mappings reference and a huggingface_hub CLI compatibility failure are unrelated CI issues." + "reason": "CI breakage from removed auto_mappings config is unrelated to the huggingface_hub CLI compatibility failure." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but the affected behavior and model scope differ; one is cleanup-space behavior, the other is wrong token IDs for Granite models." + "reason": "Both are v5 tokenizer regressions, but one is cleanup-space behavior and the other is wrong Granite token IDs." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Tokenizer loading failure in v5 and BOS/EOS special-token insertion failure are different symptoms and likely different fixes." + "reason": "Both concern tokenizers in v5, but they describe different concrete failures and code paths." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Phi4Multimodal config defaults and Whisper word-timestamp decoding are unrelated." + "reason": "No common underlying bug; multimodal config initialization is unrelated to Whisper timestamp decoding." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "A notebook syntax error and a documentation parameter-name mismatch are not the same issue." + "reason": "Both are documentation-related, but one is a syntax error in a notebook and the other is a parameter-name mismatch." }, { "left": "issue:39692", "right": "issue:46909", "accept": false, - "reason": "Both are broken documentation examples, but they target different models and failure modes." + "reason": "Both are broken docs examples, but they are different examples with different model/runtime errors." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Importing sentence-transformers fails with NameError, while the other is an ImportError for Qwen2.5-VL; unrelated imports." + "reason": "Import failures, but for different packages and causes; no shared code-path bug." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions in v5, but the reports describe different models and failure patterns rather than one shared concrete bug." + "reason": "Both are tokenizer regressions in v5, but on different models and different observable outputs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet. The Qwen3ForCausalLM pair is a clear duplicate with identical titles, and choosing issue:42673 as canonical is well-supported by the earlier timestamp and richer discussion trail. The remaining soft-edge rejections stay conservative and do not overstate evidence." + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly duplicate-looking pair is the identical Qwen3ForCausalLM VRAM leak report (42673/43704), and the rest of the soft-pair rejections are consistent with the titles and issue descriptions. No evidence is overstated." }, "evaluator_used": true, "retried": false, @@ -14955,7 +14954,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:22355", "issue:27957", @@ -15015,8 +15014,8 @@ "issue:43874|issue:45092", "issue:42898|issue:43295", "issue:44295|issue:45656", - "issue:42222|issue:45200", "issue:42898|issue:45356", + "issue:42222|issue:45200", "issue:44734|issue:45103", "issue:30333|issue:35141", "issue:22355|issue:28282", @@ -15027,225 +15026,225 @@ "issue:44297|issue:45656", "issue:42831|issue:44623", "issue:44933|issue:45712", - "issue:44448|issue:46132", "issue:44222|issue:44623", + "issue:44448|issue:46132", "issue:44060|issue:45125", "issue:42796|issue:43723", "issue:43479|issue:43644", "issue:45245|issue:46132", "issue:44373|issue:44485", "issue:44360|issue:46762", - "issue:41628|issue:42757", - "issue:44297|issue:45310" + "issue:44297|issue:45310", + "issue:41628|issue:42757" ], - "prepared_review_unit_hash": "2a8b63805be1d7732f9c7b68ed645c6a547d784c07b9d6119a8f525464433380", + "prepared_review_unit_hash": "dcbd132bec508e494268da78326fa72595b3c477024785ad443a5563d09bf7af", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36575, - "estimated_input_tokens": 9144, - "estimated_eval_tokens": 18544 + "serialized_chars": 36586, + "estimated_input_tokens": 9147, + "estimated_eval_tokens": 18550 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like the same underlying bug or change; the set is a heterogeneous mix of tokenizer/import, multimodal, optimizer, serving, and training issues. If a representative issue is needed, issue 44843 is the strongest single example because it is a concrete, user-facing tokenizer loading regression with clear reproduction and broader impact.", - "confidence": 0.92, - "canonical_issue_reason": "issue:44843 is the best representative issue here: it describes a concrete core regression in AutoTokenizer loading, has clear failure mode (HF_HUB_OFFLINE), and is more broadly relevant than the more niche or model-specific reports.", + "summary": "The soft pairs are mostly false positives: they share broad Transformers themes, but the underlying bugs are different (imports, tokenizers, training, multimodal configs, optimizer behavior, etc.). I would not merge any of the suggested pairs.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44843 is the clearest self-contained bug report: it names the exact failing path (`AutoTokenizer.from_pretrained` in `_patch_mistral_regex`), the trigger (offline mode), and the regression behavior, making it the best representative issue in this set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44843 is the most suitable single issue to anchor the cluster, but only as a representative example\u2014not as a true duplicate of the rest.", + "best_issue_reason": "issue:44843 has the strongest combination of specificity, reproducibility, and actionable root-cause framing among the issues listed.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "Different subsystems and failures: Flash Attention 2 model support vs MLflow reporting on failed training jobs." + "reason": "Different problems: XLMRoberta/Flash Attention 2 compatibility vs MLflow not reporting failed training jobs." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Unrelated bugs: multimodal config initialization vs ModelOutput key assignment semantics." + "reason": "One is a multimodal config default-initialization bug; the other is a `ModelOutput` key assignment issue. Different code paths." }, { "left": "issue:42673", "right": "issue:47085", "accept": false, - "reason": "Both mention threading, but one is a Qwen3 VRAM leak in dataloader threads and the other is fast tokenizer thread safety; different code paths and bugs." + "reason": "Both involve threads, but one is a VRAM leak in dataloader threads and the other is tokenizer thread-safety regression. Not the same bug." }, { "left": "issue:44843", "right": "issue:47085", "accept": false, - "reason": "Tokenizer offline-mode regression is not the same as Rust tokenizer thread-safety regression." + "reason": "`AutoTokenizer.from_pretrained` offline-mode failure is unrelated to fast tokenizer thread-safety." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLflow job-status reporting and Llama 3.2 Vision model loading are unrelated issues." + "reason": "Failed-training MLflow reporting is unrelated to Llama 3.2 vision model loading regressions." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Both are multimodal/model-loading bugs, but one is a missing image processor method and the other is a meta-initialization incompatibility; not the same underlying defect." + "reason": "GLM46V image patch counting bug and InternVL2 meta-init incompatibility are different multimodal loading issues." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Both are v5 regressions around token/processor behavior, but they affect different APIs and code paths." + "reason": "`clean_up_tokenization_spaces` behavior change and processor.tokenizer/image-passing regression are different API regressions." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Position_ids buffer access error and deepspeed optimizer double-step are unrelated." + "reason": "Registering `position_ids` as a buffer causing read errors is unrelated to optimizer step being called twice with deepspeed." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:42898", + "right": "issue:45356", "accept": false, - "reason": "Different model families and different multimodal setup bugs; not the same change." + "reason": "Tokenizer cleanup behavior change and Kimi-K2.5 codec/regex regression are distinct tokenizer issues." }, { - "left": "issue:42898", - "right": "issue:45356", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Both are tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is Kimi-K2.5 codec/regex handling." + "reason": "VitPose breakage and Gemma 4 `mm_token_type_ids` defaulting are different model-specific bugs." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serving KV-cache indexing crash and auto-docstring annotation crash are unrelated." + "reason": "KV-cache continuation tensor indexing in serve is unrelated to auto-docstring crashes with postponed annotations." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "MLflow reporting vs token-embedding resize/post_init reinitialization are different bugs." + "reason": "MLflow failed-run reporting and token-embedding resize/reinit are unrelated training vs model-initialization bugs." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Both are import errors, but one is missing transformers.onnx and the other is missing PyTorch for AutoModel; unrelated causes." + "reason": "`transformers.onnx` import failure is unrelated to `AutoModel` requiring PyTorch being absent." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 save_pretrained behavior and tokenizer_config class naming are unrelated." + "reason": "FP8 `save_pretrained`/MoE serialization is unrelated to tokenizer class mismatch in `tokenizer_config.json`." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Optimizer argument handling and docstring parameter mismatch are not the same bug." + "reason": "SGD optimizer arguments not being used is not the same as a documentation parameter-name typo for `set_training()`." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Example-script failures in different scripts with different root causes; too broad to merge." + "reason": "Multi-label classification example returning empty results and local dataset loading failure are different example-script bugs." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "PEFT version pinning and leftover dummy classes are unrelated maintenance issues." + "reason": "PEFT version bump and leftover dummy classes failing repo checks are unrelated housekeeping issues." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer config serialization and deepspeed optimizer stepping are unrelated." + "reason": "Tokenizer config serialization mismatch is unrelated to deepspeed optimizer step duplication." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FineGrainedFP8 accuracy vs processor.save_pretrained missing files are unrelated." + "reason": "FineGrainedFP8 accuracy degradation and missing files in `processor.save_pretrained()` are different defects." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Bad image_utils import and dummy class leakage are different export/import problems." + "reason": "Missing `image_utils` import and dummy PT objects leakage are unrelated import/export cleanup issues." }, { - "left": "issue:44448", - "right": "issue:46132", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "Pegasus v4/v5 output difference and AttentionInterface.register behavior change are unrelated." + "reason": "FP8 MoE save behavior and processor save_pretrained missing files do not describe the same failing path." }, { - "left": "issue:44222", - "right": "issue:44623", + "left": "issue:44448", + "right": "issue:46132", "accept": false, - "reason": "Both involve saving, but one is FP8 moe save_pretrained and the other is processor save_pretrained file omission; different code paths." + "reason": "Pegasus v4/v5 output differences and `AttentionInterface.register` behavior change are unrelated behavioral regressions." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Both involve Qwen3 variants, but one is a tied-weights warning bug and the other is missing tensor-parallel plan support." + "reason": "Wrong tied-weights warning in Qwen3-Next is different from missing `_tp_plan` in Qwen3_5Moe for tensor parallelism." }, { "left": "issue:42796", "right": "issue:43723", "accept": false, - "reason": "Tokenizer BPE marker handling and AutoTokenizer.from_pretrained loading regression are different defects." + "reason": "Ministral tokenizer BPE-marker handling and `AutoTokenizer.from_pretrained` loading failure are different tokenizer bugs." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Multimodal config defaults and non-persistent buffer corruption are unrelated." + "reason": "Phi4MultimodalConfig default config initialization is unrelated to non-persistent buffers being filled with junk." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-count limit error and AttentionInterface.register behavior change are unrelated." + "reason": "Category-count limit error and attention interface registration behavior change are unrelated." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Docstring typo/accuracy issue is not the same as GLM-5 RoPE implementation." + "reason": "Docstring correction for `position_ids` is not the same as GLM-5 RoPE implementation issues." }, { "left": "issue:44360", "right": "issue:46762", "accept": false, - "reason": "Different algorithmic components with different correctness concerns; no shared code path." + "reason": "A discussion about a DSA indexer lacking ReLU is unrelated to Minimax MSA attention numerical differences." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:44297", + "right": "issue:45310", "accept": false, - "reason": "Two distinct import errors from different packages and symbols." + "reason": "Tokenizer class mismatch on save and Qwen3.5 MoE `from_pretrained` errors are different problems." }, { - "left": "issue:44297", - "right": "issue:45310", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "Tokenizer class serialization bug and Qwen3.5 MoE from_pretrained regression are different issues." + "reason": "`AutoImageProcessor` import failure and `is_offline_mode` import failure come from different missing symbols and likely different package-version issues." } ] }, @@ -15267,7 +15266,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:22355", "issue:27957", @@ -15295,6 +15294,7 @@ "issue:44484", "issue:44623", "issue:44829", + "issue:44964", "issue:44977", "issue:45071", "issue:45092", @@ -15319,14 +15319,14 @@ ], "soft_pairs": [ "issue:45071|issue:46082", - "issue:43723|issue:44977", "issue:44222|issue:44484", + "issue:43723|issue:44977", "issue:43504|issue:47059", - "issue:46614|issue:46932", "issue:43122|issue:46209", + "issue:46614|issue:46932", "issue:44263|issue:45092", - "issue:44295|issue:44623", "issue:44263|issue:44373", + "issue:44295|issue:44623", "issue:43232|issue:46424", "issue:43232|issue:45834", "issue:46209|issue:46431", @@ -15335,214 +15335,221 @@ "issue:44263|issue:44360", "issue:43475|issue:46305", "issue:46305|issue:46655", - "issue:46369|issue:46909", - "issue:43986|issue:46726", "issue:42831|issue:45310", + "issue:46369|issue:46909", "issue:22355|issue:27957", "issue:42907|issue:46050", + "issue:43986|issue:46726", "issue:44279|issue:46328", "issue:45092|issue:45357", "issue:42831|issue:44038", "issue:44261|issue:45092", - "issue:41628|issue:43824", - "issue:44829|issue:46002" + "issue:44829|issue:46002", + "issue:44964|issue:47059", + "issue:41628|issue:43824" ], - "prepared_review_unit_hash": "45f997856c53e49b91f74c802445312eabf4d63bb260daff951170415479b1dd", + "prepared_review_unit_hash": "1424f24117c4617c06be7e2af35cc56cda2866558315120bf315868459bd8f63", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35169, - "estimated_input_tokens": 8793, - "estimated_eval_tokens": 17842 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36050, + "estimated_input_tokens": 9013, + "estimated_eval_tokens": 18282 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated regressions and model-specific bugs across loading, save/load, quantization, generation, and processors. None of the soft pairs look like true duplicates of the same underlying bug/change.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45092 is the clearest, most self-contained report: it describes a concrete v5 meta-initialization incompatibility with old remote-code InternVL2 checkpoints and is more specific than the other candidates.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:45092 is the strongest representative issue because it is specific, reproducible, and points to a concrete loading-path regression rather than a broad symptom or follow-on effect.", - "best_pr_reason": null, + "summary": "This cluster is heterogeneous: the soft links are mostly broad topic similarities (tokenization, save/load, AutoProcessor, FP8, multimodal bugs) rather than the same underlying defect. I would not merge any of the suggested pairs.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical issue: the set spans unrelated regressions and model-specific bugs, so there is no single representative duplicate anchor.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No best issue for duplicate consolidation; the issues are too diverse to treat as one bug family.", + "best_pr_reason": "No PRs are present in this cluster.", "soft_edge_verdicts": [ { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "Both are config-related, but one is a PretrainedConfig type-checking regression and the other is a LlamaConfig head_dim validation error; different code paths and failure modes." + "reason": "Different failures: PretrainedConfig type checking vs LlamaConfig head_dim validation." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:44222", + "right": "issue:44484", "accept": false, - "reason": "Tokenizer loading in v5 vs Qwen3.5 flash-attention generation failure are distinct problems affecting different subsystems." + "reason": "FP8 save_pretrained/moe issue is unrelated to the max_shard_size default question." }, { - "left": "issue:44222", - "right": "issue:44484", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "One is about FP8 save_pretrained for MoE models, the other about max_shard_size default behavior; both touch saving but not the same bug." + "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation are different code paths." }, { "left": "issue:43504", "right": "issue:47059", "accept": false, - "reason": "Legacy BEiT preset loading and a CLI incompatibility with huggingface_hub are unrelated." + "reason": "BEiT legacy-field loading bug is unrelated to the CLI/huggingface_hub test failure." }, { - "left": "issue:46614", - "right": "issue:46932", + "left": "issue:43122", + "right": "issue:46209", "accept": false, - "reason": "Stale phonemizer language state in Wav2Vec2PhonemeCTCTokenizer is unrelated to Gemma4 quantized embedder dtype casting." + "reason": "Tokenization version drift is unrelated to FP8 inference failure on B200." }, { - "left": "issue:43122", - "right": "issue:46209", + "left": "issue:46614", + "right": "issue:46932", "accept": false, - "reason": "Tokenization drift across versions and FP8 inference failure on B200 are different issues with no shared code-path evidence." + "reason": "Stale phonemizer backend state is unrelated to Gemma4 dtype casting in quantized embedders." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "torch.split return handling in a MoE indexer is unrelated to remote-code checkpoint/meta-init incompatibility." + "reason": "GlmMoeDsaIndexer torch.split behavior is unrelated to remote-code checkpoint/meta-init incompatibility." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "Reading position_ids after buffer registration and processor.save_pretrained missing files are separate serialization/attribute problems." + "reason": "Runtime tensor-splitting bug and a docstring issue are not the same bug." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "A runtime torch.split behavior bug is not the same as a wrong docstring about position_ids." + "reason": "Reading position_ids after buffer registration is unrelated to processor.save_pretrained missing files." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation kwargs syncing after sync_gpus and cache max_cache_length semantics are distinct generation/cache issues." + "reason": "Generation sync_gpus behavior and cache max_cache_length handling are different features." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation-state update logic and Kosmos2.5 OCR index overflow are unrelated." + "reason": "Generation kwargs update bug is unrelated to Kosmos2.5 OCR index error." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 inference on B200 and missing chat template handling are different failure modes in different pathways." + "reason": "FP8 B200 inference failure is unrelated to missing chat template errors." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers loading stall and siglip2 zero-probabilities are different model/runtime bugs." + "reason": "Sentence-Transformers loading stall and SIGLIP2 zero probabilities are different symptoms and subsystems." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + "reason": "Local dataset loading bug is unrelated to LlamaConfig head_dim validation." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "A torch.split return-value issue and a missing ReLU in the DSA indexer are not the same bug." + "reason": "DSA indexer ReLU omission is unrelated to the torch.split return-value issue." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "Missing fpn_position_embeddings in SAM3 video output and a sliding-window off-by-one are different SAM/video bugs." + "reason": "SAM3 missing attribute and MoonshineStreaming off-by-one are unrelated model bugs." }, { "left": "issue:46305", "right": "issue:46655", "accept": false, - "reason": "Both affect video processing, but one is a sliding-window mask off-by-one and the other is a padding calculation error; not the same defect." - }, - { - "left": "issue:46369", - "right": "issue:46909", - "accept": false, - "reason": "Memory overflow in sam3-litetext and a broken DIA documentation example are unrelated." + "reason": "Both are video-related, but one is a window-mask off-by-one and the other is padding calculation; not the same defect." }, { - "left": "issue:43986", - "right": "issue:46726", + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "Both mention AutoProcessor/backend availability, but one is a crash for video models without torchvision and the other is an unrecognized image processor error; not enough to be the same underlying bug." + "reason": "FineGrainedFP8 accuracy regression is unrelated to Qwen3.5 MoE from_pretrained failure." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:46369", + "right": "issue:46909", "accept": false, - "reason": "FineGrainedFP8 accuracy problems and Qwen3.5 from_pretrained errors are separate issues." + "reason": "SAM3-litetext memory overflow is unrelated to a broken documentation example." }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "Missing transformers.onnx module import and XLMRoberta Flash Attention 2 behavior are unrelated." + "reason": "ONNX import error and XLMRoberta Flash Attention 2 support are unrelated." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Dequantized Ministrals/Devstrals save failures and sinq save/load breakage are both quantization-related but refer to different mechanisms and failure modes." + "reason": "Both involve save/load, but one is dequantized Ministrals/Devstrals saving and the other is sinq quantization round-trip; too different to merge." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both mention missing vision dependencies, but the concrete failures differ: video AutoProcessor without torchvision vs generic unrecognized image processor handling." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "A general dependency issue is not the same as SequenceFeatureExtractor.pad converting arrays inefficiently." + "reason": "Generic dependency trouble with transformers is unrelated to SequenceFeatureExtractor.pad performance." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Both involve Qwen3.5-family checkpoints, but one is load-time incompatibility with meta initialization while the other is save_pretrained writing incorrect visual encoder keys." + "reason": "Different multimodal serialization problems in different model families; not the same code-path bug." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FineGrainedFP8 accuracy and Qwen3-VL-Moe from_pretrained/import behavior are different bugs." + "reason": "FP8 accuracy issue and Qwen3.5-Moe from_pretrained error are different regressions." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm causing precision error is a different model/config issue than InternVL2 v5 meta-init incompatibility." - }, - { - "left": "issue:41628", - "right": "issue:43824", - "accept": false, - "reason": "Two import errors for different symbols/models are not evidence of the same underlying bug." + "reason": "MLA rms_norm_eps precision issue is unrelated to remote-code checkpoint/meta-init incompatibility." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Degenerate training with flash_attention_3 and NaNs in classification heads after checkout/init are distinct training stability issues." + "reason": "Flash-attention-3 degenerate training and NaNs in classification heads upon checkout/init are different failure modes." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Phi-4 multimodal loading failure is unrelated to the CLI completion API break in tests." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Cannot import AutoImageProcessor and cannot import Qwen2_5_VLForConditionalGeneration are different missing-symbol regressions." } ] }, @@ -15564,7 +15571,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:22355", "issue:27957", @@ -15616,238 +15623,231 @@ "issue:47217" ], "soft_pairs": [ - "issue:43408|issue:46402", - "issue:44964|issue:47059", "issue:45381|issue:46305", "issue:39379|issue:46172", "issue:44483|issue:45406", "issue:42831|issue:45753", + "issue:43408|issue:46402", "issue:22355|issue:28218", "issue:43644|issue:46305", "issue:44327|issue:47059", - "issue:43986|issue:47217", "issue:44188|issue:44373", + "issue:43986|issue:47217", "issue:39401|issue:44568", "issue:42757|issue:45278", - "issue:43408|issue:46369", "issue:42886|issue:42994", "issue:42886|issue:43066", "issue:27957|issue:30990", "issue:42796|issue:43122", + "issue:43408|issue:46369", "issue:43232|issue:45593", "issue:45381|issue:46909", "issue:43540|issue:46909", "issue:43646|issue:46002", "issue:44295|issue:44297", "issue:42907|issue:44945", - "issue:30990|issue:33357", "issue:43576|issue:43784", + "issue:30990|issue:33357", "issue:42907|issue:44964", "issue:43976|issue:44945", "issue:42371|issue:44263" ], - "prepared_review_unit_hash": "3d1b2211c8a4ab2a7ed7e9297be5c42a2fabcbeaf3a2a69501ef7e799a3b9438", + "prepared_review_unit_hash": "41795bc3d3949d2f16f831cf25995db3d9f5bf4662a0b64f74f24d99f5e67e5e", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 35803, - "estimated_input_tokens": 8951, - "estimated_eval_tokens": 18158 + "soft_pair_count": 28, + "serialized_chars": 35510, + "estimated_input_tokens": 8878, + "estimated_eval_tokens": 18012 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of unrelated Transformers issues, mostly tokenizer/model regressions and version-specific breakages; there are no convincing duplicate pairs among the soft edges.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45278 is the broadest representative here: it describes a general post-upgrade regression with many import errors, which best matches the cluster\u2019s overall theme of Transformers version breakage. The rest are too specific and heterogeneous to serve as a canonical duplicate target.", + "summary": "This cluster is highly heterogeneous: most items are unrelated tokenizer, generation, model-loading, or CLI issues, so there is no strong duplicate group. I would not merge any soft edge pairs.", + "confidence": 0.18, + "canonical_issue_reason": "No clear canonical duplicate exists across this set; if one must be chosen, issue #28218 is the least-bad anchor because it is an open tokenizer-behavior bug with inbound references and a reusable repro pattern.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best single issue representative because it is the most general and centrally framed around upgrade-related breakage, while the others are narrower and mostly unrelated.", + "best_issue_reason": "Issue #28218 is the best overall issue candidate because it is open, has inbound references, and is phrased as a concrete user-facing tokenizer defect rather than a one-off environment-specific crash.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43408", - "right": "issue:46402", - "accept": false, - "reason": "Both involve SAM3, but one is a model-type warning during loading and the other is missing text-encoder weights; different concrete failures." - }, - { - "left": "issue:44964", - "right": "issue:47059", - "accept": false, - "reason": "One is a multimodal model load failure, the other is a Hugging Face Hub CLI attribute error; unrelated code paths." - }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Both mention masking/position behavior, but they are different models and different bugs: Qwen2.5-VL video positions vs Moonshine streaming window off-by-one." + "reason": "Different bugs: Qwen2.5-VL video position IDs vs MoonshineStreaming sliding-window off-by-one." }, { "left": "issue:39379", "right": "issue:46172", "accept": false, - "reason": "mllama mask handling and deepseek-v4 tensor transpose are unrelated issues." + "reason": "Different code paths and symptoms: mllama mask handling vs deepseek-v4 dtype/transpose logic." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "A chat/completions request validation issue is not the same as Gemma4Processor missing _tokenizer." + "reason": "Both are request/serve failures, but one is /v1/chat/completions validation and the other is Gemma4Processor missing _tokenizer." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "FineGrainedFP8 accuracy regression and a Qwen3_5 image infinite loop are distinct bugs." + "reason": "Unrelated: FP8 accuracy regression vs Qwen3_5 infinite loop on a specific image." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Same sam3 family, but different problems: wrong model type warning vs text encoder weights not loaded." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Module import failure for transformers.onnx and tokenizer extra-space behavior are unrelated." + "reason": "Both tokenizer-adjacent, but one is a missing module import and the other is added-token spacing behavior." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Non-persistent buffer junk values and Moonshine sliding-window masking are different code paths and symptoms." + "reason": "Different failures: non-persistent buffer junk in Transformers 5.0.0 vs a MoonshineStreaming mask off-by-one." }, { "left": "issue:44327", "right": "issue:47059", "accept": false, - "reason": "QA top-k bounds crash and CLI completion attribute error are unrelated." + "reason": "QA decode_spans top-k crash is unrelated to the hf hub CLI completion attribute error." }, { - "left": "issue:43986", - "right": "issue:47217", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Both are vision-language related, but one is a missing torchvision crash in AutoProcessor and the other is a placeholder-handling bug in VL models." + "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring typo for position_ids." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:43986", + "right": "issue:47217", "accept": false, - "reason": "A torch.compile attention-kernel divergence and a wrong docstring for position_ids are not the same bug." + "reason": "Both involve vision-language inputs, but one is missing torchvision during AutoProcessor load and the other is an image placeholder parsing failure." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer bugs, but they affect different models and different behaviors: offset mapping vs BOS/EOS insertion." + "reason": "Both are tokenizer bugs, but they affect different models and behaviors: offset_mapping vs add_special_tokens BOS/EOS handling." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Both are import-related regressions, but one is specifically a missing huggingface_hub symbol while the other is broad upgrade breakage; not the same underlying issue." - }, - { - "left": "issue:43408", - "right": "issue:46369", - "accept": false, - "reason": "Model-type mismatch warning and memory overflow in sam3-litetext are different problems." + "reason": "Related to import problems, but not the same concrete bug: one missing huggingface_hub symbol, the other broad import errors after upgrade." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline tokenizer cache loading and quantized model saving failure are unrelated." + "reason": "Cache/offline tokenizer loading failure is unrelated to quantized model saving failure." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading and wrong tokenizer decoder type are different tokenizer/version issues, not one concrete bug." + "reason": "Different tokenizer issues: offline cache loading vs wrong decoder type in Transformers v5." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and Sentence-Transformers loading hang are unrelated." + "reason": "Both mention loading, but one is XLMRoberta Flash Attention 2 and the other is Sentence Transformers hanging on load." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Both concern tokenization, but one is model-specific BPE marker handling and the other is version-to-version tokenization drift; not the same bug." + "reason": "Both are tokenizer behavior reports, but they concern different models and different defects." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Same sam3 domain, but one is a model-type warning and the other is a memory overflow in sam3-litetext." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs handling after sync_gpus and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Generation kwargs after sync_gpus is unrelated to D-FINE auxiliary-loss behavior." }, { "left": "issue:45381", "right": "issue:46909", "accept": false, - "reason": "A Qwen2.5-VL video position bug and a broken DIA documentation example are unrelated." + "reason": "Video position-id bug is unrelated to a broken documentation example for DIA." }, { "left": "issue:43540", "right": "issue:46909", "accept": false, - "reason": "Qwen3OmniMoe video processing failure and a DIA docs issue are unrelated." + "reason": "Qwen3OmniMoe video-input ValueError is unrelated to DIA documentation issues." }, { - "left": "issue:43644", + "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Buffer initialization junk values and NaNs in classification heads are different failure modes." + "reason": "Custom model initialization breakage is unrelated to NaNs in classification heads after checkout/init." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "A position_ids buffer access error and tokenizer_config class mismatch are unrelated." + "reason": "Reading position_ids after buffer registration is unrelated to tokenizer.save_pretrained class-name mismatch." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Quantized model saving failure and pipeline-parallelism output corruption are different code paths." + "reason": "Quantized model saving and pipeline-parallelism output errors are different bugs." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "A loading hang in Sentence-Transformers and a MacOS bus error in a CLIP model are not the same issue." + "reason": "Broken transformers env CLI is unrelated to sentence-transformers import NameError." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "Both are v5-related breakages, but the CLI/env command regression and the sentence-transformers import NameError are distinct symptoms and subsystems." + "reason": "Both are load-time problems, but one is a hang and the other is a MacOS bus error on a CLIP model." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Dequantized model saving and Phi-4 multimodal loading are unrelated." + "reason": "Saving dequantized Ministral/Devstral models is unrelated to loading Phi-4 multimodal instruct." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility and pipeline-parallelism output correctness are unrelated." + "reason": "Python-version compatibility breakage is unrelated to pipeline-parallelism output correctness." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 API guidance and a torch.split return-value bug have no shared underlying cause." + "reason": "TF32 API guidance and torch.split return-value behavior are unrelated." } ] }, @@ -15869,7 +15869,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:22355", "issue:29127", @@ -15922,244 +15922,244 @@ ], "soft_pairs": [ "issue:41628|issue:45278", - "issue:42907|issue:43937", "issue:43756|issue:44060", "issue:43784|issue:45600", - "issue:43329|issue:47059", + "issue:42907|issue:43937", "issue:44117|issue:44704", + "issue:43329|issue:47059", "issue:39401|issue:44488", "issue:44625|issue:44829", "issue:39401|issue:44521", - "issue:46172|issue:46762", "issue:44360|issue:44485", + "issue:46172|issue:46762", "issue:44704|issue:45290", - "issue:43408|issue:43475", "issue:44038|issue:44297", "issue:43122|issue:46326", "issue:43122|issue:44521", "issue:44038|issue:44295", - "issue:42907|issue:43452", + "issue:43408|issue:43475", "issue:22355|issue:29159", + "issue:42907|issue:43452", "issue:44038|issue:44222", "issue:45216|issue:45478", "issue:43824|issue:44351", "issue:43122|issue:44779", - "issue:43116|issue:45200", "issue:39401|issue:46614", + "issue:43116|issue:45200", "issue:42757|issue:44351", "issue:36296|issue:43116", "issue:22355|issue:29127", "issue:43278|issue:44945", "issue:42175|issue:44938" ], - "prepared_review_unit_hash": "c459ad399c091aa98604b45e439674c2ee4468f2494c29cf8bc4addc046c0789", + "prepared_review_unit_hash": "893f0c7bb24152efae676390b1a40475c5eb2a4404c31de3e40503d150a6e7d6", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36548, - "estimated_input_tokens": 9137, - "estimated_eval_tokens": 18530 + "serialized_chars": 36555, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 }, "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 loose mix of unrelated Transformers regressions with some broad import/tokenizer/version-similarity overlap. I\u2019d use the broad import-regression report as the best issue representative.", - "confidence": 0.83, - "canonical_issue_reason": "issue:45278 is the broadest umbrella report here: multiple import failures after upgrading Transformers, which makes it the most representative issue for the cluster\u2019s import-regression subtheme.", + "summary": "This set is not a duplicate cluster: it mixes unrelated import failures, tokenizer regressions, model-specific config bugs, multimodal/chat-template issues, packaging regressions, and parallelism/training problems. None of the soft edges look like the same underlying bug/change.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the items are too heterogeneous to represent one underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most globally useful representative because it captures a wide class of breakages after upgrade, whereas the other issues are narrower and model- or API-specific.", + "best_issue_reason": "If forced to pick one representative, issue 43122 is the broadest tokenizer-regression report, but it still does not anchor the rest of the set well.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Both are import-related, but one is AutoImageProcessor and the other is a broad post-upgrade import regression; not the same bug." - }, - { - "left": "issue:42907", - "right": "issue:43937", - "accept": false, - "reason": "Different model paths and symptoms: save/dequantization failure vs invalid GenerationConfig." + "reason": "Both are import-related, but they concern different symbols and different failure modes after upgrades." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Unrelated model issues: RoPE layer drop vs incorrect tied-weights warning." + "reason": "Different Qwen3-family bugs: RoPE layer dropping vs tied-weights warning; not the same code-path issue." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Both affect imports, but one is a missing nn symbol and the other is stale auto_mappings config references." + "reason": "Unrelated import-time failure in sentence-transformers vs broken auto_mappings reference to removed Sam3LiteText configs." }, { - "left": "issue:43329", - "right": "issue:47059", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "Completely different code paths: multimodal token counting vs CLI completion breakage from huggingface_hub." + "reason": "Different problems: dequantized save failure vs invalid GenerationConfig on GLM-5." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Tokenizer mapping fallback bug is unrelated to AutoProcessor not forwarding kwargs to cached_file." + "reason": "Tokenizer-mapping None handling and AutoProcessor kwargs passing are separate API plumbing bugs." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Multimodal token counting bug vs CLI/huggingface_hub compatibility regression; unrelated subsystems." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Qwen3 offset_mapping bug is not the same as a model-load failure for cjvt/sleng-bert." + "reason": "Qwen3 tokenizer offset mapping bug and a model-loading failure for cjvt/sleng-bert are unrelated." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Config propagation bug for num_labels is unrelated to flash_attention_3 training degeneration." + "reason": "Different issues: num_labels propagation in Qwen3.5 vs degenerate training with flash_attention_3." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Different issues in tokenization/chat templating versus offset mapping." - }, - { - "left": "issue:46172", - "right": "issue:46762", - "accept": false, - "reason": "Both mention numerical behavior, but they concern different models and different attention implementations." + "reason": "Tokenizer offset_mapping bug vs apply_chat_template assistant_masks bug; not the same defect." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA indexer activation omission and GLM-5 RoPE implementation are unrelated." + "reason": "DSA indexer ReLU discussion and GLM-5 RoPE implementation are unrelated." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:46172", + "right": "issue:46762", "accept": false, - "reason": "Different chat/template bugs: missing kwargs forwarding vs assistant message crash with tool calls." + "reason": "Both are numerical/attention-related, but they affect different models and different implementations." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Same family, but warning about wrong model type is not the same as a missing fpn_position_embeddings attribute." + "reason": "AutoProcessor cached_file kwargs handling is separate from chat-template crashes on tool-call assistant messages." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe load issue and tokenizer save metadata mismatch are different problems." + "reason": "Qwen3-VL-Moe import/behavior issue vs tokenizer.save_pretrained metadata mismatch; unrelated." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Both are tokenizer-related regressions, but they affect different tokenizer implementations and failure modes." + "reason": "Both involve tokenizers, but one is a version-wide tokenization regression and the other is mistral_common continue_final_message behavior." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Broad tokenizer regression is not the same as multimodal assistant mask handling." + "reason": "Tokenizer regression and multimodal assistant_mask generation are different code paths and symptoms." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "MoE/version issue and position_ids buffer-read error are unrelated." + "reason": "Qwen3-VL-Moe bug vs position_ids buffer read error; no concrete overlap." }, { - "left": "issue:42907", - "right": "issue:43452", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Different loading/saving code paths and different symptoms; not one underlying bug." + "reason": "Same SAM 3 area, but one is a model-type warning and the other is a missing attribute in the video encoder output." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "ONNX module import error is unrelated to slow/fast tokenizer inconsistency." + "reason": "ONNX module import failure and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save bug and gguf_file from_pretrained breakage are separate loading/saving issues." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Both involve MoE, but one is a model/version load issue and the other is FP8 save_pretrained behavior." + "reason": "Same broad model family, but one is a loading bug and the other is FP8 save_pretrained behavior; not the same defect." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3.5 and recent versions, but one is checkpoint saving correctness and the other is from_pretrained loading error." + "reason": "Both concern Qwen3.5 save/load regressions, but one is checkpoint corruption on save and the other is from_pretrained failure; not clearly the same underlying bug." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Distinct missing-symbol import errors for different APIs." + "reason": "Different missing-import symbols; no shared underlying change." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Two different tokenizer regressions with different models and outputs." + "reason": "Both are tokenizer regressions, but they affect different models and different behaviors." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:39401", + "right": "issue:46614", "accept": false, - "reason": "Example-script classification output bug and Gemma 4 multimodal token-id requirement are unrelated." + "reason": "Tokenizer offset_mapping bug vs stale phonemizer backend state; unrelated components." }, { - "left": "issue:39401", - "right": "issue:46614", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "Different tokenizer/phonemizer subsystems and different state bugs." + "reason": "Empty multi-label classification results in an example script and Gemma 4 mm_token_type_ids defaults are different issues." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different missing names from different packages/modules." + "reason": "Importing is_offline_mode from huggingface_hub and importing HybridCache from transformers are unrelated import errors." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training bug and empty classification outputs are not the same issue." + "reason": "Tensor parallel training bug and example-script multi-label classification failure do not describe the same problem." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "No module named transformers.onnx is unrelated to LayoutLMv3 error messaging." + "reason": "Transformers.onnx import failure and LayoutLMv3 error-message clarity are unrelated." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Embedding dtype drift and incorrect LLM output under pipeline parallelism are different failures." + "reason": "Embedding dtype drift between train/eval and incorrect pipeline-parallel LLM output are different bugs." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Backend dependency packaging issue is unrelated to Python 3.14 import/load failure." + "reason": "Backend-extra packaging omission and Python 3.14 load failure are unrelated environment issues." } ] }, @@ -16181,7 +16181,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:28348", "issue:38617", @@ -16237,8 +16237,8 @@ "issue:43493|issue:45753", "issue:44188|issue:46328", "issue:46231|issue:46877", - "issue:42898|issue:46614", "issue:43937|issue:44485", + "issue:42898|issue:46614", "issue:38617|issue:45278", "issue:44483|issue:47217", "issue:43976|issue:45446", @@ -16262,202 +16262,202 @@ "issue:43066|issue:46710", "issue:43116|issue:43825" ], - "prepared_review_unit_hash": "03398c13ef429135d5bdac557a04b2ab6d3f13ec0d4e3cf374b7b32bc0d477f8", + "prepared_review_unit_hash": "a9f5c76425bb10cbbe388ef547fdafe6773335fab9a2df5f1fe007cf262edee4", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35754, - "estimated_input_tokens": 8939, - "estimated_eval_tokens": 18134 + "serialized_chars": 35744, + "estimated_input_tokens": 8936, + "estimated_eval_tokens": 18128 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft-edge pair looks like a true duplicate or the same fix; most are broad-theme similarities only (e.g. v5 regressions, AutoProcessor, Qwen3, flash-attention) rather than the same concrete bug. I\u2019d use the broad import-regression report as the best canonical issue in this set.", - "confidence": 0.89, - "canonical_issue_reason": "issue:45278 is the strongest umbrella-style bug report here: it describes a broad, user-visible regression after upgrading Transformers and can subsume related import-breakage reports better than the narrower model-specific tickets.", + "summary": "The set is a heterogeneous mix of Transformers regressions, model-specific bugs, tokenizer issues, and docs/examples problems. None of the soft pairs look like the same concrete bug/change, so I rejected all duplicate links.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45278 is the broadest and most representative regression report here, centered on upgrade-induced breakage and import failures across the library.", "canonical_pr_reason": null, - "best_issue_reason": "Best representative issue because it is broad, clearly regression-oriented, and most suitable as a top-level reference point for related version-breakage reports.", + "best_issue_reason": "issue:45278 best captures the cluster\u2019s dominant theme of Transformer v5 upgrade regressions, making it the most useful anchor issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:39379", "right": "issue:43232", "accept": false, - "reason": "Different subsystems and failure modes: mllama masking logic vs generation kwargs after sync_gpus." + "reason": "Different subsystems and failure modes: mllama mask handling vs generation kwargs after sync_gpus." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Both involve Qwen/SigLIP-family models but describe different bugs: cross-implementation discrepancy vs an infinite loop on a specific image." + "reason": "Different model families and symptoms: SigLIP2 implementation mismatch vs Qwen3_5 infinite loop on one image." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Attention-kernel branching under torch.compile is unrelated to SequenceFeatureExtractor.pad conversion overhead." + "reason": "Attention-kernel branching under torch.compile is unrelated to feature-extractor padding performance." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "Documentation parameter-name mismatch is not the same as auto_docstring printing diagnostics at import time." + "reason": "Docs parameter-name mismatch is unrelated to import-time stdout from auto_docstring." }, { - "left": "issue:42898", - "right": "issue:46614", + "left": "issue:43937", + "right": "issue:44485", "accept": false, - "reason": "Tokenizer cleanup behavior in v5 and a stale phonemizer backend are separate tokenization/phonemization issues." + "reason": "GenerationConfig validation error and GLM-5 RoPE implementation are different bugs." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:42898", + "right": "issue:46614", "accept": false, - "reason": "GenerationConfig validation and GLM-5 RoPE implementation are different concrete problems." + "reason": "Tokenizer cleanup behavior change in v5 is unrelated to stale espeak backend state in phonemization." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "Related release-breakage theme, but one is a specific missing symbol import and the other is a broad multi-import regression; not enough evidence they are the same underlying bug." + "reason": "The second is a broad upgrade regression report, but the first is one specific import error; not enough to treat as the same underlying bug." }, { "left": "issue:44483", "right": "issue:47217", "accept": false, - "reason": "Chat/completions request handling and VL image-placeholder handling are not the same bug." + "reason": "API request rejection in /v1/chat/completions is unrelated to VL image-placeholder handling." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python-version compatibility issues do not match a flex_attention PyTorch version guard bug." + "reason": "Python version incompatibility and a bad PyTorch version check in flex_attention are distinct issues." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3 MoE, but one is a Qwen3-VL-Moe issue and the other is a Qwen3.5 MoE from_pretrained error; different code paths and model variants." + "reason": "Same model family, but different release ranges and failure modes; not the same concrete code-path problem." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Model-loading base_model_prefix regression and NaNs in classification heads are unrelated." + "reason": "Model loading with base_model_prefix is unrelated to NaNs in classification heads." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "The tokenizer-decoder-type report may be a possible root cause, but the DeepSeek issue is not clearly the same concrete bug without more evidence." + "reason": "Both involve tokenizers, but one is a decoder-type regression and the other is incorrect DeepSeek tokenization behavior; too different to merge." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leakage in Qwen3ForCausalLM under dataloader threads is unrelated to dtype mismatches in inference tests." + "reason": "VRAM leakage in Qwen3ForCausalLM is unrelated to dtype mismatches in other models during bfloat16 inference." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both concern Qwen3.5 MoE, but save_pretrained key serialization and from_pretrained loading errors are different failures." + "reason": "Both concern Qwen3.5/Moe, but one is save_pretrained key serialization and the other is from_pretrained loading failure." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python file execution errors are unrelated to a training API doc typo." + "reason": "Compiled Python file errors are unrelated to a documentation parameter typo." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "num_labels propagation in Qwen3.5 config and NaNs in classification heads are different bugs." + "reason": "num_labels propagation in Qwen3.5 config is unrelated to NaNs in classification heads." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Example-script multi-label empty output and SigLIP2 implementation discrepancy are unrelated." + "reason": "Example-script multi-label output failure is unrelated to SigLIP2 model parity issues." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Feature-length helper behavior in qwen3_omni_moe is unrelated to a flex_attention import/version check." + "reason": "Feature-extraction length helper behavior in qwen3_omni_moe is unrelated to a flex_attention import version check." }, { "left": "issue:44610", "right": "issue:46909", "accept": false, - "reason": "Processor output size mismatch and a broken documentation example are not the same issue." + "reason": "OmDet-Turbo input-size mismatch is unrelated to a broken DIA documentation example." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API guidance and a missing image-patch-count method are unrelated." + "reason": "TF32 API guidance and a missing image-patch-count method in GLM46V are unrelated." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Optimizer argument handling is unrelated to trainer.evaluate() failing after train()." + "reason": "Unused SGD args and trainer.evaluate() failing after train are different training bugs." }, { "left": "issue:43618", "right": "issue:46829", "accept": false, - "reason": "Both are output-field assignment issues, but they affect different model classes and different output members; not clearly the same fix." + "reason": "Both are output-field issues, but they affect different models and different attributes; not the same bug." }, { "left": "issue:46726", "right": "issue:46981", "accept": false, - "reason": "AutoProcessor backend-missing messaging and HTTP-429 retry behavior are distinct from each other." + "reason": "AutoProcessor backend-missing messaging and repeated 429 retry behavior are unrelated failures." }, { "left": "issue:46328", "right": "issue:47116", "accept": false, - "reason": "SequenceFeatureExtractor.pad performance overhead is unrelated to streaming pipeline regression." + "reason": "Padding performance regression is unrelated to streaming pipeline behavior." }, { "left": "issue:28348", "right": "issue:46640", "accept": false, - "reason": "Flash-attention support request for GPT2LMHeadModel is not the same as an open Flash Attention 2 bug report." + "reason": "FlashAttention-2 support request for GPT2LMHeadModel is unrelated to a separate flash-attention bug report." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "UMT5Encoder weight loading and AutoProcessor cached_file kwargs handling are different code paths." + "reason": "Missing embed_tokens.weight on UMT5Encoder load is unrelated to AutoProcessor kwargs forwarding." }, { "left": "issue:43066", "right": "issue:46710", "accept": false, - "reason": "Tokenizer decoder-type regression and DeepSeek-R1 accuracy regression are too far apart to treat as the same concrete bug." + "reason": "Tokenizer decoder-type regression and DeepSeek accuracy regression are not the same underlying bug." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example classification script output and pipeline translation-task messaging are unrelated." + "reason": "A multi-label example script bug is unrelated to a pipeline translation-task error message regression." } ] }, @@ -16479,7 +16479,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:33453", "issue:39379", @@ -16532,9 +16532,9 @@ ], "soft_pairs": [ "issue:43827|issue:45446", + "issue:45092|issue:46762", "issue:42673|issue:42796", "issue:44995|issue:46697", - "issue:45092|issue:46762", "issue:33453|issue:39401", "issue:44263|issue:46762", "issue:43673|issue:46328", @@ -16542,234 +16542,234 @@ "issue:43064|issue:43673", "issue:39379|issue:43688", "issue:42222|issue:43441", - "issue:42222|issue:47000", "issue:45405|issue:45446", - "issue:43937|issue:45563", "issue:44380|issue:46077", + "issue:42222|issue:47000", + "issue:43937|issue:45563", "issue:44117|issue:45588", - "issue:42222|issue:46752", "issue:44291|issue:45071", + "issue:42222|issue:46752", "issue:44466|issue:46002", "issue:39379|issue:46897", "issue:44410|issue:45310", "issue:39401|issue:44779", "issue:43937|issue:44977", - "issue:45071|issue:47059", - "issue:43450|issue:43986", "issue:45341|issue:46328", + "issue:45071|issue:47059", "issue:44829|issue:45216", - "issue:44704|issue:47110", "issue:45071|issue:46512", + "issue:44704|issue:47110", + "issue:43450|issue:43986", "issue:45341|issue:45561" ], - "prepared_review_unit_hash": "41b9cb991216a40709c102d1694a21e27ca3226c439901cc38cf72a9a76c7564", + "prepared_review_unit_hash": "fcbd396c27d566eb9375e7d20c84b716d49e459e49e841b8ee5a8d540c36fd6c", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36659, - "estimated_input_tokens": 9165, - "estimated_eval_tokens": 18586 + "serialized_chars": 36656, + "estimated_input_tokens": 9164, + "estimated_eval_tokens": 18584 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a heterogeneous set of unrelated Transformers bugs, so none of the soft-edge pairs look like true duplicates or mergeable PR-equivalents. Most pairs share only a broad subsystem (tokenizers, generation, processors, attention, training) but differ in the concrete code path and failure mode.", - "confidence": 0.95, - "canonical_issue_reason": "issue:43824 is a high-signal, user-facing bug with multiple references and a clear concrete failure mode (importing a missing Qwen2_5_VL symbol), making it a good representative issue for this cluster.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions and model-specific bugs. The soft pairs are only superficially similar by subsystem or model family, so I would not merge any of them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43824 is the strongest representative: it is a concrete, widely impactful loading/import regression with multiple inbound references and a clear failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 is the strongest overall representative: specific, reproducible, externally visible, and broadly impactful compared with the many more niche or lower-signal items.", + "best_issue_reason": "issue:43824 has the clearest user-facing impact, the most general loading-path relevance, and enough discussion/references to serve as the best representative issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing pipeline() vs an incorrect PyTorch version gate for AuxRequest; different layers and unrelated fixes." + "reason": "Docs referencing removed pipeline() API and a PyTorch version check bug are unrelated issues." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-initialization incompatibility for remote-code checkpoints is not the same as Minimax attention numerical drift." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "Both are tokenizer/model bugs, but one is VRAM leakage in multithreaded loading and the other is BPE marker handling; different symptoms and code paths." + "reason": "VRAM leakage in dataloader threads and tokenizer BPE-marker handling are different bugs in different paths." }, { "left": "issue:44995", "right": "issue:46697", "accept": false, - "reason": "GLM-Moe stale indexer cache crash vs Swin2SR over-padding; unrelated components and failures." - }, - { - "left": "issue:45092", - "right": "issue:46762", - "accept": false, - "reason": "Meta-initialization incompatibility for old remote-code checkpoints vs numerical mismatch in Minimax attention; not the same bug." + "reason": "A stale indexer cache crash is unrelated to image over-padding in Swin2SR." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Both mention tokenizers, but loading regression and wrong offset mapping are different failures in different model families." + "reason": "Both involve tokenizers, but tokenizer loading regression and wrong offset_mapping are distinct failure modes." }, { "left": "issue:44263", "right": "issue:46762", "accept": false, - "reason": "torch.split return-value issue in GlmMoeDsaIndexer vs attention numerical differences; unrelated." + "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to Minimax attention numerical differences." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Generation cache missing during chunked prefill vs a padding performance inefficiency; not the same underlying bug." + "reason": "Missing generation cache during chunked prefill is unrelated to a padding performance issue in feature extraction." }, { "left": "issue:43824", "right": "issue:46981", "accept": false, - "reason": "Missing Qwen2_5_VL import symbol vs repeated HTTP 429 retries in AutoProcessor; different failure mode and fix." + "reason": "ImportError for a model class and repeated HTTP 429 retries in AutoProcessor loading are different loading-path bugs." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Optimizer-state corruption under FSDP2/PEFT loading vs GenerationMixin cache issue; different subsystems and root causes." + "reason": "Wrong optimizer states under FSDP2/PEFT is a training-state bug, not the same as missing generation cache." }, { "left": "issue:39379", "right": "issue:43688", "accept": false, - "reason": "mllama mask handling bug vs aux-loss normalization bug; both training-related but distinct logic." + "reason": "An incorrect mllama mask computation and auxiliary-loss normalization issues are separate model-specific problems." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "Broken vitpose models vs Ministral FlashAttention failure; unrelated model families and code paths." + "reason": "VitPose model breakage and Ministral FlashAttention failures are unrelated." }, { - "left": "issue:42222", - "right": "issue:47000", + "left": "issue:45405", + "right": "issue:45446", "accept": false, - "reason": "vitpose breakage vs RTDetr loss infeasibility; no concrete overlap." + "reason": "An unreleased PEFT minimum version bump is unrelated to a PyTorch version guard bug." }, { - "left": "issue:45405", - "right": "issue:45446", + "left": "issue:44380", + "right": "issue:46077", "accept": false, - "reason": "PEFT minimum-version mismatch vs incorrect PyTorch version check for flex_attention; unrelated compatibility issues." + "reason": "These are both attention-related, but GPT2 attention scaling and Gemma4 bidirectional masking are different code paths." }, { - "left": "issue:43937", - "right": "issue:45563", + "left": "issue:42222", + "right": "issue:47000", "accept": false, - "reason": "Invalid GenerationConfig vs stale warning for num_return_sequences; different generation-validation bugs." + "reason": "VitPose breakage and RTDetrLoss infeasible cost matrix errors are unrelated." }, { - "left": "issue:44380", - "right": "issue:46077", + "left": "issue:43937", + "right": "issue:45563", "accept": false, - "reason": "GPT2 attention scaling ignored under SDPA/FlashAttention vs Gemma4 bidirectional mask construction; different model logic." + "reason": "Invalid GenerationConfig and a stale warning for num_return_sequences are not the same bug." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None vs flash_attention crash on s_aux=None; unrelated lookup vs runtime-attribute failures." + "reason": "Tokenizer mapping fallback behavior and flash_attention crashing on s_aux=None are unrelated." }, { - "left": "issue:42222", - "right": "issue:46752", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "vitpose model breakage vs apply_chat_template empty-list IndexError; no shared code path." + "reason": "init_empty_weights argument handling and PretrainedConfig type-checking regressions are distinct initialization/config bugs." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:42222", + "right": "issue:46752", "accept": false, - "reason": "Unexpected _is_hf_initialized arg in init_empty_weights vs PretrainedConfig type-checking breakage; different API regressions." + "reason": "VitPose model breakage and empty-list chat template IndexError are unrelated." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "lm_head.weight serialization inconsistency vs NaNs in classification heads; distinct training/save behavior bugs." + "reason": "lm_head serialization inconsistencies and NaNs in classification heads are different defects." }, { "left": "issue:39379", "right": "issue:46897", "accept": false, - "reason": "mllama masked-out mask handling vs Florence2 double-shift training-loss bug; different models and failure mechanisms." + "reason": "mllama mask handling and Florence2 double-shift training loss bugs are unrelated model-specific issues." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Missing qwen3next projections in layer 0 vs Qwen3.5 MoE from_pretrained error; related family, but not the same concrete bug." + "reason": "Missing qwen3next projections and Qwen3.5 from_pretrained errors are different failures, even if both affect Qwen3-family models." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Qwen3 offset_mapping regression vs Deepseek tokenizer producing incorrect results; both tokenizer bugs but not the same issue." + "reason": "Wrong offset_mapping in Qwen3 and incorrect Deepseek tokenizer results are separate tokenizer bugs." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "Invalid GenerationConfig vs Qwen3.5 flash-attention generation failure; different bug classes." + "reason": "GenerationConfig validation failure and Qwen3.5 flash-attention generation issues are unrelated." }, { - "left": "issue:45071", - "right": "issue:47059", + "left": "issue:45341", + "right": "issue:46328", "accept": false, - "reason": "PretrainedConfig type checking regression vs cli failure with huggingface_hub 1.22.0; unrelated surfaces." + "reason": "A generic testing_utils bug and a padding performance issue are not the same underlying problem." }, { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:45071", + "right": "issue:47059", "accept": false, - "reason": "Batched video-processor output shape bug vs AutoProcessor crash without torchvision; both video-related, but different conditions and fixes." + "reason": "PretrainedConfig type checking and a CLI completion attribute error are unrelated." }, { - "left": "issue:45341", - "right": "issue:46328", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "testing_utils bug vs SequenceFeatureExtractor.pad inefficiency; one is correctness/race-like, the other is performance." + "reason": "Degenerate training with flash_attention_3 and incorrect save_pretrained checkpoint serialization are different bugs." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:45071", + "right": "issue:46512", "accept": false, - "reason": "FlashAttention-3 causing degenerate training vs incorrect Qwen3.5 checkpoint saving; different code paths and symptoms." + "reason": "Type checking regressions and stale config dtype after from_config are different config-related issues." }, { "left": "issue:44704", "right": "issue:47110", "accept": false, - "reason": "AutoProcessor not forwarding kwargs to cached_file vs special_tokens list lacking keys; unrelated input-shape/API bugs." + "reason": "Missing kwargs propagation in AutoProcessor and special_tokens being a list instead of dict-like are unrelated." }, { - "left": "issue:45071", - "right": "issue:46512", + "left": "issue:43450", + "right": "issue:43986", "accept": false, - "reason": "Type-checking regression for PretrainedConfig vs stale config.dtype after from_config(dtype=...); separate config-handling issues." + "reason": "Batched video processor shape errors and missing torchvision import crashes are distinct video-model loading/processing issues." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "A bug in testing_utils vs xdist workers racing on captured_info.txt; both in testing utilities, but different failures and likely different fixes." + "reason": "A vague testing_utils bug is not clearly the same as the explicit xdist race on captured_info.txt." } ] }, @@ -16791,7 +16791,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:38617", "issue:39401", @@ -16843,9 +16843,9 @@ ], "soft_pairs": [ "issue:44117|issue:45081", - "issue:43408|issue:43742", - "issue:42617|issue:45341", "issue:45632|issue:46981", + "issue:42617|issue:45341", + "issue:43408|issue:43742", "issue:38617|issue:41628", "issue:43122|issue:46298", "issue:44877|issue:46231", @@ -16853,8 +16853,8 @@ "issue:39401|issue:46209", "issue:42371|issue:44261", "issue:43937|issue:44496", - "issue:44484|issue:45310", "issue:44261|issue:46762", + "issue:44484|issue:45310", "issue:44933|issue:45278", "issue:42371|issue:46617", "issue:44410|issue:45478", @@ -16865,215 +16865,215 @@ "issue:43208|issue:46894", "issue:43097|issue:44493", "issue:44077|issue:46981", - "issue:46752|issue:47116", "issue:43673|issue:45341", + "issue:46752|issue:47116", "issue:43931|issue:44410", "issue:41628|issue:45071", "issue:43874|issue:44261", "issue:44484|issue:45478" ], - "prepared_review_unit_hash": "c0d15bd4c505a13e6e78f648ecae8556863c7f50a63d464e8dec43e2d56c865b", + "prepared_review_unit_hash": "a8e3c81d7c17683ef5935f2b358118ce66768bf31e3d580d0e7528f0acfb9dcd", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35345, - "estimated_input_tokens": 8837, - "estimated_eval_tokens": 17930 + "serialized_chars": 35351, + "estimated_input_tokens": 8838, + "estimated_eval_tokens": 17932 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose cluster of Transformers bug reports, mostly v5 regression and model/tokenizer-loading issues, but the soft pairs generally point to different code paths, symbols, or models rather than true duplicates.", - "confidence": 0.77, - "canonical_issue_reason": "issue:45278 is the broadest umbrella report ('Many import errors after update from 4.57.0 to 5.5.0') and best matches the cluster's general upgrade-regression theme, though the overall set is quite heterogeneous.", + "summary": "The cluster is mostly a grab bag of separate Transformers regressions and migration issues; the soft-similarity links are thematic but not true duplicates. I did not find any pair that looks like the same concrete bug/change.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45278 is the best umbrella issue here: it is a broad, user-visible regression report tied to a version upgrade and covers the general import-breakage theme better than the more niche tokenizer/model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most representative anchor because it is broad and generic enough to cover the shared v5 breakage theme; it is still only an imperfect canonical since most other items are narrower and unrelated.", + "best_issue_reason": "issue:45278 is the strongest cluster representative because it is the broadest and most central failure report among the issues, while the rest are narrower variants or unrelated bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-related, but one is a None mapping in from_pretrained and the other is a Mistral regex/backend_tokenizer crash; different code paths." + "reason": "Both involve tokenizer internals, but one is a mapping/lookup bug and the other is a Mistral regex crash; different code paths and failure modes." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:45632", + "right": "issue:46981", "accept": false, - "reason": "Different models and failures: sam3 type warning vs MobileLLM key error." + "reason": "Both are cache/pretrained-loading related, but one is a local cache path collision and the other is repeated HTTP 429 retries; not the same bug." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "Unrelated: a runtime failure in 3d_parallel.py vs a small testing_utils bug." + "reason": "No clear overlap beyond being bugs in utilities/scripts; one is a training script failure and the other is a testing utility issue." }, { - "left": "issue:45632", - "right": "issue:46981", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "Cache-path collision for trust_remote_code vs repeated 429 retries per config file; unrelated cache vs HTTP logic." + "reason": "Both are model-loading problems, but they affect different models and different root causes: type mismatch warning vs key error." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different symbols/modules and likely different missing exports." + "reason": "Both are import errors, but for different missing symbols and modules; this looks like separate API breakages." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Tokenizer output change vs a noisy logging message; not the same bug." + "reason": "Tokenization regression vs noisy logging message; unrelated defects." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Config-loading failure vs documentation parameter-name mismatch." + "reason": "Strict config loading bug vs documentation parameter-name mismatch; these are unrelated." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "Vitpose breakage vs tensorflow_text backend mapping error; different subsystems." + "reason": "Different subsystems and failure types: broken VitPose model loading versus backend-mapping validation." }, { "left": "issue:39401", "right": "issue:46209", "accept": false, - "reason": "Tokenizer offset_mapping bug vs FP8 inference failure on B200." + "reason": "Tokenizer offset mapping bug vs FP8 inference failure on new hardware; unrelated." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API/settings discussion vs MLA layernorm epsilon precision issue." + "reason": "TF32 API settings warning versus missing rms_norm_eps in MLA layernorm; different problems." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Invalid GenerationConfig vs unrecognized model/config type; unrelated loading errors." + "reason": "GenerationConfig validation for a specific model versus unrecognized model/config loading; separate model-support issues." }, { - "left": "issue:44484", - "right": "issue:45310", + "left": "issue:44261", + "right": "issue:46762", "accept": false, - "reason": "Save-pretrained shard sizing question vs Qwen3.5 MoE from_pretrained error." + "reason": "Both mention numerical behavior, but one is a config precision mismatch and the other is an attention implementation difference; not the same bug." }, { - "left": "issue:44261", - "right": "issue:46762", + "left": "issue:44484", + "right": "issue:45310", "accept": false, - "reason": "Both involve numerical behavior, but one is a missing rms_norm_eps/config precision issue and the other is an attention reference mismatch; different code paths." + "reason": "Shard-size question versus Qwen3.5 MoE from_pretrained regression; no overlap in underlying defect." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "Specific missing image_utils import vs broad post-upgrade import errors; too different to merge." + "reason": "Missing import from image_utils is a specific API/export issue, while 45278 is a broad upgrade-time import regression; not a duplicate." }, { "left": "issue:42371", "right": "issue:46617", "accept": false, - "reason": "TF32 control settings vs FileNotFoundError in trust_remote_code cache loading." + "reason": "TF32 settings guidance and trust_remote_code cache FileNotFoundError are unrelated." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Different Qwen issues: missing projections in qwen3next vs Qwen3.5 MoE load failure." + "reason": "Same model family and same broad symptom, but the two reports are not clearly the same concrete failure without evidence; keep separate." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Both optimizer-related, but one ignores SGD args while the other double-calls optimizer.step with deepspeed." + "reason": "Both mention optimizer stepping, but one is about ignored SGD args and the other about double-stepping with deepspeed; different root causes." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "ImportError for a missing configuration utility symbol vs an audio feature extraction bug." + "reason": "ImportError for a missing symbol versus an audio feature-extraction bug; unrelated." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "torch.split return handling vs GLM-5 RoPE implementation; unrelated failures." + "reason": "torch.split return-value handling and GLM-5 RoPE implementation are different implementation bugs." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is decoder type selection and the other is changed tokenization output; not the same fix." + "reason": "Both are tokenizer/version-regression reports, but one is a decoder-type mismatch and the other is changed tokenization output; not the same concrete bug." }, { "left": "issue:43208", "right": "issue:46894", "accept": false, - "reason": "Different model families and symptoms: xLSTM training blockers vs CohereASR loss double-shift." + "reason": "xLSTM training blockers versus an ASR training-loss double-shift bug; different models and failures." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "tie_embeddings removal vs unexpected position-id key; unrelated API/config regressions." + "reason": "Removed tie_embeddings behavior and unexpected position-id keys are different upgrade regressions." }, { "left": "issue:44077", "right": "issue:46981", "accept": false, - "reason": "PatchTSMixer post_init policy vs repeated HTTP 429 retries; different concerns." + "reason": "A model init/post_init policy issue is unrelated to repeated HTTP retry behavior." }, { - "left": "issue:46752", - "right": "issue:47116", + "left": "issue:43673", + "right": "issue:45341", "accept": false, - "reason": "Empty-list chat template crash vs streaming pipeline regression; different code paths." + "reason": "Generation cache missing in v5 versus a testing utility bug; unrelated." }, { - "left": "issue:43673", - "right": "issue:45341", + "left": "issue:46752", + "right": "issue:47116", "accept": false, - "reason": "Generation cache issue during chunked prefill vs a testing_utils bug." + "reason": "Empty-chat-template crash and streaming pipeline regression are both runtime issues, but not the same code-path problem." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch vs qwen3next missing projections; different model-loading problems." + "reason": "Weight-shape mismatch during model loading versus missing layer projections; different model bugs." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "AutoImageProcessor import error vs PreTrainedConfig type-checking issue; not the same regression." + "reason": "ImportError for AutoImageProcessor versus PreTrainedConfig type-checking breakage; separate API regressions." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Missing image-processor method vs MLA layernorm epsilon precision mismatch." + "reason": "Missing image-patch helper method versus a layernorm epsilon/config precision issue; unrelated." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "Shard-size question vs the Qwen3.5 MoE from_pretrained error." + "reason": "Shard-size behavior question versus a model-specific from_pretrained regression; no shared underlying bug." } ] }, @@ -17095,7 +17095,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:27957", "issue:38617", @@ -17116,6 +17116,7 @@ "issue:43931", "issue:43986", "issue:44038", + "issue:44062", "issue:44117", "issue:44261", "issue:44263", @@ -17142,7 +17143,6 @@ "issue:46369", "issue:46655", "issue:46664", - "issue:46752", "issue:46897", "issue:46981" ], @@ -17151,8 +17151,8 @@ "issue:44483|issue:45464", "issue:44263|issue:46172", "issue:44360|issue:46172", - "issue:43441|issue:44829", "issue:43931|issue:44038", + "issue:43441|issue:44829", "issue:43012|issue:43577", "issue:43097|issue:43452", "issue:44261|issue:44485", @@ -17161,8 +17161,8 @@ "issue:42886|issue:46981", "issue:43531|issue:45341", "issue:45753|issue:46369", - "issue:44117|issue:44987", "issue:43874|issue:44263", + "issue:44117|issue:44987", "issue:43097|issue:45588", "issue:43673|issue:46123", "issue:45440|issue:46172", @@ -17174,218 +17174,218 @@ "issue:43986|issue:45372", "issue:43208|issue:46897", "issue:46655|issue:46664", - "issue:38617|issue:44351", "issue:42890|issue:46298", - "issue:46298|issue:46752" + "issue:38617|issue:44351", + "issue:44062|issue:44117" ], - "prepared_review_unit_hash": "522bc950efced0864059a2d784ddf60d28c91ebc698017181650b8ab5141a8ee", + "prepared_review_unit_hash": "835e3b3f0200a8a380b66965a3610baa033da7bb1f489c20109e739aac9f62c9", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36561, - "estimated_input_tokens": 9141, - "estimated_eval_tokens": 18538 + "serialized_chars": 36573, + "estimated_input_tokens": 9144, + "estimated_eval_tokens": 18544 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated Transformers regressions spanning model-specific loading, flash-attention, generation, video processors, and utility/import issues. None of the soft pairs look like true duplicates of the same underlying bug, so I would not merge any of them as duplicates.", - "confidence": 0.9, - "canonical_issue_reason": "If a single anchor is needed, issue 43097 is the broadest core API regression with downstream impact and inbound references, but the cluster is not a true duplicate set.", + "summary": "The set is mostly a grab bag of unrelated Transformers issues. A few pairs share broad themes like import regressions, flash-attention, or tokenizer/processor loading, but the concrete failure modes and affected code paths differ, so I would not collapse them as duplicates.", + "confidence": 0.34, + "canonical_issue_reason": "issue:38617 is the clearest, most self-contained regression report: a concrete missing import symbol with a straightforward failure mode and the strongest overlap with the other import-error-style reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43097 is the strongest representative issue because it describes a central user-facing regression in core Transformers behavior, not just a model-specific symptom.", + "best_issue_reason": "issue:38617 is the best representative issue in this set because it is specific, reproducible, and narrowly scoped compared with the more model-specific or speculative reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2, but they are different model-specific support failures with different code paths and fixes." + "reason": "Both mention Flash Attention 2, but they are different model-specific support gaps and not the same underlying bug." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both concern chat/completions, but one is a general request-acceptance regression while the other is a streaming inference failure on Qwen3.5." + "reason": "Both touch chat/completions, but one is a general API rejection and the other is a model-specific streaming failure; not the same concrete fix." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "Completely different bugs: a torch.split return-value issue versus a DeepSeek v4 dtype/transpose problem." + "reason": "Different low-level tensor/indexing bugs in unrelated model code paths." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "Unrelated defects in different model internals; shared DeepSeek-style ML context is not enough for duplication." + "reason": "A missing ReLU in one DSA path is not the same as the comb transpose/dtype bug in deepseek-v4." }, { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "Both involve flash attention, but one is a model load/runtime failure and the other is degenerate training with flash_attention_3." + "reason": "Both are Qwen3-VL loading issues, but the symptoms and likely causes differ: shape mismatch versus model/version-specific incompatibility." }, { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "Different Qwen3-VL-family failures with distinct symptoms: weight-shape mismatch versus a Transformers 5.0 compatibility issue." + "reason": "Same FlashAttention family, but one is unsupported-model gating and the other is degenerate training behavior; different bugs." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "Both are dtype-related, but one is a compile-time warning and the other is a model loading dtype propagation bug." + "reason": "One is a PyTorch warning during compilation, the other is a dtype propagation bug in Blip2 loading." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "A removed config/API issue is unrelated to gguf_file loading breakage in AutoTokenizer/AutoModel." + "reason": "Removal of a config field is unrelated to gguf_file tokenizer/model loading breakage." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Different model implementation bugs: missing rms_norm_eps in MLA versus a GLM-5 RoPE implementation issue." + "reason": "Different architectural/configuration bugs: RMS norm epsilon handling versus RoPE implementation." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "No overlap beyond being bugs in the repo; one is an AutoProcessor/torchvision dependency crash, the other is a testing_utils bug." + "reason": "A video-model processor crash without torchvision is unrelated to a testing_utils bug." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Unrelated utility-layer issues; unsafe sys.modules access is not the same problem as the testing_utils bug." + "reason": "Unsafe sys.modules access is a different code-path from the testing_utils issue." }, { "left": "issue:42886", "right": "issue:46981", "accept": false, - "reason": "Both involve hub/network behavior, but offline cache loading and repeated 429 retries are different failures with different fixes." + "reason": "Both involve hub/network behavior, but offline cache loading and repeated 429 retries are distinct problems." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "A Qwen3-MoE sliding_window bug is unrelated to a testing_utils issue." + "reason": "A Qwen3-MoE sliding_window bug is unrelated to testing_utils." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "Different model families and symptoms: an infinite-loop image case versus a SAM3-LiteText memory overflow." + "reason": "Infinite-loop behavior on a specific image and memory overflow in a different model are not the same issue." }, { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:43874", + "right": "issue:44263", "accept": false, - "reason": "Both fail during loading, but one is a tokenizer mapping None case and the other is a physical-intelligence/fast load regression." + "reason": "Different multimodal/token counting bug versus DSA indexer return-value issue." }, { - "left": "issue:43874", - "right": "issue:44263", + "left": "issue:44117", + "right": "issue:44987", "accept": false, - "reason": "Different subsystems entirely: image processor token counting versus GlmMoeDsaIndexer torch.split handling." + "reason": "Tokenizer mapping returning None is an upstream lookup bug, while the other is a model-loading regression for a specific repo." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "A config/API removal issue is unrelated to a flash_attention.py crash on sink-less models." + "reason": "Different problems: a removed API/config field versus a flash-attention crash on sink-less models." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Both touch generation-related code, but chunked_prefill cache handling and MaskGenerationPipeline batching are distinct bugs." + "reason": "Generation cache handling and MaskGenerationPipeline batch-finalization are separate features and failures." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "Both are DeepSeek-related, but they target different model versions and different concrete defects." + "reason": "DeepSeekV3 implementation divergence is broader and different from the deepseek-v4 tensor expression bug." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Qwen3next missing projections and Qwen3_5MoeVisionConfig missing a field are separate model/config issues." + "reason": "One is missing projections in qwen3next, the other is a config field being dropped by strict handling." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Different Qwen-family regressions with different failure modes; the titles do not indicate the same underlying bug." + "reason": "Both are Qwen3-family model issues, but they affect different model variants and different failures." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are ImportErrors, but they are for different missing symbols from different packages and likely separate dependency/version issues." + "reason": "Both are import errors, but they are for different missing symbols from different packages." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "Config removal and quantized save/load breakage are unrelated regressions." + "reason": "A removed config method is unrelated to quantization save/load breakage." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Different training stack problems: optimizer state corruption under FSDP2/PEFT versus Liger Kernel not being applied with model_init." + "reason": "Distributed optimizer-state corruption and Liger Kernel application with model_init are different training bugs." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Both are loading-time crashes, but one is about missing torchvision for video processors and the other is a mistral_common import breakage." + "reason": "Processor loading without torchvision and a mistral_common import error are distinct dependency failures." }, { "left": "issue:43208", "right": "issue:46897", "accept": false, - "reason": "The xLSTM report bundles multiple training bugs, while the Florence2 issue is a specific double-shift loss bug; not the same defect." + "reason": "These are different model-specific training bugs, with no shared concrete code path." }, { "left": "issue:46655", "right": "issue:46664", "accept": false, - "reason": "Both are SmolVLM video-processor issues, but incorrect padding calculation and num_frames semantics are distinct concrete bugs." + "reason": "Both are SmolVLM video-processor issues, but one is padding math and the other is num_frames semantics." }, { - "left": "issue:38617", - "right": "issue:44351", + "left": "issue:42890", + "right": "issue:46298", "accept": false, - "reason": "Different missing imports from different modules; they are similar in shape but not the same bug." + "reason": "A flaky test due to missing set_seed is unrelated to a noisy logging message." }, { - "left": "issue:42890", - "right": "issue:46298", + "left": "issue:38617", + "right": "issue:44351", "accept": false, - "reason": "A flaky integration test from missing set_seed is unrelated to a noisy logging message." + "reason": "Both are import regressions, but they involve different missing names and likely separate compatibility breaks." }, { - "left": "issue:46298", - "right": "issue:46752", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "No meaningful overlap: log noise versus an IndexError in apply_chat_template on empty input." + "reason": "AddedToken keyword duplication and tokenizer mapping lookup are unrelated tokenizer-layer bugs." } ] }, @@ -17407,7 +17407,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:42890", "issue:42907", @@ -17426,7 +17426,6 @@ "issue:43976", "issue:43986", "issue:43992", - "issue:44062", "issue:44077", "issue:44117", "issue:44162", @@ -17442,6 +17441,7 @@ "issue:44938", "issue:45103", "issue:45478", + "issue:45479", "issue:45584", "issue:45712", "issue:45753", @@ -17453,12 +17453,13 @@ "issue:46421", "issue:46701", "issue:46710", + "issue:46752", "issue:46821", "issue:47059", "issue:47116" ], "soft_pairs": [ - "issue:44062|issue:44117", + "issue:46298|issue:46752", "issue:43986|issue:44484", "issue:43097|issue:43873", "issue:43012|issue:46821", @@ -17473,15 +17474,15 @@ "issue:43064|issue:47116", "issue:42907|issue:45753", "issue:42907|issue:44655", - "issue:43012|issue:43550", "issue:45712|issue:46298", + "issue:43012|issue:43550", "issue:43992|issue:44484", "issue:43012|issue:44368", "issue:43827|issue:47116", "issue:43208|issue:43550", "issue:43352|issue:43976", - "issue:43352|issue:44380", "issue:43066|issue:43906", + "issue:43352|issue:44380", "issue:43825|issue:44655", "issue:44734|issue:47116", "issue:43097|issue:46298", @@ -17490,234 +17491,235 @@ "issue:44162|issue:46172", "issue:44077|issue:46365", "issue:44222|issue:45478", - "issue:42890|issue:47059" + "issue:42890|issue:47059", + "issue:44380|issue:45479" ], - "prepared_review_unit_hash": "eb8cd46dba2d5a6d29552c8ec0c944e4a43a4176f89f56c447c71b8d9a659f47", + "prepared_review_unit_hash": "41b1506a44a0a64e42b8f167239d7ca8bc0b9e38298a741fdec7330d7e5ad82d", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 36820, - "estimated_input_tokens": 9205, - "estimated_eval_tokens": 18666 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37747, + "estimated_input_tokens": 9437, + "estimated_eval_tokens": 19130 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous, with a loose subtheme of Transformers v5 regressions and compatibility issues, but no soft pair looks like a true duplicate or same underlying fix. I would anchor triage on the broad v5 streaming-regression report, while treating the rest as separate bugs.", - "confidence": 0.43, - "canonical_issue_reason": "Issue 47116 is the clearest broad anchor: it explicitly describes a Transformers v5 runtime regression in the streaming pipeline, which best matches the small subset of v5-related breakage reports here.", + "summary": "All soft pairs look like false positives: the linked issues cover unrelated bugs, docs, tests, and regressions across different subsystems. No clear canonical issue or PR emerges from this set.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "47116 is the most suitable global triage anchor because it is broad, recent, and concrete; however the overall set is mostly heterogeneous and not a single duplicate cluster.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:46298", + "right": "issue:46752", "accept": false, - "reason": "Different tokenizer-loading failures: AddedToken keyword collision vs TOKENIZER_MAPPING_NAMES returning None." + "reason": "One is a noisy logging message, the other is an empty-list chat template crash; different failure modes and code paths." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "Unrelated: missing torchvision during AutoProcessor loading vs a save_pretrained shard-size question." + "reason": "AutoProcessor/torchvision import handling is unrelated to save_pretrained shard-size behavior." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Different bugs: a removed config/API in v5 vs quantization offloading behavior." + "reason": "A removed config flag in v5 is not the same as quantization offloading behavior." }, { "left": "issue:43012", "right": "issue:46821", "accept": false, - "reason": "Different models and failure modes: bf16 precision warning vs TimesFM window_size AttributeError." + "reason": "A bfloat16 PyTorch warning is unrelated to a TimesFM window_size AttributeError." }, { "left": "issue:44117", "right": "issue:46701", "accept": false, - "reason": "Tokenizer mapping null-handling vs an image-text pipeline failure are not the same code path." + "reason": "Tokenizer mapping None handling is unrelated to a DiffusionGemma pipeline failure." }, { "left": "issue:46172", "right": "issue:46710", "accept": false, - "reason": "Different DeepSeek issues: one is a dtype/transpose bug, the other is an accuracy regression after upgrade." + "reason": "DeepSeek tensor dtype/transpose bug is unrelated to an accuracy regression after version upgrade." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Different loader problems: local_files_only network leak vs missing embed_tokens.weight in UMT5Encoder." + "reason": "local_files_only network leakage is unrelated to missing embed_tokens.weight on load." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Unrelated: cached_file kwargs passthrough vs docstring parsing crash with future annotations." + "reason": "Passing kwargs to cached_file is a different bug than auto_docstring crashing on future annotations." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Trainer evaluation after train is a runtime state bug; import failure due to datasets is a dependency/import issue." + "reason": "trainer.evaluate() after train() is unrelated to importing Trainer being blocked by datasets." }, { "left": "issue:44451", "right": "issue:47116", "accept": false, - "reason": "Different reports: model loading failure for ScandiBERT vs a streaming pipeline regression in v5." + "reason": "Model loading failure for one model is unrelated to a streaming pipeline regression." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "Different subsystems: GPT2 attention scaling under SDPA/FlashAttention vs cache lazy-init recompilation." + "reason": "GPT2 attention scaling with SDPA/FlashAttention is unrelated to lazy cache init causing recompilation." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python version import failure and tensorflow_text backend mapping are unrelated." + "reason": "Python 3.14 import failure is unrelated to a backend mapping error for tensorflow_text." }, { "left": "issue:43064", "right": "issue:47116", "accept": false, - "reason": "Different code paths: distributed optimizer-state corruption vs streaming pipeline regression." + "reason": "FSDP2/PEFT optimizer state corruption is unrelated to streaming pipeline behavior." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Save/dequantization failure vs an image-generation infinite loop are not the same bug." + "reason": "Saving dequantized Ministrals/Devstrals is unrelated to an infinite-loop image generation bug." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Both involve saving, but one is dequantized model saving and the other is Pipeline.save_pretrained; different objects and failure modes." + "reason": "Saving dequantized models is unrelated to saving Pipeline objects." }, { - "left": "issue:43012", - "right": "issue:43550", + "left": "issue:45712", + "right": "issue:46298", "accept": false, - "reason": "A PyTorch warning about bf16 precision is unrelated to a torch.compile SDPA failure." + "reason": "Leftover dummy classes and noisy logging are unrelated repository hygiene vs runtime behavior issues." }, { - "left": "issue:45712", - "right": "issue:46298", + "left": "issue:43012", + "right": "issue:43550", "accept": false, - "reason": "Left is a repo hygiene/dummy-class issue; right is just a logging complaint." + "reason": "A precision warning on bfloat16 compilation is unrelated to a Bamba torch.compile SDPA failure." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing encoder weights on load is unrelated to the max_shard_size default question." + "reason": "Missing embed_tokens.weight on load is unrelated to the default 50GB max_shard_size setting." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Different warnings with different causes: bf16 precision warning vs tie_word_embeddings config warning." + "reason": "A bfloat16 compilation warning is unrelated to a tie_word_embeddings warning in Qwen3.5 fine-tuning." }, { "left": "issue:43827", "right": "issue:47116", "accept": false, - "reason": "Docs still referencing pipeline() is not the same underlying bug as a streaming pipeline regression." + "reason": "Documentation still referencing pipeline() is unrelated to a streaming regression in v5." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training bugs and Bamba compile/SDPA failure are unrelated." + "reason": "xLSTM training blockers are unrelated to Bamba compile/SDPA failures." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "FlashAttention support in a model class is unrelated to Python version compatibility." + "reason": "Nemotron FlashAttention support is unrelated to a Python version compatibility failure." }, { - "left": "issue:43352", - "right": "issue:44380", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "Both mention attention backends, but one is unsupported FlashAttention 2 and the other is ignored GPT2 scaling config." + "reason": "Wrong tokenizer decoder type in v5 is unrelated to an isolated reproduction of another issue." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:43352", + "right": "issue:44380", "accept": false, - "reason": "Tokenizer decoder type mismatch is not clearly the same as the isolated reproduction of another issue." + "reason": "FlashAttention support gating is unrelated to GPT2 attention scaling being ignored." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Pipeline task-support messaging and Pipeline.save_pretrained are different problems." + "reason": "An incorrect error message about translation pipelines is unrelated to save_pretrained for Pipeline objects." }, { "left": "issue:44734", "right": "issue:47116", "accept": false, - "reason": "A serving KV-cache indexing crash is not the same as a streaming pipeline regression." + "reason": "KV-cache continuation indexing in serve is a different code path than a general streaming pipeline regression." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "Removed v5 API behavior and a noisy log message are unrelated." + "reason": "A removed API flag is unrelated to a noisy logging message." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty-transcription generation bug is unrelated to the Trainer import problem." + "reason": "Whisper empty transcription handling is unrelated to importing Trainer with datasets installed." }, { - "left": "issue:44380", - "right": "issue:46132", + "left": "issue:44077", + "right": "issue:46365", "accept": false, - "reason": "GPT2 backend-specific attention scaling and AttentionInterface.register behavior changes are different issues." + "reason": "PatchTSMixer post_init policy is unrelated to the Trainer import failure." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage is unrelated to the DeepSeek dtype/transpose bug." - }, - { - "left": "issue:44077", - "right": "issue:46365", - "accept": false, - "reason": "patchtsmixer post_init validation and Trainer import failure are unrelated." + "reason": "ESM2 model breakage is unrelated to a DeepSeek tensor operation bug." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Both involve MoE/save/load, but one is FP8 save_pretrained and the other is a from_pretrained error; not the same concrete bug." + "reason": "FP8 save_pretrained on moe models is related to serialization, but not the same as a Qwen3.5 Moe from_pretrained error." }, { "left": "issue:42890", "right": "issue:47059", "accept": false, - "reason": "Seed-related test flakiness and a cli completion API break are unrelated." + "reason": "Missing set_seed in a SAM HQ integration test is unrelated to a CLI completion attribute breakage." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to a degenerate zero-loss classification bug." } ] }, @@ -17739,7 +17741,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:29870", "issue:36010", @@ -17774,6 +17776,7 @@ "issue:44380", "issue:44483", "issue:44485", + "issue:44492", "issue:44514", "issue:44625", "issue:44655", @@ -17781,18 +17784,16 @@ "issue:44938", "issue:45216", "issue:45276", - "issue:45479", "issue:46050", "issue:46077", - "issue:46082", "issue:46365", + "issue:46512", "issue:46877", "issue:47059", "issue:47110" ], "soft_pairs": [ "issue:42757|issue:43824", - "issue:44380|issue:45479", "issue:36683|issue:43582", "issue:43064|issue:44380", "issue:42175|issue:46365", @@ -17801,8 +17802,8 @@ "issue:44483|issue:44514", "issue:43756|issue:44485", "issue:43618|issue:44380", - "issue:43618|issue:43761", "issue:45276|issue:46077", + "issue:43618|issue:43761", "issue:36010|issue:42757", "issue:43208|issue:43526", "issue:44038|issue:44230", @@ -17812,255 +17813,253 @@ "issue:43352|issue:43937", "issue:44625|issue:46077", "issue:43611|issue:44655", - "issue:44355|issue:46877", "issue:36683|issue:43475", + "issue:44355|issue:46877", "issue:44655|issue:46050", "issue:43976|issue:44938", "issue:36683|issue:44077", "issue:44938|issue:47059", "issue:43867|issue:45216", "issue:36683|issue:47110", - "issue:46077|issue:46082", + "issue:46077|issue:46512", "issue:43618|issue:45216", "issue:36683|issue:43525", - "issue:29870|issue:36296" + "issue:29870|issue:36296", + "issue:43064|issue:44492" ], - "prepared_review_unit_hash": "df625cd503d269ca5cf19663b6a81ee1f6d238c4b27255404398ee05158eb224", + "prepared_review_unit_hash": "679844cb0651962e3a979f0d2d9cab2269fe15f824ccf9bea9e3ff5219cb39e5", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37387, - "estimated_input_tokens": 9347, - "estimated_eval_tokens": 18950 + "serialized_chars": 37269, + "estimated_input_tokens": 9318, + "estimated_eval_tokens": 18892 }, "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. The only convincing duplicate-looking pair is the two CLIP v5 regression reports; the rest differ in model, subsystem, or failure mode too much to merge safely.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 36683 is the strongest standalone bug report here: it is concrete, open, and highly discussed, with a clear model/config regression and active triage signal.", + "summary": "No soft pair looks like a true duplicate; most are broad theme matches (imports, config, save/load, attention, or version regressions) but they point to different concrete failures and code paths. I\u2019d keep the cluster split and use the most detailed open regression report as the representative issue.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 36683 is the strongest representative: it is open, highly discussed, and has a precise traceback/repro for a concrete model-config regression.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 36683 is the best overall representative because it is specific, impactful, and has the richest discussion trail among the set.", + "best_issue_reason": "Issue 36683 is the most actionable issue in the set, with clear symptoms, active discussion, and enough detail to anchor triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they involve different symbols and different dependencies; not the same bug." - }, - { - "left": "issue:44380", - "right": "issue:45479", - "accept": false, - "reason": "One is about GPT-2 attention scaling under SDPA/FlashAttention, the other is a zero-loss classification regression; unrelated failures." + "reason": "Both are ImportErrors, but for different missing symbols in different packages and likely unrelated fixes." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3 config vocab_size is unrelated to Apple Silicon allocator warmup TypeError." + "reason": "One is a Gemma3 config attribute error; the other is an Apple Silicon allocator TypeError. No shared code path." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT-2 attention scaling config." + "reason": "Different subsystems: FSDP/PEFT optimizer-state corruption vs GPT-2 attention scaling under SDPA/FlashAttention." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "One is backend packaging for TensorFlow, the other is a Trainer import problem tied to datasets; different root causes." + "reason": "Both mention import/backend problems, but they concern different dependency interactions and failure modes." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "PyTorch precision warning during compile and flex_attention compile failure are different issues." + "reason": "Separate compile-time problems: a warning about bf16 precision vs an actual flex_attention failure on newer torch." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Importing a removed utility and ignoring local_files_only are separate API/behavior bugs." + "reason": "An import path break versus unexpected network calls with local_files_only=True; unrelated behavior." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "A chat/completions API rejection and a processor batching crash are different code paths." + "reason": "One is an OpenAI-style chat/completions API rejection, the other is a processor batching crash." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Both mention RoPE, but they concern different models and different bugs, not one shared defect." + "reason": "Both involve RoPE, but they are model-specific implementation complaints with different root causes." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIP output regression and GPT-2 attention scaling are unrelated." - }, - { - "left": "issue:43618", - "right": "issue:43761", - "accept": true, - "reason": "Both describe the same CLIP v5 forward/output regression: optional outputs from CLIPVisionModel are not being populated correctly." + "reason": "CLIP output field regression is not the same bug as GPT-2 attention scaling being ignored." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Both are Gemma4, but one is embedding resize propagation and the other is bidirectional-attention masking; different bugs." + "reason": "Both are Gemma4 issues, but one is embedding resizing and the other is bidirectional-attention masking." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one loses attentions and the other loses hidden_states; they are distinct outputs." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Different missing imports from different packages; not the same underlying failure." + "reason": "Different import symbols and different upstream packages; same symptom class, not same bug." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated." + "reason": "xLSTM training bugs are unrelated to a Beit image processor label-reduction defect." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Both mention Qwen3-VL-Moe, but one is a load/regression issue and the other is fp8 inference support; not mergeable as one fix." + "reason": "Both reference Qwen3-VL-Moe, but one is loading breakage and the other is FP8 inference support." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model save corruption and Pipeline save_pretrained support are different save paths with different semantics." + "reason": "Quantized model save failure and pipeline save_pretrained failure are different serialization paths." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Both are model-loading problems, but the reported failure modes and triggers differ." + "reason": "Both are model-loading regressions, but they describe different broken mechanisms and models." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "Qwen3.5 label propagation and Trainer import dependency conflicts are unrelated." + "reason": "A Qwen3.5 label-propagation bug is unrelated to Trainer import failure caused by datasets." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Flash Attention support for Nemotron and GLM-5 GenerationConfig validation are different model/config issues." + "reason": "Flash Attention support gating for Nemotron is unrelated to GLM-5 generation config validation." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Label propagation and attention-mask construction are unrelated behaviors." + "reason": "Qwen3.5 num_labels propagation and Gemma4 bidirectional attention are different configuration bugs." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Base-model-prefix loading regression and Pipeline save_pretrained are different mechanisms." + "reason": "Model loading with base_model_prefix and pipeline saving with save_pretrained are different code paths." }, { - "left": "issue:44355", - "right": "issue:46877", + "left": "issue:36683", + "right": "issue:43475", "accept": false, - "reason": "Compiled Python file loading errors and auto_docstring import-time stdout diagnostics are different issues." + "reason": "Gemma3 missing vocab_size and SAM3 missing fpn_position_embeddings are separate attribute regressions." }, { - "left": "issue:36683", - "right": "issue:43475", + "left": "issue:44355", + "right": "issue:46877", "accept": false, - "reason": "Gemma3 config vocab_size and SAM3 video encoder missing attribute are distinct model-specific bugs." + "reason": "Running compiled Python files and auto_docstring import-time stdout are unrelated issues." }, { "left": "issue:44655", "right": "issue:46050", "accept": false, - "reason": "General Pipeline serialization and sinq quantized model persistence are different save/load problems." + "reason": "Both involve persistence, but one is Pipeline serialization and the other is sinq quantized model round-tripping." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Python-version compatibility complaints, but one is about Transformers 5.1 support and the other about Python 3.14 loading; not the same issue." + "reason": "Both are Python-version compatibility reports, but for different versions and different failure modes." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Gemma3 vocab_size and patchtsmixer post_init validation are unrelated." + "reason": "Gemma3 config regression is unrelated to patchtsmixer's invalid optional post_init handling." }, { "left": "issue:44938", "right": "issue:47059", "accept": false, - "reason": "Python 3.14 import/load failure and huggingface_hub CLI breakage are different compatibility regressions." + "reason": "Python 3.14 import failure and CLI breakage with huggingface_hub 1.22.0 are different environment issues." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Different checkpoint/model-loading failures with different triggers and symptoms." + "reason": "Both are checkpoint/load issues, but one is about sorted state_dict loading and the other about incorrect saved checkpoints in Qwen3.5." }, { "left": "issue:36683", "right": "issue:47110", "accept": false, - "reason": "Gemma3 vocab_size and special_tokens list/dict handling are unrelated." + "reason": "Gemma3 config missing vocab_size and special_tokens list handling are unrelated errors." }, { "left": "issue:46077", - "right": "issue:46082", + "right": "issue:46512", "accept": false, - "reason": "One is Gemma4 attention masking, the other is LlamaConfig head_dim validation; different code paths." + "reason": "Gemma4 attention-mask logic and stale config dtype after from_config are different bugs." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP output regression and Qwen3.5 save_pretrained checkpoint corruption are unrelated." + "reason": "A CLIP output regression does not match a Qwen3.5 save_pretrained checkpoint bug." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Gemma3 config vocab_size and Llama4 pad_token_id are different config attribute issues." + "reason": "Both are missing config attributes, but for different models and different attribute semantics." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "BART decoder_attention_mask assignment and tensor-parallel training are unrelated." + "reason": "Bart generate() decoder_attention_mask bug is unrelated to tensor-parallel training issues." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "A major optimizer-state corruption report is not the same as a cache-strategy typo." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The clustering summary is grounded in the packet and stays conservative. The chosen canonical issue is reasonably supported by the highest discussion activity, and the one accepted soft pair (43618/43761) is a plausible same-regression CLIP output bug. I did not see any soft-edge verdicts that overstate duplication beyond the available evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -18075,7 +18074,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:28282", "issue:29870", @@ -18085,12 +18084,12 @@ "issue:42890", "issue:42898", "issue:43010", - "issue:43064", "issue:43502", "issue:43575", "issue:43618", "issue:43723", "issue:43867", + "issue:43874", "issue:43976", "issue:43992", "issue:44062", @@ -18103,7 +18102,6 @@ "issue:44360", "issue:44393", "issue:44485", - "issue:44492", "issue:44556", "issue:44734", "issue:44855", @@ -18124,22 +18122,22 @@ "issue:46617", "issue:46664", "issue:46851", - "issue:47000" + "issue:47000", + "issue:47110" ], "soft_pairs": [ - "issue:43064|issue:44492", "issue:43010|issue:45278", - "issue:44075|issue:46365", "issue:43992|issue:45310", + "issue:44075|issue:46365", "issue:44908|issue:46851", - "issue:29870|issue:33453", "issue:44393|issue:47000", "issue:43867|issue:46202", + "issue:29870|issue:33453", "issue:44355|issue:44855", "issue:36296|issue:43575", "issue:43010|issue:45850", - "issue:43867|issue:45375", "issue:41669|issue:44246", + "issue:43867|issue:45375", "issue:42890|issue:45561", "issue:43618|issue:44077", "issue:43010|issue:43976", @@ -18155,219 +18153,227 @@ "issue:44222|issue:45125", "issue:44734|issue:46617", "issue:43723|issue:44556", - "issue:43502|issue:44485" + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:45850|issue:47110" ], - "prepared_review_unit_hash": "e87c79f4c3c8db7638d1409efb68c5c8f9a0657e9c3d5e28047500d37bb2a969", + "prepared_review_unit_hash": "812f8d98f45b6c3ab7a3996fb2e2e8e423361e52ed5a33dd0b6780625924427b", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36006, - "estimated_input_tokens": 9002, - "estimated_eval_tokens": 18260 + "soft_pair_count": 30, + "serialized_chars": 36312, + "estimated_input_tokens": 9078, + "estimated_eval_tokens": 18412 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated issues around v5 regressions, model loading, tensor parallelism, and test failures. Only one pair looks plausibly like the same duplicate import-performance bug.", - "confidence": 0.48, - "canonical_issue_reason": "Issue 41669 is the clearest, most actionable report and the only one that plausibly subsumes another item: an import-time regression tied to `import *` usage in model modules.", + "summary": "The packet is mostly heterogeneous. The only clear issue-level duplicate cluster is the Qwen3.5 MoE `from_pretrained` pair `45310`/`45478`; `43992` is not part of that cluster because it is about `UMT5Encoder.from_pretrained` missing `embed_tokens.weight`. A second, weaker similarity exists around import-time slowdown (`41669`/`44246`), but most other pairs are distinct bugs or regressions.", + "confidence": 0.78, + "canonical_issue_reason": "`issue:45310` is the earliest concrete report of the Qwen3.5 MoE `from_pretrained` failure, and `issue:45478` is the same title later. `issue:43992` should not be the canonical duplicate target here because it describes a different UMT5 `embed_tokens.weight` issue.", "canonical_pr_reason": null, - "best_issue_reason": "41669 is the strongest representative because it points to a concrete cause and user-visible slowdown; the rest are largely separate bugs in different code paths.", + "best_issue_reason": "`issue:45278` is the broadest representative of the upgrade/regression subset in this packet, but it should be treated only as a loose umbrella issue, not as a duplicate target for the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43064", - "right": "issue:44492", - "accept": false, - "reason": "Wrong subsystem and symptom: optimizer-state/PEFT training bug vs a cache-strategy typo." - }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Both mention v5 regressions, but one is about cache update semantics and the other about import failures; not the same bug." - }, - { - "left": "issue:44075", - "right": "issue:46365", - "accept": false, - "reason": "Unrelated: SGD args not used vs importing Trainer fails when datasets is installed." + "reason": "Related only at a very broad regression level: cache `update()` no-grad decoration vs a generic post-upgrade import-error report." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Different model families and different failures; no clear shared code-path." + "reason": "Different bugs: `43992` is `UMT5Encoder.from_pretrained` missing `embed_tokens.weight`, while `45310` is a Qwen3.5 MoE `from_pretrained` error." }, { - "left": "issue:44908", - "right": "issue:46851", + "left": "issue:44075", + "right": "issue:46365", "accept": false, - "reason": "Scheduler kwargs bug vs variable-length position_ids bug; unrelated." + "reason": "Unrelated failures: SGD args ignored vs importing `Trainer` failing due to `datasets` interaction." }, { - "left": "issue:29870", - "right": "issue:33453", + "left": "issue:44908", + "right": "issue:46851", "accept": false, - "reason": "Bart generate() decoder mask error vs tokenizer-loading regression; different code paths." + "reason": "Different code paths: scheduler kwargs handling vs Qwen3.5 variable-length `position_ids` behavior." }, { "left": "issue:44393", "right": "issue:47000", "accept": false, - "reason": "Different models and failures: Qwen3-VL bbox output vs RTDetr loss infeasible cost matrix." + "reason": "Both are model/vision bugs, but the concrete failures differ: Qwen3-VL bbox output vs RTDetr loss infeasibility." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "Model state_dict loading error vs Gemma pipeline roundtrip/tokenization issue; not the same bug." + "reason": "Both involve loading/roundtripping, but one is sorted `state_dict` loading and the other is Gemma pipeline token roundtrip behavior." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Different bugs: BART generation `decoder_attention_mask` initialization vs tokenizer loading regression." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Both are import-related, but one is about compiled Python files and the other is a torch.jit parsing/IndentationError on Python 3.13." + "reason": "Both are import-time failures, but the concrete causes differ: compiled Python files vs Python 3.13 TorchScript parsing/IndentationError." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Both involve tensor parallelism, but one is a training bug and the other is an OOM while loading a specific Qwen model." + "reason": "Both mention tensor parallelism, but one is a training bug and the other is OOM while loading Qwen2-57B-A14B-Instruct." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "One is a specific cache/no_grad API change; the other is a broad complaint about many models breaking." - }, - { - "left": "issue:43867", - "right": "issue:45375", - "accept": false, - "reason": "State-dict loading failure vs missing vision-config field; different underlying problems." + "reason": "Too broad to merge: cache update decoration vs a vague complaint that v5 breaks many models." }, { "left": "issue:41669", "right": "issue:44246", "accept": true, - "reason": "Both are about `transformers` import taking too long; 41669 identifies the likely root cause (`import *` in model modules), and 44246 reports the same slowdown symptom." + "reason": "Both point to the same import-time slowdown symptom; `41669` gives the specific `import *` root cause and `44246` reports the same user-visible regression." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different loading/config problems: sorted model loading vs a missing `Qwen3_5MoeVisionConfig` field." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Test flakiness from missing seeds vs xdist race on a captured-info file; not the same issue." + "reason": "Different test flakes: missing `set_seed()` in SamHQ integration tests vs xdist race on `captured_info.txt`." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "Different model/API bugs: missing attentions assignment vs optional `post_init` deprecation/constraint." + "reason": "Unrelated model-specific issues: CLIP attentions assignment vs `patchtsmixer` `post_init` semantics." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Cache update no_grad bug vs scheduler argument handling; unrelated." + "reason": "Different bugs: cache no-grad decoration vs Python-version compatibility in Transformers 5.1.0." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Same broad area of model loading, but different model versions and no concrete shared failure mode." + "reason": "`43992` is UMT5 `embed_tokens.weight` missing, not the Qwen3.5 MoE `from_pretrained` failure described by `45478`." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "State_dict loading error vs incorrect visual encoder keys on save_pretrained; different directions and symptoms." + "reason": "Different issues in loading vs `save_pretrained` writing incorrect visual encoder keys." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "PyTorch missing ImportError vs tokenizer-loading regression; unrelated." + "reason": "Different import/load problems: missing PyTorch dependency vs tokenizer-loading regression." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "Different CLIP-related structure regressions; one is about attentions, the other about `.text_model` layout divergence." + "reason": "Both involve CLIP internals, but one is missing attentions assignment and the other is structural API inconsistency in text models." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer discussion vs DeepSeekV3 implementation divergence; no shared concrete bug." + "reason": "Different modeling topics and failure modes: DSA indexer discussion vs DeepSeekV3 implementation divergence." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Seed-related test instability vs model loading failure for Phi-4 multimodal; unrelated." + "reason": "Different bugs: flaky SamHQ tests vs Phi-4 multimodal model loading failure." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Local-files-only API leakage vs AddedToken constructor error; different code paths." + "reason": "Different APIs: `local_files_only` still making requests vs `AddedToken` keyword collision." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Seed-related test flakiness vs stale device override test on CI; different issues." + "reason": "Different CI/test issues: missing seed setup vs stale device override race in GraniteSpeech." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Tokenizer cleanup behavior change vs video processor `num_frames` semantics; unrelated." + "reason": "Unrelated behavioral changes: v5 tokenization cleanup semantics vs SmolVLM video-frame meaning." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained issue vs missing tensor-parallel plan for Qwen3_5MoE; different problems." + "reason": "Different tensor-parallel/serialization problems: FP8 `save_pretrained` vs missing `_tp_plan`." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "KV-cache continuation crash in serve vs trust_remote_code cache FileNotFoundError; unrelated." + "reason": "Different runtime failures: KV-cache continuation indexing vs trust-remote-code cache `FileNotFoundError`." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer.from_pretrained regression vs checkpoint reload incompatibility after upgrade; related area, but not the same concrete bug." + "reason": "Both are loading regressions, but one is tokenizer loading and the other is checkpoint reload compatibility; not the same code path." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Local-files-only network leak vs RoPE implementation discussion; unrelated." + "reason": "Different problems: `local_files_only` behavior vs GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Different component failures: missing image-patch helper vs cache loading `FileNotFoundError`." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "One side is a vague upgrade complaint and the other is a specific special-tokens type error; no concrete shared bug." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative. The only accepted soft-edge pair, issue:41669 with issue:44246, is well-supported by their shared import-slowdown symptom, and the rejections do not overclaim equivalence." + "accept": false, + "feedback": "Reject: the summary is not grounded in the packet. The biggest problem is that `issue:43992` is not a Qwen3.5 MoE `from_pretrained` report at all; its title is `UMT5Encoder.from_pretrained misses embed_tokens.weight`, so the canonical duplicate claim to `45310`/`45478` is overstated. More generally, the listed `accept=true` soft-edge verdicts are not conservative enough given the packet evidence, especially the 43992 pairings." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -18383,7 +18389,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:29870", "issue:30333", @@ -18403,10 +18409,10 @@ "issue:43352", "issue:43475", "issue:43502", + "issue:43525", "issue:43576", "issue:43824", "issue:43827", - "issue:43874", "issue:43901", "issue:44222", "issue:44230", @@ -18424,10 +18430,10 @@ "issue:45375", "issue:45468", "issue:45478", - "issue:45850", "issue:46132", "issue:46143", "issue:46144", + "issue:46209", "issue:46617", "issue:46664", "issue:46726", @@ -18435,18 +18441,16 @@ "issue:47110" ], "soft_pairs": [ - "issue:43874|issue:46617", "issue:43824|issue:46617", - "issue:45850|issue:47110", "issue:43010|issue:43065", "issue:43576|issue:46132", - "issue:42548|issue:44351", "issue:45125|issue:45478", "issue:44387|issue:44556", + "issue:42548|issue:44351", "issue:30333|issue:33453", - "issue:44355|issue:44749", "issue:45125|issue:45375", "issue:30990|issue:31795", + "issue:44355|issue:44749", "issue:43827|issue:44961", "issue:43502|issue:44961", "issue:43502|issue:44222", @@ -18471,244 +18475,264 @@ "issue:43475|issue:46617", "issue:46143|issue:46144", "issue:41628|issue:42548", + "issue:44222|issue:44230", "issue:45375|issue:47110", - "issue:44222|issue:44230" + "issue:44315|issue:46209", + "issue:43525|issue:47110" ], - "prepared_review_unit_hash": "1ac602f56978a792778915b3dab834bcd6075c8d4571750f1e7be1e892bc6c59", + "prepared_review_unit_hash": "564b5599bf8ca3b197a5acd3bf6313d6bed1b83fc039db61405b9cd0dd117c0e", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 38, - "serialized_chars": 38592, - "estimated_input_tokens": 9648, - "estimated_eval_tokens": 19552 + "serialized_chars": 38540, + "estimated_input_tokens": 9635, + "estimated_eval_tokens": 19526 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is heterogeneous: most items are unrelated import, loading, CLI, docs, quantization, or model-specific regressions. I found no true duplicate pair among the soft edges, so the cluster should not be merged into a single canonical bug/change.", - "confidence": 0.94, + "summary": "This cluster is heterogeneous: import errors, loading regressions, docs issues, FP8/tensor-parallel bugs, and unrelated CLI/model-specific problems. None of the soft pairs look like the same underlying bug or change, so all should be rejected as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single issue safely represents the whole set; issue:43576 is the broadest/highest-signal regression, but it still does not subsume the other unrelated reports.", + "best_issue_reason": "If a single issue must anchor the set, issue 43576 is the broadest user-facing regression and has the most discussion/references, but it is still not a safe canonical for the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43874", - "right": "issue:46617", - "accept": false, - "reason": "Different failures: GLM46V multimodal token counting vs trust_remote_code cache loading FileNotFoundError." - }, { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "Different import problem and model family; no shared concrete code path." - }, - { - "left": "issue:45850", - "right": "issue:47110", - "accept": false, - "reason": "Broad complaint about many v5 breakages vs a specific special_tokens structure error." + "reason": "Both are import/loading complaints, but one is a missing transformers symbol and the other is a cache/trust_remote_code FileNotFoundError." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Cache update no_grad concern vs Sam3PixelDecoder dummy Conv2d; unrelated fixes." + "reason": "Different code paths: cache/layer update decoration vs a dummy Conv2d in Sam3PixelDecoder." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "CLI env command regression vs AttentionInterface.register behavior change; different bugs." - }, - { - "left": "issue:42548", - "right": "issue:44351", - "accept": false, - "reason": "Different missing exports: PreTrainedModel vs HybridCache." + "reason": "One is a broken v5 env command; the other is AttentionInterface.register behavior changing. Same area, not the same bug." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Qwen3.5 MoE tensor-parallel plan issue vs from_pretrained loading error; not the same concrete bug." + "reason": "Both touch Qwen3.5/MoE loading, but one is missing tensor-parallel plan and the other is a from_pretrained failure; too broad to merge." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 quantization OOM vs checkpoint reload incompatibility after version upgrade." + "reason": "Different regressions: int4 CUDA memory/OOM vs checkpoint reload compatibility after upgrade." }, { - "left": "issue:30333", - "right": "issue:33453", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "MLFlow job reporting bug vs tokenizer loading regression." + "reason": "Both are import errors, but for different public symbols and likely different export/packaging causes." }, { - "left": "issue:44355", - "right": "issue:44749", + "left": "issue:30333", + "right": "issue:33453", "accept": false, - "reason": "Compiled Python file errors vs performance slowdown after upgrade; unrelated." + "reason": "MLflow job reporting vs tokenizer loading regression are unrelated." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Tensor-parallel plan missing vs config field dropped by strict validation; different model issues." + "reason": "Tensor-parallel plan support vs a missing config field under @strict are different bugs." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Loading hang vs confusing forward-argument docs." + "reason": "Sentence Transformers loading hang vs forward-argument documentation confusion." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and a data-filtering slowdown after upgrade are unrelated." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still reference pipeline() vs unrelated 'racoon' issue." + "reason": "Docs reference cleanup vs an unrelated placeholder issue title." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "local_files_only network leak vs unrelated 'racoon' issue." + "reason": "Local-files-only network leakage vs an unrelated placeholder issue title." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Offline-mode network leak vs FP8 save_pretrained MoE bug." + "reason": "Offline loading bug vs FP8 save_pretrained/moe behavior; different code paths." }, { "left": "issue:46664", "right": "issue:46726", "accept": false, - "reason": "Different video-processor semantics vs missing-vision-backend AutoProcessor error." + "reason": "Both are processor-related, but one is video num_frames semantics and the other is missing-vision-backend error handling." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Cache update decoration issue vs generation kwargs after sync_gpus." + "reason": "No common underlying bug: no_grad decoration for cache updates vs generation kwargs update after sync_gpus." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLFlow reporting failure vs tensor parallel training bug." + "reason": "MLflow failure reporting and tensor-parallel training bugs are unrelated." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Qwen3VL MoE load regression vs generic checkpoint reload incompatibility." + "reason": "Qwen3VL/MoE loading breakage vs general checkpoint reload incompatibility; not the same concrete failure." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "BART generate() UnboundLocalError vs docs confusion about forward inputs." + "reason": "An UnboundLocalError in generate() is unrelated to documentation confusion about forward arguments." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression vs Llama 3.2 Vision model-loading failure; different affected paths." + "reason": "Tokenizer loading regression vs model loading failure for a specific Llama vision model; different failures." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file runtime errors vs PretrainedConfig type-checking regression." + "reason": "Compiled file execution errors and PretrainedConfig type-checking regressions are unrelated." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing huggingface_hub symbol vs transformers env CLI regression." + "reason": "Missing huggingface_hub symbol vs broken transformers env command; dependency-related but not the same bug." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI env failure vs type-checking regression; unrelated." + "reason": "CLI/env breakage vs config type-checking regression are unrelated." }, { "left": "issue:43576", "right": "issue:47059", "accept": false, - "reason": "CLI env command regression vs tests/cli hub completion attribute error; not the same concrete bug." + "reason": "Both affect CLI/test execution, but one is env command breakage and the other is a huggingface_hub 1.22.0 completion API incompatibility." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Docs confusion vs missing layer_type_validation import error." + "reason": "Documentation wording issue vs import failure for layer_type_validation." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Unrelated 'racoon' placeholder issue vs Gemma-4 audio positional encoding bug." + "reason": "Placeholder title vs Gemma-4 audio positional encoding bug." }, { - "left": "issue:43576", - "right": "issue:43824", + "left": "issue:44315", + "right": "issue:46132", "accept": false, - "reason": "CLI env regression vs missing Qwen2_5_VL export; different issues." + "reason": "Liger Kernel not applied under model_init vs AttentionInterface.register behavior change are different issues." }, { - "left": "issue:44315", - "right": "issue:44360", + "left": "issue:44351", + "right": "issue:46617", "accept": false, - "reason": "Liger kernel application bug vs DSA indexer activation discussion; unrelated." + "reason": "Different import/load failures: HybridCache symbol export vs trust_remote_code cache loading FileNotFoundError." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:43352", + "right": "issue:44961", "accept": false, - "reason": "Different missing imports: AutoImageProcessor vs PreTrainedModel." + "reason": "Flash Attention support gap for Nemotron vs unrelated placeholder title." }, { - "left": "issue:45375", - "right": "issue:47110", + "left": "issue:36296", + "right": "issue:43901", "accept": false, - "reason": "Missing config field vs special_tokens list shape error; unrelated." + "reason": "Tensor-parallel training bug vs pipeline docs mentioning return_all_scores; unrelated." }, { - "left": "issue:44222", - "right": "issue:44230", + "left": "issue:43475", + "right": "issue:46617", "accept": false, - "reason": "FP8 save_pretrained bug vs FP8 inference support request; same broad area, different concrete change." + "reason": "SAM 3 video attribute error vs cached trust_remote_code FileNotFoundError." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "kwargs propagation bug vs attention-interface usage bug in RoFormer; related theme but not the same underlying defect." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null + "reason": "kwargs forwarding in RoFormer methods vs attention interface integration; same subsystem, but not the same concrete bug." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Two different missing imports; likely related to exports, but not one bug." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained bug vs FP8 inference support request; different operations." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "Missing config field under strict loading vs list-vs-dict special_tokens error; unrelated." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel application bug vs FP8 inference failure on B200; different feature areas." + }, + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Llama4Config missing pad_token_id vs special_tokens list/object shape error; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null }, { "label": "issue", @@ -18721,8 +18745,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ + "issue:31795", + "issue:33453", "issue:41669", "issue:42371", "issue:42890", @@ -18763,7 +18789,6 @@ "issue:45753", "issue:45850", "issue:46095", - "issue:46209", "issue:46218", "issue:46328", "issue:46664", @@ -18772,9 +18797,7 @@ "issue:47176" ], "soft_pairs": [ - "issue:44315|issue:46209", "issue:43867|issue:47110", - "issue:43525|issue:47110", "issue:44485|issue:46664", "issue:45362|issue:45850", "issue:43673|issue:44492", @@ -18792,8 +18815,8 @@ "issue:43572|issue:45850", "issue:44556|issue:45092", "issue:44492|issue:45850", - "issue:42371|issue:44492", "issue:45850|issue:47059", + "issue:42371|issue:44492", "issue:41669|issue:46218", "issue:43408|issue:44315", "issue:44246|issue:44273", @@ -18810,270 +18833,285 @@ "issue:44704|issue:44908", "issue:41669|issue:45341", "issue:43976|issue:46218", - "issue:44077|issue:44861" + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43976|issue:47176", + "issue:44485|issue:47176" ], - "prepared_review_unit_hash": "58727041a14257a430335955bc40ed70af2a6c90f59115054eb41eb33b0ea17b", + "prepared_review_unit_hash": "e3b9d83b085e39da71d4088f911271d63a78a777001045292177e5c2217e3e39", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 39, - "serialized_chars": 38175, - "estimated_input_tokens": 9544, - "estimated_eval_tokens": 19344 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 39030, + "estimated_input_tokens": 9758, + "estimated_eval_tokens": 19772 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated transformer/model bug reports that only share superficial API/model-family similarity. I found no soft pair that clearly represents the same underlying bug or change, so all soft edges should be rejected.", - "confidence": 0.89, - "canonical_issue_reason": "No single strong canonical duplicate target stands out; issue #44273 is the closest umbrella candidate because it is open and broadly about lazy-loading/import behavior, but the overall cluster is too heterogeneous for a reliable canonical issue.", + "summary": "This cluster is mostly a grab-bag of unrelated issue reports with only superficial title similarity around v5 regressions, import/loading problems, and model-specific bugs. I would not merge any of the soft pairs; they do not look like the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#44273 is the best available issue to keep as a representative anchor only because it is open and relatively broad; however, it should not be treated as a true duplicate hub for the rest of this set.", + "best_issue_reason": "issue:45850 is the broadest umbrella-style report in the set, but it is too vague to serve as a true duplicate canonical; the rest are mostly distinct, model- or subsystem-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44315", - "right": "issue:46209", - "accept": false, - "reason": "Different problems: model_init/Liger-Kernel application versus FP8 inference failure on B200." - }, { "left": "issue:43867", "right": "issue:47110", "accept": false, - "reason": "One is a state_dict loading-order error; the other is a special_tokens type error. No shared code-path is evident." - }, - { - "left": "issue:43525", - "right": "issue:47110", - "accept": false, - "reason": "Llama4Config pad_token_id missing is unrelated to special_tokens list/dict handling." + "reason": "Different failures: sorted state_dict loading vs special_tokens being a list without keys(). Same general area (model loading/config handling), but not the same bug." }, { "left": "issue:44485", "right": "issue:46664", "accept": false, - "reason": "RoPE implementation for GLM-5 and video num_frames semantics are unrelated subsystems." + "reason": "Unrelated topics: GLM-5 RoPE implementation vs video processor num_frames semantics." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Specific chat crash on Qwen3.5-35B is not the same underlying bug as a vague 'many models break in v5' complaint." + "reason": "Qwen3.5-35B chat crash is a specific model/runtime bug; 45850 is a broad complaint about many models breaking after v5. Not the same issue." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Chunked prefill cache regression and a cache-strategy typo are different issues." + "reason": "Cache-missing regression in generation vs a typo in cache strategy docs/text. Different underlying problem." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Missing processor save_pretrained files is not the same as an uninformative generic bug report." + "reason": "Missing files in processor.save_pretrained is a concrete save bug; 45230 is a generic placeholder report with no matching specifics." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading issues and TensorFlow backend detection are distinct failure modes." + "reason": "Lazy loading malfunction vs TensorFlow backend error caused by tensorboard-only install. Distinct code paths." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Qwen3-VL-Moe bug versus missing tensor-parallel plan for Qwen3_5Moe; different concrete defects." + "reason": "Both involve Qwen3_5/Qwen3-VL Moe, but one is a model bug and the other is missing tensor-parallel plan support. Not the same concrete fix." }, { "left": "issue:44360", "right": "issue:46664", "accept": false, - "reason": "DSA indexer activation discussion is unrelated to SmolVLM frame-count semantics." + "reason": "DSA indexer ReLU discussion vs video processor frame-count meaning. Unrelated." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "These are both import-related, but one is a generic lazy-loading complaint and the other is a specific sys.modules access issue; not enough to confirm same bug." + "reason": "Lazy loading not working and unsafe sys.modules access may be adjacent, but they are described as different bugs with different failure modes." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-time performance regression from import * usage is not the same as a chunked_prefill cache bug." + "reason": "Import star performance regression vs GenerationMixin cache missing. Same broad import/generation area, but not the same bug." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL bbox hallucination/error and PretrainedConfig type-checking breakage are unrelated." + "reason": "Qwen3-VL bounding-box output issue vs PretrainedConfig type-checking breakage. Different subsystem and symptom." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Broken env command and checkpoint reload incompatibility are different versioning issues." + "reason": "Broken env command vs checkpoint reload compatibility regression. Both version-related, but not the same problem." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Both involve Qwen3_5/VL, but one is bbox output corruption and the other is an infinite-loop image case; not the same bug." + "reason": "Both are Qwen3.5/Qwen3-VL visual-model reports, but one is bbox hallucination and the other is an infinite loop on a specific image. Too different to treat as one bug." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "A missing config attribute is not the same as a broad report that many models break in v5." + "reason": "Llama4Config pad_token_id AttributeError is a concrete config bug; 45850 is a vague umbrella complaint." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support for Qwen3-VL/Qwen3.5-Moe does not match a deepseekv4 weight-conversion question." + "reason": "FP8 inference support request for Qwen models vs weight-conversion-script question for DeepSeekV4. Different models and asks." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLm pad_token_idx regression is a specific config issue, not the generic v5 breakage report." + "reason": "StableLmConfig missing pad_token_idx is a specific config regression, not the same as the broad v5 complaint." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both are v5 compatibility complaints, but one is checkpoint reload compatibility and the other is remote-code meta-init incompatibility; different defects." + "reason": "Both are upgrade compatibility regressions, but one is general checkpoint reload failure and the other is remote-code/meta-init incompatibility for InternVL2. Not the same code path." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A cache-strategy typo is not the same as a broad 'many models break' report." + "reason": "Typo in cache strategies is a naming/docs issue, not the same as the broad v5 breakage report." }, { - "left": "issue:42371", - "right": "issue:44492", + "left": "issue:45850", + "right": "issue:47059", "accept": false, - "reason": "TF32 API guidance and cache-strategy naming are unrelated." + "reason": "Broad v5 breakage complaint vs CLI test failure caused by huggingface_hub 1.22.0 API change. Different root causes." }, { - "left": "issue:45850", - "right": "issue:47059", + "left": "issue:42371", + "right": "issue:44492", "accept": false, - "reason": "General model breakage in v5 is unrelated to CLI completion errors caused by huggingface_hub changes." + "reason": "TF32 behavior settings API vs cache strategy typo. Unrelated." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import-time slowdown from import * does not match a module import failure for Qwen3_5ForCausalLM." + "reason": "Import-star slowdown vs inability to import a specific Qwen3_5ForCausalLM module. Both mention import, but not the same bug." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Model-type mismatch warning and Liger-Kernel/model_init behavior are unrelated." + "reason": "sam3_video/model-type warning vs Liger Kernel not applied with model_init. Different subsystems." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Import slowness and lazy loading malfunction are adjacent but not the same concrete bug based on the titles alone." + "reason": "Import-transformers slowness and lazy loading failure are related only at a high level; the issues describe different symptoms and likely different fixes." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Missing set_seed in tests is unrelated to inverse_sqrt scheduler kwargs handling." + "reason": "Missing set_seed in SAM HQ tests vs inverse_sqrt scheduler kwargs ignored. Different areas entirely." }, { "left": "issue:43576", - "right": "issue:44908", + "right": "issue:45850", "accept": false, - "reason": "Broken env command and scheduler kwargs omission are unrelated." + "reason": "Broken env command and broad v5 breakage are not the same underlying defect." }, { - "left": "issue:43576", - "right": "issue:47176", + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern loading after v5 changes, but one is generic checkpoint reload and the other is specific remote-code/meta-init incompatibility. Not a duplicate." + }, + { + "left": "issue:44492", + "right": "issue:47059", + "accept": false, + "reason": "Cache strategy typo vs CLI completion API breakage. Unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star slowdown vs cannot import HybridCache. Both are import-related, but the bugs are different." + }, + { + "left": "issue:44273", + "right": "issue:46328", "accept": false, - "reason": "Environment command breakage is unrelated to a shell-command allowlist bypass security bug." + "reason": "Lazy loading malfunction vs SequenceFeatureExtractor.pad performance issue. Different code paths." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2.0 support limitation for Nemotron and Qwen3-VL bbox issues are different model bugs." + "reason": "Nemotron Flash Attention 2 unsupported vs Qwen3-VL bounding-box hallucination. Different model and failure." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "position_ids buffer handling is unrelated to the generic bug report." + "reason": "Position_ids buffer access error is concrete; 45230 is too generic to match it." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer_class mismatch in save_pretrained is unrelated to the generic bug report." + "reason": "Tokenizer save_pretrained writes wrong tokenizer_class; 45230 has no specific matching description." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility and Qwen3-VL output hallucination are unrelated." + "reason": "Python version compatibility issue vs Qwen3-VL 2D bbox output bug. Unrelated." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs handling is unrelated to PretrainedConfig type checking." + "reason": "Scheduler kwargs handling vs PretrainedConfig type checking. Different areas and fixes." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad inefficiency are different code paths." + "reason": "Cache strategy typo vs sequence feature extractor padding performance. Not the same issue." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import * performance regression is unrelated to missing HybridCache import/export." + "reason": "Import-star performance regression vs missing HybridCache import. Similar surface area only." }, { - "left": "issue:44704", - "right": "issue:44908", + "left": "issue:43976", + "right": "issue:46218", "accept": false, - "reason": "AutoProcessor cached_file kwargs forwarding is unrelated to inverse_sqrt scheduler kwargs." + "reason": "Python 3.9/3.10 compatibility vs a specific module import failure. Different root causes." }, { - "left": "issue:41669", - "right": "issue:45341", + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "patchtsmixer post_init policy bug vs _get_tied_weight_keys AttributeError on list input. Both touch model init internals, but not the same bug." + }, + { + "left": "issue:31795", + "right": "issue:33453", "accept": false, - "reason": "Import performance regression is unrelated to a small testing_utils bug." + "reason": "Documentation confusion for forward args vs tokenizer loading regression. Completely different topics." }, { "left": "issue:43976", - "right": "issue:46218", + "right": "issue:47176", "accept": false, - "reason": "Python-version incompatibility and module import failure are different issues." + "reason": "Python version compatibility vs shell allowlist bypass security issue. Unrelated." }, { - "left": "issue:44077", - "right": "issue:44861", + "left": "issue:44485", + "right": "issue:47176", "accept": false, - "reason": "post_init policy for patchtsmixer and _tied_weights_keys list handling are unrelated." + "reason": "RoPE implementation discussion vs shell command-substitution bypass. No overlap in underlying bug." } ] }, @@ -19095,12 +19133,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ "issue:28348", + "issue:29870", "issue:31515", "issue:31795", - "issue:33453", "issue:34689", "issue:38617", "issue:41669", @@ -19147,11 +19185,8 @@ "issue:47177" ], "soft_pairs": [ - "issue:31795|issue:33453", - "issue:43976|issue:47176", - "issue:44485|issue:47176", - "issue:43576|issue:44273", "issue:44360|issue:45468", + "issue:43576|issue:44273", "issue:43519|issue:46655", "issue:44315|issue:44829", "issue:45230|issue:45310", @@ -19193,318 +19228,307 @@ "issue:44861|issue:45290", "issue:31515|issue:38617", "issue:44230|issue:44623", - "issue:28348|issue:43352" + "issue:28348|issue:43352", + "issue:29870|issue:31515" ], - "prepared_review_unit_hash": "7a6bfce8ba2b99eae15f6c41210a40499eec99e940958a31467aa4dc5277ff85", + "prepared_review_unit_hash": "d7a5e652bac9edb58496367e21613c19d3501fe67f2fa129ee584379bf678ee3", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 47, - "serialized_chars": 40947, - "estimated_input_tokens": 10237, - "estimated_eval_tokens": 20730 + "soft_pair_count": 45, + "serialized_chars": 40462, + "estimated_input_tokens": 10116, + "estimated_eval_tokens": 20488 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most items are standalone Transformers bugs, regressions, or feature requests with only loose topical overlap (loading, tokenizer, model behavior, cache, security, etc.). No soft-edge pair looks like a true duplicate or a single fixable code-path conflict.", - "confidence": 0.86, - "canonical_issue_reason": "issue:33453 is the most broadly representative concrete bug report in this set (a model/tokenizer loading regression), so it is the least-bad anchor for a heterogeneous cluster.", + "summary": "The set is mostly a grab bag of unrelated issues. A few pairs share broad themes (flash-attention requests, tokenizer-v5 regressions, DeepSeek-v4 reports), but none are strong enough to merge as true duplicates under a strict same-bug/same-change standard.", + "confidence": 0.72, + "canonical_issue_reason": "#45250 is the broadest, most generic feature request in the set (\u201cFlash Attention 2.0\u201d), so it is the best issue-level anchor for the small FA2-related theme here.", "canonical_pr_reason": null, - "best_issue_reason": "issue:33453 is the strongest self-contained issue to use as a cluster anchor, but only as a representative loading-regression report, not as a true umbrella duplicate.", + "best_issue_reason": "#45250 is the most representative single issue: generic topic, no model-specific narrowing, and the closest thing to a hub among the listed items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:31795", - "right": "issue:33453", - "accept": false, - "reason": "Both touch loading/docs around model inputs, but one is documentation confusion and the other is a tokenizer-loading regression; not the same bug." - }, - { - "left": "issue:43976", - "right": "issue:47176", - "accept": false, - "reason": "Python-version support breakage and shell-operator allowlist bypass are unrelated issues." - }, - { - "left": "issue:44485", - "right": "issue:47176", + "left": "issue:44360", + "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE implementation and command-substitution allowlist bypass are different code paths and different classes of bugs." + "reason": "Different models and different internals: DSA indexer ReLU vs Gemma-4 audio positional encoding." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken `transformers env` CLI and lazy loading failure are unrelated behaviors." - }, - { - "left": "issue:44360", - "right": "issue:45468", - "accept": false, - "reason": "A DSA indexer ReLU discussion is not the same issue as Gemma-4 audio positional encoding." + "reason": "One is a broken CLI env command in v5; the other is a lazy-loading bug. Same project area, but not the same concrete bug." }, { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Qwen3VL timestamp math and SmolVLM video padding are both vision-related, but they are distinct processor bugs." + "reason": "Both are processor bugs, but for different models and different calculations (timestamps vs padding)." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel not applied in `model_init` and flash_attention_3 degenerate training are separate training-path failures." + "reason": "Liger-kernel application during model_init and flash-attention-3 training degeneration are separate training-path issues." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic bug report versus a specific Qwen3.5 MoE `from_pretrained` regression; not a duplicate." + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained regression; no concrete overlap." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading malfunction and inverse_sqrt scheduler kwargs handling are unrelated." + "reason": "Lazy loading and inverse_sqrt scheduler kwargs are unrelated subsystems." }, { "left": "issue:44485", "right": "issue:47177", "accept": false, - "reason": "RoPE implementation bug and tar/zip slip RCE are completely different issues." + "reason": "RoPE implementation issue vs shell-operator RCE vulnerability; completely different code paths." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Qwen3VL timestamp handling and GLM-5 RoPE implementation are distinct model-specific bugs." + "reason": "Processor timestamp math for Qwen3VL vs GLM-5 RoPE implementation are different model-specific bugs." }, { "left": "issue:45468", "right": "issue:46894", "accept": false, - "reason": "Gemma-4 audio positional encoding and CohereASR training-loss double-shift are different model behaviors, not the same underlying bug." + "reason": "Gemma-4 audio positional encoding and CohereASR double-shift training loss are unrelated model bugs." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Saving pipeline objects and `_get_tied_weight_keys` attribute errors are unrelated serialization/util bugs." + "reason": "Saving pipeline objects and tied-weight-key handling are both serialization-adjacent, but not the same bug." }, { "left": "issue:43976", "right": "issue:47177", "accept": false, - "reason": "Python compatibility breakage and archive path traversal/RCE are unrelated." + "reason": "Python-version compatibility issue vs arbitrary file write/RCE vulnerability; no overlap." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Broken env CLI and import failure for Qwen3_5ForCausalLM are different surfaces and different fixes." + "reason": "Broken env command and missing Qwen3_5ForCausalLM import are distinct CLI/import failures." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp calculation and scheduler keyword handling are unrelated." + "reason": "Processor timestamp bug vs scheduler kwargs bug; unrelated." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star performance issue and VRAM leak in Qwen3ForCausalLM are not the same bug." + "reason": "Import-star cleanup/perf issue and multi-thread VRAM leak are different concerns." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion about forward inputs and Llama 3.2 model-loading regression are different problems." + "reason": "Documentation confusion about forward inputs/past_key_values vs a model-loading regression for Llama 3.2 Vision." }, { "left": "issue:45850", "right": "issue:47177", "accept": false, - "reason": "Broad version-breakage complaint and a command/file-write security issue are unrelated." + "reason": "Broad regressions from v5 vs shell command injection vulnerability; different problem classes." }, { "left": "issue:45850", "right": "issue:47176", "accept": false, - "reason": "General regression complaint and shell-operator allowlist bypass are not the same change or bug." + "reason": "General v5 breakage vs command-allowlist bypass; not the same change or bug." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Different model families and different math/encoding subsystems; not duplicates." + "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are separate model-specific issues." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM and GLM-5 RoPE implementation are unrelated." + "reason": "VRAM leak under dataloader threads vs RoPE implementation bug; unrelated." }, { "left": "issue:46218", "right": "issue:47177", "accept": false, - "reason": "Import failure for Qwen3_5ForCausalLM and archive traversal/RCE are unrelated." + "reason": "Missing model import vs security file-write vulnerability; no shared code path." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "Shared-expert gating in DeepSeek-V4 and a `comb.to(...).transpose(...)` bug are distinct DeepSeek issues." + "reason": "DeepSeek-V4 shared-expert gating vs a specific tensor transpose issue are different bugs in the same family." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Local-files-only network leakage and Qwen3VL timestamp calculation are unrelated." + "reason": "Local-files-only network request bug vs Qwen3VL timestamp calculation bug; unrelated." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 API settings and Qwen3ForCausalLM VRAM leak are different subsystems." + "reason": "TF32 API migration warning vs VRAM leak; different domains." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "Broad version regression complaint and module import failure are not the same underlying issue." + "reason": "General v5 breakage report vs missing Qwen3_5ForCausalLM import; too broad to be the same bug." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp math and missing save_pretrained files are different processor/save issues." + "reason": "Different processor/save_pretrained problems affecting different behaviors." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return values in a DSA indexer and Gemma-4 audio positional encoding are unrelated." + "reason": "GLM-MoE DSA indexing and Gemma-4 audio positional encoding are unrelated." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "MLA layernorm epsilon precision bug and Gemma-4 audio positional encoding are different numerical issues." + "reason": "MLA layer-norm epsilon precision issue vs Gemma-4 audio positional encoding; not the same underlying bug." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching not supporting audio models and DeepSeek-V4 weight-conversion question are not the same bug." + "reason": "Audio continuous batching support and DeepSeek-V4 weight-conversion question are different feature requests." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Qwen3VL timestamp calculations and VRAM leaks in Qwen3ForCausalLM are separate model-specific failures." + "reason": "Processor timestamp bug and VRAM leak in multi-threaded dataloading are unrelated." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "NemotronHForCausalLM Flash Attention 2 support and Qwen3_5ForCausalLM import failure are different issues." + "reason": "FA2 support for NemotronHForCausalLM vs missing Qwen3_5ForCausalLM import; different models and failures." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "HybridCache import failure and Qwen3_5ForCausalLM import failure are both import-related but concern different symbols and fixes." + "reason": "Both are import errors, but for different symbols/modules and likely different fixes." }, { "left": "issue:44861", "right": "issue:47110", "accept": false, - "reason": "Tied-weights helper crash and special_tokens list/dict handling are different attribute/type bugs." + "reason": "AttributeError on tied-weight keys vs special_tokens list/dict mismatch; same error shape, different code path." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Tokenizer behavior change across v4/v5 and wrong tokenizer decoder type are related to tokenizers, but the reported failures and fixes are not clearly the same." + "reason": "Both concern tokenizer v5 behavior, but one is broad regression chatter and the other is a specific decoder-type error; insufficient evidence of the same concrete bug." }, { "left": "issue:44861", "right": "issue:47059", "accept": false, - "reason": "Tied-weights helper crash and CLI breakage with huggingface_hub are unrelated." + "reason": "Serialization helper crash vs cli test failure from huggingface_hub API change; unrelated." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "GPT2 flash-attention support request and a generic Flash Attention 2.0 issue are too broad to treat as the same concrete change." + "reason": "Both mention Flash Attention 2.0, but one is a GPT2LMHeadModel-specific support request and the other is a generic headline; not enough to prove the same concrete change." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug and an unrelated placeholder issue title have no meaningful overlap." + "reason": "Learning-rate scheduler kwargs bug vs unrelated issue titled 'Unemployment'." }, { "left": "issue:44998", "right": "issue:47177", "accept": false, - "reason": "Placeholder/unemployment issue and archive traversal/RCE are unrelated." + "reason": "No meaningful relation between the titles or affected code." }, { "left": "issue:44998", "right": "issue:47176", "accept": false, - "reason": "Placeholder/unemployment issue and shell-operator bypass are unrelated." + "reason": "No meaningful relation between the titles or affected code." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo and placeholder/unemployment issue are unrelated." + "reason": "Typo in cache strategies vs unrelated issue titled 'Unemployment'." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "Placeholder/unemployment issue and broad version-breakage complaint are unrelated." + "reason": "No real overlap beyond both being issue titles in the repo." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight key crash and chat-template tool-call crash are different code paths." + "reason": "Tied-weight helper crash vs chat-template crash with tool calls; different code paths." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading and missing `layer_type_validation` import are unrelated import/loading problems." + "reason": "Both are loading/import-related, but one is slow from_pretrained loading and the other is a missing import symbol." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 support request for qwen3-vl/qwen3.5 moe and missing processor save files are different feature/bug reports." + "reason": "FP8 support request vs processor.save_pretrained missing files; 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; not a single fixable duplicate." + "reason": "Both are Flash Attention 2.0 requests, but for different models and support paths; not the same concrete bug/change." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate() decoder_attention_mask crash vs slow checkpoint loading; unrelated." } ] }, @@ -19526,9 +19550,8 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-517", + "cluster_id": "cluster-10000-518", "nodes": [ - "issue:29870", "issue:30333", "issue:31515", "issue:31795", @@ -19547,7 +19570,6 @@ "issue:46144" ], "soft_pairs": [ - "issue:29870|issue:31515", "issue:31515|issue:36296", "issue:30333|issue:31515", "issue:31515|issue:31795", @@ -19566,142 +19588,136 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "a73980f8c6fff4b30211f1b420f24abeedda712d84aeec25d235c7c9825a26f6", + "prepared_review_unit_hash": "9158a17e39f68786e633aa66afaae19a35dd1706e202f11e0ced8b5a88bd4b13", "component_budget": { - "node_count": 517, - "item_count": 517, - "soft_pair_count": 1905, - "serialized_chars": 987735, - "estimated_input_tokens": 246934, - "estimated_eval_tokens": 494124 + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 }, "budget": { - "node_count": 17, - "item_count": 17, - "soft_pair_count": 18, - "serialized_chars": 14949, - "estimated_input_tokens": 3738, - "estimated_eval_tokens": 7732 + "node_count": 16, + "item_count": 16, + "soft_pair_count": 17, + "serialized_chars": 14007, + "estimated_input_tokens": 3502, + "estimated_eval_tokens": 7260 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated bug reports, docs issues, config/type-hint nits, and model-specific feature requests. The soft pairs look like loose topical similarity rather than true duplicates, so none should be merged.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 43240 is the strongest standalone bug report in the set: it is concrete, code-path oriented, and has the most external discussion/inbound references. It is still not a true umbrella for the rest of the cluster.", + "summary": "This cluster is not a duplicate set; it mixes unrelated bugs, doc issues, model-specific feature gaps, and loading/runtime problems across different components. None of the soft-similarity pairs look like the same underlying fix.", + "confidence": 0.19, + "canonical_issue_reason": "No strong canonical duplicate emerges from the group. If one issue must represent the cluster, issue 45310 is the most concrete code-path bug, but it is not actually a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "43240 is the best representative issue by activity/impact signals, but the overall set is too unrelated for a single duplicate canonical.", + "best_issue_reason": "Issue 45310 is the best standalone issue here because it describes a specific reproducible failure in a concrete model loading path; however, it should not be treated as the cluster's duplicate anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:29870", - "right": "issue:31515", - "accept": false, - "reason": "One is a BART generation UnboundLocalError; the other is a slow from_pretrained load report. Different failures and code paths." - }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading slowness and tensor-parallel training bugs are unrelated symptoms, not the same underlying defect." + "reason": "Unrelated problems: slow checkpoint loading vs tensor-parallel training bug. Different symptoms, code paths, and fixes." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow reporting after failed jobs is unrelated to model loading performance." + "reason": "MLflow failure reporting is unrelated to slow from_pretrained checkpoint loading." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Performance complaint about loading checkpoints vs a documentation confusion issue; not the same bug." + "reason": "One is a performance/loading issue, the other is documentation clarity for forward arguments." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen3.5/MoE and fp8/from_pretrained, but one is an fp8 inference support request and the other is a version-specific load error; not clearly the same fix." + "reason": "Both mention Qwen3.5/MoE, but one is fp8 inference support and the other is a from_pretrained loading error; not the same concrete bug or change." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching audio support and fp8 Qwen VL/MoE inference support are different feature gaps." + "reason": "Continuous batching audio-model support is a serving/runtime feature gap, not the same issue as fp8 Qwen model support." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init-weights behavior and RoFormer attention-interface usage are separate model implementation issues." + "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are separate model implementations with different fixes." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating concern different models and different logic." + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared expert gating are unrelated model bugs." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A config type-hint typo is not the same as a tokenizer regex warning regression." + "reason": "Incorrect type hint for norm_eps is unrelated to tokenizer regex warning behavior." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value usage and loss-kwargs propagation are different code paths and fixes." + "reason": "Missing use of ignore_value and kwargs not passed to loss calculation are different training/loss bugs." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss-function kwargs forwarding and RoFormer attention plumbing are unrelated changes." + "reason": "Loss-function kwargs propagation is unrelated to RoFormer's attention-interface implementation." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Model loss/ignore_value behavior and tokenizer warning behavior do not share the same underlying bug." + "reason": "Different subsystems entirely: segmentation loss handling vs tokenizer warnings." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Different model families and different implementation defects; not mergeable as one issue." + "reason": "These affect different model code paths and do not share a single fix." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former loss handling and a typo in quantization text are unrelated." + "reason": "A missing ignore_value usage is unrelated to a typo in a quantization option string." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Incorrect type hint versus typo in an attribute path; these are separate nits." + "reason": "Incorrect config type hint and a quantization-typo fix are not the same underlying bug." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs forwarding and a config annotation typo are not the same defect." + "reason": "Loss-function kwargs plumbing and config type annotations are unrelated." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "A design question about RMS norm and a type-hint correctness issue are unrelated." + "reason": "RMS-norm question for Llama4TextL2Norm is unrelated to ModernBERT norm_eps typing." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value behavior and ModernBERT config typing are separate issues with no shared fix." + "reason": "Mask2Former loss handling and ModernBERT config typing are separate issues." } ] }, @@ -19734,7 +19750,7 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "03819896d0fefa47e0321e9b2942a9f4fa741d5de4c822095d5490bfedf30303", + "prepared_review_unit_hash": "9b36f9e34420c9bbb6ed89f5b7c8f2887cd24ea6da7d2ab4a33cf9cb9e4f65c3", "component_budget": { "node_count": 3, "item_count": 3, @@ -19756,30 +19772,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are about unrelated feature requests: token truncation behavior, ReduceLROnPlateau-like training behavior, and Wav2Vec2 word time offsets. They do not describe the same underlying bug or change, so none should be clustered as duplicates.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "These three issues are about unrelated feature requests: tokenizer truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word timing offsets. None look like duplicates of the others.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue for deduping, because the issues describe separate feature requests in different areas with no shared concrete problem statement.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "If one issue must be picked as the representative of this cluster, issue #10519 is the cleanest standalone feature request with the most specific, self-contained scope; however, it is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different areas and requests: tokenizer truncation direction vs Wav2Vec2 word boundary timestamps. No shared underlying bug/change." + "reason": "Different features: token truncation direction vs extracting word time offsets in Wav2Vec2. No same underlying bug or change." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Tokenizer truncation option request is unrelated to a ReduceLROnPlateau-like scheduling feature request." + "reason": "Unrelated topics: truncation behavior vs learning-rate scheduling functionality. They do not describe the same problem." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Training-scheduler functionality and Wav2Vec2 time-offset extraction are unrelated feature requests, not the same fix." + "reason": "Distinct requests in separate subsystems: scheduler feature vs Wav2Vec2 timing offsets. No plausible duplicate relationship." } ] }, @@ -19811,12 +19827,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "90715683bc6f6889882af4444cbcd4eb0263f75eb5cf7cfbbb79701201107945", + "prepared_review_unit_hash": "5ed50c17f1e3665cdd632d8cb8ab3bd85814264b1d8095982d7fb6af0eb8381b", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19824,7 +19840,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19833,24 +19849,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are not duplicates of each other. Two are about model-loading failures, but they point to different models and root causes; the private-model auth message issue is clearly separate. Issue 16618 is the broadest user-facing failure and the best cluster representative.", - "confidence": 0.86, - "canonical_issue_reason": "#16618 is the most general and central user-facing failure in the set: a failed model load for a common model name, with the broadest applicability and strongest discussion activity.", + "summary": "These are not duplicates: one reports Tapas tokenization mismatch, one reports a bad auth-related download error for private models, and one reports a generic model-load failure for bert-base-uncased.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#16618 best represents the cluster because it is the broadest loading-failure report, while the others are narrower and point to different causes.", + "best_issue_reason": "issue:16618 is the broadest user-facing failure report and the most plausible cluster anchor, but it still does not match the tokenization or private-download-auth issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different underlying problems: Tapas tokenization mismatch versus failure to load bert-base-uncased. The titles do not indicate the same code path or fix." + "reason": "Tapas tokenization mismatch and generic bert-base-uncased loading failure are different code paths and symptoms." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Different root cause and symptom: a bad auth/error message when downloading a private model versus an inability to load a public model. Not the same bug." + "reason": "Private-model login/download error messaging is a different bug from a generic model-load failure." } ] }, @@ -19880,40 +19896,40 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "73f15ea417e2167142b5d8aa8796047069ff9d45d36023b6735428e0fef96bee", + "prepared_review_unit_hash": "acd50f9ab6478ce9ee3024f342a941b9f3058dd4f0fd5a1c07129bb6ca7ba678", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, - "estimated_input_tokens": 398, - "estimated_eval_tokens": 1052 + "serialized_chars": 1588, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, - "estimated_input_tokens": 398, - "estimated_eval_tokens": 1052 + "serialized_chars": 1588, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate community feature requests: one for Flash Attention 2 support on more architectures, the other for GGUF support on more architectures. They are only superficially similar and should not be treated as duplicates.", - "confidence": 0.99, + "summary": "These are two unrelated open feature-request issues: one for Flash Attention 2 support across more architectures, and one for GGUF support across more architectures. The shared wording is generic, but the requested changes target different code paths and are not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No single issue is a canonical duplicate target here; the requests describe different features and should remain separate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different underlying requests and code paths: Flash Attention 2 support vs GGUF support. They share a broad theme of expanding architecture support, but not the same bug/change." + "reason": "Both are community-contribution feature requests, but they address different functionality (Flash Attention 2 vs GGUF support). Shared subsystem wording is too broad to indicate the same underlying change." } ] }, @@ -19978,217 +19994,217 @@ "issue:46222|issue:46931", "issue:46226|issue:46931" ], - "prepared_review_unit_hash": "4dc9f03ea018c810bb421baed53321d50ca8c39f3c27450d95cf848808c7f531", + "prepared_review_unit_hash": "a1531ce5bac9c544a47cbd8ec1e87e5d44f30f2217312c7b1ded11b2add2cf8a", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15982, - "estimated_input_tokens": 3996, - "estimated_eval_tokens": 8248 + "serialized_chars": 15975, + "estimated_input_tokens": 3994, + "estimated_eval_tokens": 8244 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15982, - "estimated_input_tokens": 3996, - "estimated_eval_tokens": 8248 + "serialized_chars": 15975, + "estimated_input_tokens": 3994, + "estimated_eval_tokens": 8244 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster splits into two clear groups: distinct language-specific translation requests, and a duplicate-like placeholder-template subgroup with identical titles and near-identical body sizes. The placeholder subgroup looks mergeable as duplicates, but I would not treat the language-specific requests as duplicates of those template reports. The two Thai-title issues form a separate exact-duplicate pair; the different Thai-titled issue remains separate.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43834 is the best representative of the repeated placeholder-title subgroup: it is the earliest item in the largest same-title cluster and most cleanly captures the malformed template pattern.", + "summary": "This is a mixed cluster: the Turkish, Spanish, and Romanian translation requests are separate issues, while the placeholder-title and Thai-titled entries look like near-identical duplicates of the same autogenerated translation-template issue.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43834 is the best anchor for the near-identical placeholder/template subgroup: it is one of the earliest, most central issues with the same generic title/body pattern as 44365 and 44370.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 is the strongest overall issue representative because it anchors the largest evident duplicate-like cluster, while the language-specific translation requests are still distinct from each other.", + "best_issue_reason": "43834 is the strongest representative of the duplicate template-spam subgroup, but it should not be used to represent the language-specific translation requests.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Turkish translation request vs placeholder-title report; the titles indicate different concrete issues." + "reason": "Different language request (Turkish vs generic placeholder); same broad docs-translation theme, but not the same underlying issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Turkish translation request vs placeholder-title report; similar boilerplate is not enough to merge them." + "reason": "Different language request; only the docs-translation template overlaps." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish language-specific request and placeholder-template report are not the same underlying issue." + "reason": "Turkish request is distinct from the generic placeholder template issue." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different requested languages (Turkish vs Romanian), so these are separate translation issues." + "reason": "Different target languages; not the same issue." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different requested languages (Turkish vs Spanish), so these are distinct issues." + "reason": "Turkish and Spanish translation requests are separate issues." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish translation request vs placeholder-template report; no evidence they target the same concrete task." + "reason": "Spanish request is distinct from the generic placeholder template issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Spanish translation request vs placeholder-template report; only the template structure overlaps." + "reason": "Spanish request is distinct from the generic placeholder template issue." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish and Romanian translation requests are separate issues." + "reason": "Different target languages; not the same issue." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish translation request vs placeholder-template report; not the same underlying issue." + "reason": "Spanish request is distinct from the generic placeholder template issue." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian translation request vs placeholder-template report; similar formatting does not make them duplicates." + "reason": "Romanian request is distinct from the generic placeholder template issue." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian translation request vs placeholder-template report; not enough evidence of the same issue." + "reason": "Romanian request is distinct from the generic placeholder template issue." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian translation request and placeholder-template report are different concrete issues." + "reason": "Romanian request is distinct from the generic placeholder template issue." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Romanian doc-translation request and the Thai-titled report are unrelated concrete issues." + "reason": "Romanian translation request is unrelated to the Thai-titled duplicate subgroup." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Romanian doc-translation request and the Thai-titled report are unrelated concrete issues." + "reason": "Romanian translation request is unrelated to the Thai-titled duplicate subgroup." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "Identical placeholder-style title and nearly identical body size; this looks like a repeated malformed-template submission." + "reason": "Same generic placeholder title/body pattern; near-identical duplicate template issue." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Identical placeholder-style title and nearly identical body size; strong duplicate signal." + "reason": "Same generic placeholder title/body pattern; near-identical duplicate template issue." }, { "left": "issue:43834", "right": "issue:46222", - "accept": false, - "reason": "Different title and different apparent subject; soft similarity alone is not enough to merge them." + "accept": true, + "reason": "Near-identical autogenerated content and same underlying duplicate template issue." }, { "left": "issue:43834", "right": "issue:46226", - "accept": false, - "reason": "Different title and different apparent subject; these do not clearly describe the same issue." + "accept": true, + "reason": "Near-identical autogenerated content and same underlying duplicate template issue." }, { "left": "issue:43834", "right": "issue:46931", - "accept": false, - "reason": "Different Thai title/topic; there is no concrete evidence these are the same report." + "accept": true, + "reason": "Very high textual similarity; likely the same autogenerated duplicate template issue." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "Same placeholder title and almost identical body size; they look like duplicate malformed-template reports." + "reason": "Same generic placeholder title/body pattern; near-identical duplicate template issue." }, { "left": "issue:44365", "right": "issue:46222", - "accept": false, - "reason": "Placeholder-template report vs Thai-titled report; the titles do not indicate the same underlying issue." + "accept": true, + "reason": "Very high textual similarity; likely the same autogenerated duplicate template issue." }, { "left": "issue:44365", "right": "issue:46226", - "accept": false, - "reason": "Placeholder-template report vs Thai-titled report; not enough evidence of duplication." + "accept": true, + "reason": "Very high textual similarity; likely the same autogenerated duplicate template issue." }, { "left": "issue:44365", "right": "issue:46931", - "accept": false, - "reason": "Different Thai title/topic; similarity is only superficial." + "accept": true, + "reason": "Very high textual similarity; likely the same autogenerated duplicate template issue." }, { "left": "issue:44370", "right": "issue:46222", - "accept": false, - "reason": "Placeholder-template report vs Thai-titled report; no clear common concrete issue." + "accept": true, + "reason": "Very high textual similarity; likely the same autogenerated duplicate template issue." }, { "left": "issue:44370", "right": "issue:46226", - "accept": false, - "reason": "Placeholder-template report vs Thai-titled report; not enough evidence to merge." + "accept": true, + "reason": "Very high textual similarity; likely the same autogenerated duplicate template issue." }, { "left": "issue:44370", "right": "issue:46931", - "accept": false, - "reason": "Different Thai title/topic; the similarity score alone is not sufficient." + "accept": true, + "reason": "Very high textual similarity; likely the same autogenerated duplicate template issue." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Same exact Thai title and identical body length; this is a strong duplicate pair." + "reason": "Identical title and near-identical body; clear duplicate." }, { "left": "issue:46222", "right": "issue:46931", - "accept": false, - "reason": "Different Thai title and no explicit linkage; high similarity alone does not prove duplication." + "accept": true, + "reason": "Very high textual similarity; likely the same autogenerated duplicate template issue." }, { "left": "issue:46226", "right": "issue:46931", - "accept": false, - "reason": "Different Thai title and no explicit linkage; not clearly the same concrete report." + "accept": true, + "reason": "Very high textual similarity; likely the same autogenerated duplicate template issue." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The high-level separation between the language-specific translation requests and the placeholder-template reports is plausible, but the summary overstates the evidence for the placeholder group by calling them exact duplicates. The packet only gives titles, body lengths, and soft-similarity scores; it does not show the bodies themselves. Also, the pairwise verdicts are internally inconsistent: 43834\u219444365 and 44365\u219444370 are accepted, but 43834\u219444370 is rejected despite even stronger similarity. That makes the duplicate-subgroup claim too strong for the available evidence." + "accept": true, + "feedback": "The cluster summary is grounded in the packet: it conservatively separates the language-specific translation requests from the high-similarity template subgroup, and the accepted soft pairs are supported by the strong Jaccard similarity signals. The verdicts avoid overclaiming except for mild 'likely' language, which is appropriately cautious." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -20278,12 +20294,12 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "f52eab939b7c2da6741174d092e5192e5147e3615e0f0f313b7bcaa814cd41d4", + "prepared_review_unit_hash": "90f3e6284c17c101ab1021dcc54518c52cad6fed6f13a9379d8a409170530a79", "component_budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28620, + "serialized_chars": 28618, "estimated_input_tokens": 7155, "estimated_eval_tokens": 14566 }, @@ -20291,7 +20307,7 @@ "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28620, + "serialized_chars": 28618, "estimated_input_tokens": 7155, "estimated_eval_tokens": 14566 }, @@ -20300,312 +20316,300 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated model-addition requests across vision, audio, and NLP. There are naming/theme overlaps, but no pair looks like the same concrete bug or change, so none should be merged as duplicates.", - "confidence": 0.87, - "canonical_issue_reason": "No single issue is a true duplicate target; if one issue must anchor the cluster, issue 36879 is the broadest open model-add request and sits near the center of the similarity graph, but it is still only a representative.", + "summary": "The soft links are mostly superficial \u201cadd model\u201d or same-subsystem similarities; the issues cover different models, architectures, and tasks, so none are true duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "No exact duplicate cluster emerges; if one issue must represent the group, issue 46133 is the most representative single request because it is well-scoped and heavily discussed.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 36879 is the most generic and central open request in this set, but the cluster spans multiple unrelated model families, so it is not a definitive canonical.", + "best_issue_reason": "Issue 46133 is the strongest standalone representative: detailed, specific, and among the most discussed model-request items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:47004", "accept": false, - "reason": "RoMa vs LoMa are different requested keypoint components; related naming, not the same change." + "reason": "Related keypoint-matching domain, but RoMa and LoMa are different methods and not the same request." }, { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "Different model families and tasks: keypoint matching vs MiniCPM3 architecture support." + "reason": "Different model families and tasks: keypoint matcher vs MiniCPM3 architecture support." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Both are model requests, but for different models with no shared concrete implementation target." + "reason": "Different model requests: EuroBert config vs DEIMv2." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config support and Qwen3-TTS support are unrelated changes." + "reason": "Different models and tasks: EuroBert vs Qwen3-TTS." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "Different model requests: EuroBert config vs RF-DETR model addition." + "reason": "Different model requests: EuroBert config vs RF-DETR." }, { "left": "issue:36817", "right": "issue:42954", "accept": false, - "reason": "EuroBert config and MiMo are distinct model additions." + "reason": "Different model families: EuroBert vs XiaoMi MiMo." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are different vision model additions." + "reason": "Different detection model requests: RF-DETR vs DEIMv2." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR and LFM2.5 Audio are different modalities and code paths." + "reason": "Different tasks: object detection vs audio model support." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR model support and weight-sparse transformer support are different changes." + "reason": "Different model types: RF-DETR vs sparse transformer request." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are unrelated model support requests." + "reason": "Different tasks: object detection vs ASR support." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR vision model support is not the same change as Qwen3-TTS support." + "reason": "Different tasks: object detection vs TTS support." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are different model families and tasks." + "reason": "Different model requests: NeoBERT vs Qwen3-ASR." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT addition and sparse-transformer support are separate implementation efforts." + "reason": "Different model requests: NeoBERT vs weight-sparse transformer." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio target different architectures and modalities." + "reason": "Different model requests: NeoBERT vs audio model support." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are unrelated model additions." + "reason": "Different model requests: RF-DETR vs NeoBERT." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different model requests, not duplicates." + "reason": "Both are model-addition requests, but for different models and code paths." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR support are unrelated." + "reason": "Different model requests: MiniCPM3 architecture vs Qwen3-ASR." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and weight-sparse transformer support do not describe the same concrete fix." + "reason": "Different model requests: MiniCPM3 architecture vs sparse transformer support." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 architecture and ModernVBERT are distinct model additions." + "reason": "Different model additions: MiniCPM3 architecture vs ModernVBERT." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS support are different model integration tasks." + "reason": "Different model requests: MiniCPM3 architecture vs Voxtral TTS support." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model support requests." + "reason": "Different tasks: DEIMv2 vs Qwen3-TTS." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different model families and tasks." + "reason": "Different tasks and models: ModernVBERT vs Qwen3-ASR." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are not the same change." + "reason": "Different tasks and models: ModernVBERT vs Qwen3-TTS." }, { "left": "issue:42503", "right": "issue:42954", "accept": false, - "reason": "ModernVBERT and MiMo are separate model additions." + "reason": "Different model families: ModernVBERT vs XiaoMi MiMo." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE support and Voxtral TTS support are unrelated requests." + "reason": "Different domains: BERT-like RoPE support vs Voxtral TTS." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT and BERT-like RoPE models are related only broadly, not as the same concrete change." + "reason": "Related language-model theme, but one is adding a model and the other is adding RoPE support." }, { "left": "issue:42738", "right": "issue:42954", "accept": false, - "reason": "BERT-like RoPE support and MiMo are different model requests." + "reason": "Different model requests: BERT-like RoPE support vs MiMo." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "BERT-like RoPE support and Mirko Privitera are unrelated." + "reason": "Unrelated: RoPE support request vs a non-technical/person issue." }, { "left": "issue:42954", "right": "issue:44205", "accept": false, - "reason": "MiMo and SAM3-LiteText are different model additions." + "reason": "Different model requests: MiMo vs SAM3-LiteText." }, { "left": "issue:42954", "right": "issue:43671", "accept": false, - "reason": "MiMo and Qwen3-TTS are unrelated model support requests." + "reason": "Different tasks: MiMo vs Qwen3-TTS." }, { "left": "issue:42954", "right": "issue:45177", "accept": false, - "reason": "MiMo and DeepSeek-OCR2 are different model requests." + "reason": "Different model requests: MiMo vs DeepSeek-OCR2." }, { "left": "issue:42954", "right": "issue:46653", "accept": false, - "reason": "MiMo and Mirko Privitera are unrelated; one is a model request, the other is not." + "reason": "Unrelated: model request vs a non-technical/person issue." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are same vendor family but different concrete capabilities and code paths." + "reason": "Same broad speech area, but ASR and TTS are different concrete requests." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and sparse-transformer support are not the same fix." + "reason": "Different model requests: TTS support vs sparse transformer." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are both audio-related, but they target different models and implementations." + "reason": "Both are speech-related, but they target different models and changes." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + "reason": "Different tasks: TTS support vs OCR model." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are different audio model integrations." + "reason": "Both are audio-related, but ASR support and LFM2.5 Audio are different model requests." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are unrelated model additions." + "reason": "Different domains: ASR support vs EUPE vision-language encoder." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR support and sparse transformer support are different concrete changes." - }, - { - "left": "issue:43837", - "right": "issue:45027", - "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different audio models and tasks." - }, - { - "left": "issue:43837", - "right": "issue:45177", - "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated." + "reason": "Different model requests: ASR support vs sparse transformer." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are different model requests." + "reason": "Different model requests: audio model vs SAM3-LiteText." }, { "left": "issue:43909", "right": "issue:46645", "accept": false, - "reason": "LFM2.5 Audio support and Granite SWA+sink option are not the same code-path change." + "reason": "Different changes: adding an audio model vs tweaking Granite attention/sink behavior." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Sparse transformer support and EUPE model addition are unrelated requests." + "reason": "Different model requests: sparse transformer vs EUPE." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are both speech-related, but they are distinct model integrations." + "reason": "Both are speech-model requests, but for different concrete models and implementations." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + "reason": "Different tasks and models: NeoBERT vs Voxtral TTS." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 target different modalities and implementations." + "reason": "Different tasks: ASR support vs OCR model." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are both vision-language related, but they are different model additions." + "reason": "Both are model-addition requests in vision-language, but for different models and changes." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT and Mirko Privitera are unrelated." + "reason": "Unrelated: model request vs non-technical/person issue." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support and Mirko Privitera are unrelated; no shared code change." + "reason": "Unrelated: model request vs non-technical/person issue." } ] }, @@ -20635,12 +20639,12 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "631a614f3578018bd0c27d8cda67f808a10e43abdd724f6abe2d5ffbacc34e81", + "prepared_review_unit_hash": "7a45a3c03737267fcb55670829bbcc66052a5f251267ff702b4658678e9c5785", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1505, + "serialized_chars": 1506, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -20648,7 +20652,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1505, + "serialized_chars": 1506, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -20657,18 +20661,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues do not appear to describe the same underlying problem: one is a docs request about adding Pruna as an optimization framework, while the other is an open technical refactor for Vision RoPE. They should not be clustered as duplicates.", + "summary": "These two issues are unrelated: one is a documentation request for adding Pruna to an optimization-framework list, while the other is a technical Vision RoPE refactor. They should not be clustered as duplicates.", "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue for the pair: the topics, scopes, and expected fixes are unrelated (documentation/integration request vs. model architecture refactor).", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #46443 is the better representative of the cluster only because it is a substantive code-related issue; #38740 is a documentation request and is not a duplicate partner for the refactor.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different subjects and remediation paths: a docs request to add Pruna versus a Vision RoPE refactor. No shared code path or concrete fix target is evident." + "reason": "Different topics and different artifact intent: docs/benchmark listing versus a vision-model positional encoding refactor. No evidence they describe the same underlying bug or change." } ] }, @@ -20698,12 +20702,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "ee37ce541e43b85acad762757e3a4ae2eaf5b5275e723f30f19722852bf64805", + "prepared_review_unit_hash": "7ae7d426f8aff52691d66862cadc6117988c1bd518276f3a859499fe9dfdc47c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -20711,7 +20715,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -20720,18 +20724,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are related only loosely by NLP/LLM inference context, but they describe different work: one is about block decoding mechanics, the other is a model-specific DeepSeek v3.2 support request. I would not triage them as duplicates.", - "confidence": 0.89, - "canonical_issue_reason": null, + "summary": "These two issues are not duplicates: one is about block decoding, the other is about DeepSeek v3.2 support. No shared code path or concrete change is evident.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the titles and available metadata point to different requests with no shared targets, filenames, or evidence of the same underlying bug/change.", "canonical_pr_reason": null, - "best_issue_reason": "#43037 is the better standalone issue because it is a concrete feature request with a clear target (DeepSeek v3.2 support), while #41084 is more ambiguous and implementation-oriented.", + "best_issue_reason": "43037 is the clearer representative issue only because it is more specific and actionable; 41084 is terse and ambiguous. That said, neither issue is a duplicate of the other.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Reject: the titles point to different underlying changes. \"Set Block Decoding\" sounds like an internal decoding-mode/algorithm setting, while \"DeepSeek v3.2 support\" is model compatibility work. There is no clear shared bug or code path, so they should not be merged as duplicates." + "reason": "Reject: 'Set Block Decoding' and 'DeepSeek v3.2 support' describe different topics and likely different work items, with no evidence they refer to the same underlying bug or change." } ] }, @@ -20761,7 +20765,7 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "a5d29226d408e70c3d8fe504a842d4b0549dfc75a07047f44db7a63a958704d8", + "prepared_review_unit_hash": "a94b98c87c1fd1f18ffbcc9702de6580bec75136925c2813f4a3a9d75bcc2833", "component_budget": { "node_count": 2, "item_count": 2, @@ -20783,18 +20787,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are about different feature requests in different parts of the model stack: one for a TiledFusedLogitsLoss / Liger FLCE flag in `from_pretrained()`, the other for integrating TiledMLP to reduce memory footprint. They do not look like the same underlying bug or change.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "These are unrelated feature requests: one asks for a `from_pretrained()` flag for TiledFusedLogitsLoss/LigerFusedLinearCrossEntropy, while the other proposes integrating TiledMLP to reduce memory footprint. They share a broad performance-oriented theme but not the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 41306 is the more specific, implementation-ready request centered on a concrete API change (`from_pretrained()` flag) for a named loss function, making it a better anchor for triage than the broader TiledMLP memory-footprint proposal.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 41306 is the best representative because it describes a narrowly scoped, actionable change with a clear target component and expected behavior.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different requested capabilities and code paths; only broad memory/performance theme overlaps, which is not enough to treat them as duplicates." + "reason": "Different features in different areas: one concerns a pretrained loading flag for fused logits/loss handling, the other concerns integrating TiledMLP for memory reduction. Similar high-level motivation is not enough to treat them as the same issue." } ] }, @@ -20824,7 +20828,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "14257f0c1f57a5d4c0a50095a85263bbed254dba8e62c4b10bbf88441bd2b6e7", + "prepared_review_unit_hash": "7a224ea4bb1b90a8caf4b45e9908faeb3269590962a7a11e99baa0101523128e", "component_budget": { "node_count": 2, "item_count": 2, @@ -20846,18 +20850,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are related to custom trainers, but they describe different problems in different Trainer code paths: unused-column handling vs FLOPS estimation.", - "confidence": 0.87, - "canonical_issue_reason": "Issue #43598 is the more concrete and representative report, focused on a specific Trainer behavior (`remove_unused_column`) and its impact on customizability.", + "summary": "These are related to Trainer customizability, but they describe different problems: one is about `remove_unused_column`, the other about FLOPS estimation for custom trainers.", + "confidence": 0.94, + "canonical_issue_reason": "issue #43598 is the broader Trainer customizability problem and is the better representative for this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "#43598 is the better cluster representative because it names the specific mechanism being questioned and reads as the more actionable root concern.", + "best_issue_reason": "issue #43598 is the clearest standalone issue to keep as the representative item; it focuses on a specific Trainer customization behavior rather than a narrower metric-estimation concern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "They are both about custom trainers, but the underlying bugs differ: one concerns `remove_unused_column` behavior, the other concerns how FLOPS are estimated for custom trainer classes. Different fixes/code paths." + "reason": "They share a general theme around custom trainers, but the underlying bugs differ: one concerns `remove_unused_column` behavior, the other concerns FLOPS estimation. They would not plausibly be merged as the same issue." } ] }, @@ -20887,12 +20891,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "50204f3d80fef2dc2638e429a08b9730b6a0c372e73f7bd06d87d3f461d92049", + "prepared_review_unit_hash": "87d64e21cd6e66f77b7740e5bb371e91e007b4481db0c36c3b3c6b32782cc623", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -20900,7 +20904,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -20909,18 +20913,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a broad transformer-automation level, but they request different model families and different AutoModel heads, so they should not be clustered as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "Issue #43684 is the broader, more foundational registration request: adding Qwen3-Omni to AutoModel and AutoModelForConditionalGeneration.", + "summary": "Both items are closed feature requests about adding missing model support, but they target different Qwen variants and different registration surfaces, so they should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43684 is broader and more central: it requests registering Qwen3-Omni with AutoModel and AutoModelForConditionalGeneration, which is the main model-loading path covered by the request.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43684 is the better representative because it covers a core model registration gap rather than a narrower head-specific feature request.", + "best_issue_reason": "43684 is the best representative because it describes the general registration gap more cleanly and at a higher level than the more specialized Qwen3.5 sequence-classification request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying requests: Qwen3-Omni model registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 AutoModelForSequenceClassification support. Same ecosystem, but not the same bug or change." + "reason": "They are related only at a high level: both ask for missing auto-class support, but one is for Qwen3-Omni registration in generation/model classes and the other is for Qwen3.5 sequence-classification support. Different model family, different task, and not the same concrete change." } ] }, @@ -20957,12 +20961,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "e31cbccf2e53bff336b25064158fe7cde62f2f4f0d09dba2b119668581ae51f7", + "prepared_review_unit_hash": "14a6dc9f0d78ec8f5798a27459c5579508fbf0f296d9179fc321e7e771b1b72e", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4265, + "serialized_chars": 4267, "estimated_input_tokens": 1067, "estimated_eval_tokens": 2390 }, @@ -20970,7 +20974,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4265, + "serialized_chars": 4267, "estimated_input_tokens": 1067, "estimated_eval_tokens": 2390 }, @@ -20979,54 +20983,54 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three issues share the same generic title \"huggingface \" and are likely duplicates of one another; \"Fett\" appears unrelated. I\u2019d keep issue 43845 as the canonical issue among the huggingface trio because it is the earliest and most representative entry.", - "confidence": 0.72, - "canonical_issue_reason": "Issue 43845 is the earliest of the repeated \"huggingface \" reports and is a clean representative for the duplicate cluster.", + "summary": "Three issues share the same exact title \"huggingface \" and were created close together, so they likely describe the same report; \"Fett\" looks unrelated and should stay separate.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 43845 is the earliest of the near-identical \"huggingface \" reports, so it is the best cluster representative.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the best issue to anchor the cluster: earliest timestamp among the near-identical huggingface reports, with the other two likely dupes.", + "best_issue_reason": "43845 is the clearest duplicate anchor in the cluster because it is the first of the matching-title issues and has the same sparse signal as 43846 and 43859.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no supporting detail tying \"Fett\" to the huggingface reports." + "reason": "Different titles and no shared evidence beyond generic soft similarity; not enough to treat as the same issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no evidence of the same underlying bug or request." + "reason": "Different titles and no concrete overlap in body, files, or targets." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles; nothing indicates the same issue as the huggingface reports." + "reason": "Different titles and no concrete overlap in body, files, or targets." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "Same title and highly similar sparse content; these look like duplicate reports of the same issue." + "reason": "Same exact title \"huggingface \" and very close creation time; they appear to be duplicate reports of the same issue." }, { "left": "issue:43845", "right": "issue:43859", "accept": true, - "reason": "Same title and clearly overlapping generic report; likely the same underlying issue." + "reason": "Same exact title \"huggingface \" and the same sparse content signal; likely duplicate reports." }, { "left": "issue:43846", "right": "issue:43859", "accept": true, - "reason": "Same title and near-identical high-level report; plausible duplicates of the same issue." + "reason": "Same exact title \"huggingface \" with no distinguishing evidence, so they likely refer to the same underlying issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative: 43845 is the earliest of the repeated \"huggingface \" issues, 43835 has a different title and no supporting link, and the duplicate verdicts among 43845/43846/43859 are supported by the exact title match plus the soft-similarity evidence. No overstatement beyond the packet." + "feedback": "The analysis is grounded in the packet: the three \"huggingface \" issues share the same title, while 43835 is distinct. The soft-edge decisions stay conservative enough, and the canonical/anchor choice is reasonable given the earliest matching-title report." }, "evaluator_used": true, "retried": false, @@ -21068,7 +21072,7 @@ "issue:44573|issue:47036", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "cac0291dbcb9a03e6ee019ea7f265a9c8c52d60c1d8c9afaccba26dd39215a2b", + "prepared_review_unit_hash": "42c6b5400baf3f2f2ed158c631a022bcff05c195287c4a4b36b1894f2e50e849", "component_budget": { "node_count": 6, "item_count": 6, @@ -21090,84 +21094,84 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates of one another; the cluster looks like unrelated spam/generic placeholder issues rather than a single concrete bug or request.", - "confidence": 0.95, - "canonical_issue_reason": "No clear canonical issue: the items are unrelated low-signal/spam posts with no shared concrete problem to unify around.", + "summary": "These are mostly spammy or placeholder issues with no substantive bodies, targets, or filenames. There is no convincing duplicate cluster; the only plausibly legitimate item is #47036, but it still lacks enough detail to merge with anything else.", + "confidence": 0.92, + "canonical_issue_reason": "#47036 ('Community benchmark tip') is the only issue that looks like a real product/community report rather than spam or a placeholder title.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global representative because none describes a real, specific underlying bug or enhancement.", + "best_issue_reason": "#47036 is the strongest standalone issue because it has at least some discussion activity and a plausible non-spam title.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are generic spam placeholders, but there is no evidence they describe the same underlying issue." + "reason": "Both are just '' with no body detail; similarity is purely superficial." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Same generic spam title is not enough to conclude a shared bug or request." + "reason": "Both are just '' with no actionable description or shared concrete bug." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam and the other is a documentation suggestion; they are unrelated." + "reason": "One is spam, the other is a generic documentation suggestion; no evidence they describe the same issue." }, { "left": "issue:44371", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder versus community benchmark tip; no common concrete issue." + "reason": "Spam placeholder versus a community benchmark tip; titles are unrelated in substance." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus a specific outreach-style title; not the same underlying problem." + "reason": "Spam placeholder versus a specific quoted title; no shared underlying problem is visible." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation suggestion and spam placeholder are different kinds of posts with no shared bug." + "reason": "Generic documentation enhancement and spam placeholder are not the same underlying report." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Documentation suggestion and spam placeholder are unrelated." + "reason": "Generic docs suggestion versus spam placeholder; no concrete overlap beyond being low-detail issues." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Identical spam titles alone do not establish the same underlying issue." + "reason": "Both are spam placeholders, but there is no actual bug/change description to confirm a duplicate underlying issue." }, { "left": "issue:44572", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder and benchmark tip are unrelated." + "reason": "Spam placeholder and benchmark tip do not point to the same concrete issue." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus outreach-style title; no shared concrete issue." + "reason": "Spam placeholder versus a specific titled issue; no shared factual content to unify them." }, { "left": "issue:44573", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder and benchmark tip are unrelated." + "reason": "Spam placeholder and benchmark tip are not evidently the same report." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus outreach-style title; not a duplicate." + "reason": "Spam placeholder versus quoted-title issue; similarity is too weak to accept." } ] }, @@ -21197,7 +21201,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "067ad7d90c043812202e83ad80b475e398a0e1d95855d0159a3b1cea6bb78dfe", + "prepared_review_unit_hash": "978cef8bedb0ac4b1580c77c2b2cae0ba35d8070ec1f89acd30dc9b37c723a28", "component_budget": { "node_count": 2, "item_count": 2, @@ -21219,28 +21223,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The pair looks like a likely duplicate issue proposal: the titles are identical, the bodies are similarly sized, and there is a soft textual-similarity signal with no distinguishing metadata. #45145 is the better canonical issue because it was created earlier and already has the only inbound reference.", - "confidence": 0.86, - "canonical_issue_reason": "#45145 is earlier and has the only inbound reference, so it is the best canonical issue to keep for this likely duplicate pair.", + "summary": "The two issues are highly similar, but the evidence in the packet is not strong enough to treat them as confirmed duplicates. Issue 45145 remains the best canonical issue because it is earlier and already has an inbound reference, while 45151 is best treated as a likely related/high-similarity report rather than the same report.", + "confidence": 0.78, + "canonical_issue_reason": "Pick issue 45145 because it is the earlier report and has the only inbound reference; the pair looks highly similar, but the available evidence stops short of proving the bodies are the same.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the strongest representative issue: it appears to describe the same proposal as #45151 and has the slight advantage of earlier creation plus an inbound reference.", + "best_issue_reason": "Issue 45145 is the strongest issue to keep as canonical since it is the earliest submission and has slightly better linkage metadata.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": true, - "reason": "Likely the same underlying proposal: identical titles, similar body length, and a soft similarity signal. The evidence is suggestive rather than conclusive, but it is enough to treat them as duplicates." + "accept": false, + "reason": "The titles match and the bodies are similar in length, but the packet only provides soft-similarity evidence and no content-level comparison. That is enough to mark them as likely related, not enough to confirm the same underlying report." } ] }, "evaluator_result": { "accept": false, - "feedback": "The canonical choice is reasonably grounded (earlier creation and the only inbound reference), but the duplicate verdict is a bit too strong for the packet. The evidence shown is identical titles, similar body lengths, and a soft-similarity signal; it does not directly establish that the bodies are the same or that there is no meaningful difference. The confidence of 0.99 is also too high for soft evidence only. A more conservative phrasing would be that they likely duplicate the same proposal." + "feedback": "The grounding is mostly fine for choosing 45145 as the earlier canonical issue, but the duplicate claim is overstated. The packet only shows identical titles, similar body lengths, and a soft-similarity signal; it does not establish that the bodies are effectively the same or that these are near-exact duplicates. Given deterministic_accept is false and there is no body-content comparison, the soft-edge verdict should be phrased more conservatively as likely related/high-similarity rather than accepted as the same report." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -21317,7 +21321,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "f29669185cace2791c0c7b6837b31c2c0abff251a92bb319610e907adf350fa0", + "prepared_review_unit_hash": "ee8bb7b005f91e42334abeb9359a2a8e4977ffb7c359b278bdac5c6a5e8a3cf2", "component_budget": { "node_count": 2, "item_count": 2, @@ -21339,18 +21343,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are unrelated empty posts with different personal names and dates; there is no evidence they describe the same bug, request, or change.", - "confidence": 0.99, - "canonical_issue_reason": "Issue #45762 is not meaningfully better than #45763; both are blank, non-technical reports, so there is no true canonical issue in this cluster.", + "summary": "These two closed issues do not look like duplicates or the same underlying bug/change; they are empty, non-technical reports with unrelated person-name titles and no shared targets or file/context evidence.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good representative because neither contains actionable problem details or duplicate content.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different names and birth dates, with no shared problem statement or code/change context; the similarity is only superficial." + "reason": "Reject: the titles are different personal-name/date strings, both bodies are empty, and there is no issue text, target, or file evidence indicating the same problem." } ] }, @@ -21380,7 +21384,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "a86ced27b18d47c2be66e2b72303541c71e79a30ec9dae59c75a9953c6eac662", + "prepared_review_unit_hash": "24a2775658124d1e4c1fc43b8a847c345fd5acc1d0ed90ae98b1eef46b342df4", "component_budget": { "node_count": 2, "item_count": 2, @@ -21402,18 +21406,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates; they look like unrelated placeholder/person-name entries with different names and dates, and there is no shared technical context.", + "summary": "The two closed issues are unrelated low-information posts with different personal names and dates; there is no evidence they describe the same bug or request.", "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the items do not describe the same bug or request, so there is no duplicate target to consolidate around.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good canonical representative; if one must be chosen, 45764 is only marginally cleaner formatted, but it is not meaningfully more canonical.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Different names and different dates with no shared problem statement or technical context; this is not the same underlying issue." + "reason": "Different names and dates, no shared technical content, filenames, targets, or discussion indicating the same underlying issue." } ] }, @@ -21443,12 +21447,12 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "e0b9647706b23ee76e0ba3a125723894cdbc8e037126f94f2b882ed0460e3ed8", + "prepared_review_unit_hash": "80134418e8ab62e42899f5817d78f7108debb7639bb178131940f856e87447cd", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1541, + "serialized_chars": 1542, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -21456,7 +21460,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1541, + "serialized_chars": 1542, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -21465,18 +21469,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These 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 should not be clustered as duplicates.", - "confidence": 0.98, + "summary": "These two issues are unrelated: one requests a new Qwen3_5 token-classification model class for value modeling, while the other requests FP8 training support. They do not describe the same bug or change.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45810 is the more specific request and reads like a concrete model-class addition, so it is the better representative of this cluster even though it is not a duplicate of 46295.", + "best_issue_reason": "issue:45810 is the more concrete, self-contained feature request, but it is not a duplicate of issue:46295.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different underlying requests: model/task support for Qwen3_5 token classification vs training-time FP8 support. No shared code-path or same bug/change." + "reason": "Different feature areas and code paths: model class addition vs. FP8 training support. No evidence they are the same underlying request." } ] }, @@ -21516,91 +21520,91 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "9ad8a8fe6beddd30c0dc8898ce7a116041874e61aebd10de13bf2c797d37af9d", + "prepared_review_unit_hash": "1edc98a6eb64e481cae45849d7161611fd7d00bcb54f5cd108da3cd9b3e1e5d1", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5723, - "estimated_input_tokens": 1431, - "estimated_eval_tokens": 3118 + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5723, - "estimated_input_tokens": 1431, - "estimated_eval_tokens": 3118 + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster splits into one unrelated dataset issue plus two likely duplicate pairs: 45870/45871 and 45872/45873. The evidence is strongest on matching titles and matching body lengths for each pair, so the duplicate calls should stay conservative rather than claiming full-body identity.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 45870 is a good canonical representative for the 45870/45871 pair: it shares the same title and body length as 45871 and has slightly more discussion activity. It should not be treated as a representative for the separate 45872/45873 pair or the unrelated dataset issue.", + "summary": "This cluster is not one duplicate set; it splits into two exact duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is a different dataset-listing request and does not match either pair.", + "confidence": 0.97, + "canonical_issue_reason": "45870 is the best canonical representative overall: it is an exact duplicate of 45871, was created first, and has slightly more discussion activity. The remaining items are either a separate exact-duplicate pair (45872/45873) or unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45870 is the best single issue to keep as a representative item because it anchors one of the likely duplicate pairs and has marginally more engagement than 45871. The cluster still contains a second separate likely-duplicate pair and an unrelated issue, so no single issue fully covers the whole cluster.", + "best_issue_reason": "45870 is the strongest issue to keep as the representative record because it is a clean exact duplicate pair with 45871 and has the most engagement among the issues here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different topics: a dataset bundle listing versus a DataForge example request. Similar finance wording is not enough to make them the same issue." + "reason": "Different underlying requests: a financial dataset bundle versus an example for time-series prediction with DataForge." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different topics: dataset bundle listing versus example request; no evidence they describe the same underlying issue." + "reason": "Different underlying requests: a financial dataset bundle versus an example for time-series prediction with DataForge." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Likely duplicate pair: same title and matching body length, with no signs of a different scope." + "reason": "Same title and apparently same content; these are duplicates of the same example request." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Related DataForge/financial wording, but the requests differ in scope: one is an example request and the other adds a scraping-service component." + "reason": "Both are financial/DataForge themed, but one is an example prediction request and the other is a scraping-service request; not the same bug/change." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Same broad theme as 45870/45872, but not the same concrete request." + "reason": "Different underlying requests: example prediction versus scraping-service integration." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Related wording only; these appear to be different requests rather than the same underlying issue." + "reason": "Different underlying requests: example prediction versus scraping-service integration." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Related wording only; the example request and the scraping-service idea do not look identical in scope." + "reason": "Different underlying requests: example prediction versus scraping-service integration." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Likely duplicate pair: same title and matching body length, with no evidence of a scope difference." + "reason": "Same title and apparently same content; these are duplicates of the same scraping-service request." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster-level conclusion is mostly grounded, but the analyst overstates the evidence in several places. From the packet we can see identical titles and matching body lengths for 45870/45871 and 45872/45873, but not the full bodies, so calling them \"exact duplicates\" or saying they have the \"same text\" is stronger than the packet supports. The summary should stay conservative (e.g., \"likely duplicate pairs\" or \"same title and same body length\"). The 45869-vs-others non-match is reasonable, but the canonical and soft-edge rationales need to avoid claiming exact identity that is not directly evidenced." + "accept": true, + "feedback": "The conclusions are grounded in the packet: 45870/45871 and 45872/45873 are exact-title matches with identical body lengths and jaccard 1.0, while 45869 is a different dataset-bundle request. The soft-edge verdicts are conservative and consistent with the evidence. Minor wording note: \"most engagement\" is a bit stronger than the data strictly proves because 45869 ties 45870 on discussion activity, but this does not change the overall clustering call." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21624,49 +21628,46 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "b2dcfe5b1b28d9472aab7cf4a5816ab0d82ac79ccb766b6d687d853c102dfca2", + "prepared_review_unit_hash": "a5cdf64db644aa589f18736532a1ab87bbc71fb71ec26453a6a89ef237315a08", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1640, - "estimated_input_tokens": 410, - "estimated_eval_tokens": 1076 + "serialized_chars": 1641, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1640, - "estimated_input_tokens": 410, - "estimated_eval_tokens": 1076 + "serialized_chars": 1641, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues appear related around static cache and `linear_attention`, but the packet only provides titles and a soft-similarity signal, so the exact relationship is unconfirmed.", - "confidence": 0.66, - "canonical_issue_reason": "Issue 46439 is the more general and diagnostic report, since it describes the broader static-cache/linear-attention failure in a way that can cover multiple symptoms.", + "summary": "Both issues concern `cache_implementation=\"static\"` interacting badly with linear-attention/Qwen3.5, but the reported failures differ: one is shape corruption in early initialization, the other is a `KeyError` for `linear_attention`. They look related, but not clearly the same underlying bug.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the broader/root behavior in static-cache early initialization and points to the linear-attention path more generally.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the best representative issue because it is the more mechanism-oriented and less model-specific of the two.", + "best_issue_reason": "Issue 46439 is the best representative of the cluster since it is more root-cause oriented and less tied to one specific model symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "The titles suggest a possible connection around static cache and `linear_attention`, but the packet does not establish that they are the same underlying bug or the same code path." + "reason": "Related static-cache/linear-attention failures, but the concrete symptoms differ too much (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`) to confidently treat as the same bug." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The linkage is plausible, but the analyst overstates the evidence. The packet only gives titles plus a soft-similarity signal; it does not establish that these are the same underlying bug or the same code path. Phrases like \"same static-cache/linear-attention failure mode\" and \"same code path\" are stronger than the packet supports. A more conservative summary would say the two issues appear related around static cache and linear_attention, but the exact relationship is unconfirmed." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -21690,12 +21691,12 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "c36bf37905a96077b5383f306cba80ca8b285a50af744daaa2b24c7b190cc49f", + "prepared_review_unit_hash": "24f34d4a160e1d7463f9b8e72b91c2e456b805012d770405b0dae3a59941f529", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1707, + "serialized_chars": 1706, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -21703,7 +21704,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1707, + "serialized_chars": 1706, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -21712,27 +21713,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are near-perfect duplicates: same title, same apparent body, and the pair is flagged as maximally similar. Issue #46552 is the better canonical thread because it is open and already has inbound references.", - "confidence": 0.99, - "canonical_issue_reason": "#46552 is open and already attracting references, so it is the better live tracker for this identical bug report.", + "summary": "The two issues are highly similar and likely describe the same Wav2Vec2CTCTokenizer v5 bug, but the packet only supports a strong similarity claim rather than a definitive duplicate determination.", + "confidence": 0.92, + "canonical_issue_reason": "Prefer issue:46552 as the canonical issue because it is open and already has inbound references, so it is the better active tracker for this bug report.", "canonical_pr_reason": null, - "best_issue_reason": "#46552 is the strongest issue to keep as the cluster representative: same report as #46551, but open and more likely to be the active discussion thread.", + "best_issue_reason": "issue:46552 is the best issue node because it is the live, open report with existing discussion/references and matches the reported bug exactly.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Same title and same issue content; this is the same underlying bug report." + "reason": "They have identical titles and matching body size/content signals, so they appear to be the same underlying tokenizer bug. The evidence supports treating them as likely duplicates, though not with absolute certainty." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Grounded in the packet: the issues share the same title, the pair has maximal soft-similarity (jaccard 1.0), and #46552 is open with inbound references, making it the better canonical thread." + "accept": false, + "feedback": "The canonical issue choice is grounded: issue:46552 is open and has inbound references. However the summary and soft-edge verdict overstate the evidence slightly. The packet only shows identical titles, identical body lengths, and soft similarity; it does not prove the two issues are definite duplicates or that one is an older copy. A more conservative phrasing would be that they appear highly similar / likely duplicates, not certain duplicates." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21756,7 +21757,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "12746c6913e133b54fe8d0cf7a1e4130a26bb1690acb19eeda9d944b4ed63c8f", + "prepared_review_unit_hash": "9e19b050792768cdcee0f56213b3002195be090acec4fb814ef1665bb418b0c1", "component_budget": { "node_count": 2, "item_count": 2, @@ -21778,18 +21779,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues describe different failure modes during training: one is a tensor-size mismatch, the other is an out-of-memory condition after several epochs. They are not the same underlying bug, so the soft duplicate link should be rejected.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 46657 is the cleaner representative if one must be chosen, because it states a concrete training error with a clear symptom; 46692 is a different resource-exhaustion problem, not the same defect.", + "summary": "These two issues both involve object detection training, but they describe different failure modes: a tensor size mismatch versus an out-of-memory error after several epochs in RT-DETR v2. They do not look like the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": "No clear canonical duplicate exists here; the reports point to different symptoms and likely different causes.", "canonical_pr_reason": null, - "best_issue_reason": "46657 is the best issue to anchor the cluster because it is a specific, actionable bug report; 46692 appears to be an unrelated training instability/OOM report.", + "best_issue_reason": "If one issue must represent the cluster, #46657 is the cleaner standalone bug report because it names a concrete tensor-shape mismatch rather than a resource exhaustion symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Different symptoms and likely different root causes: tensor shape mismatch versus OOM after epochs. Shared training context is too broad to treat as a duplicate." + "reason": "Different failure classes: tensor shape mismatch during object-detection training vs OOM after some epochs in RT-DETR v2. The titles and available evidence do not suggest the same code-path bug." } ] }, @@ -21819,7 +21820,7 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "2b7b5876fa34e0e0053c802631ea2d2f148dd825ffbeebffd0e284af1f69504a", + "prepared_review_unit_hash": "0f2f1e6fefe1dbc4bb79ea0d6169b60a7d9c52f824bd3310c1171e2cc69ec8ef", "component_budget": { "node_count": 2, "item_count": 2, @@ -21841,18 +21842,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues describe different bugs in different loading paths: ZeRO-3 zero.Init partitioning/OOM for a composite multimodal submodule versus 4-bit device_map/max_memory dispatching a model to CPU. They should not be merged as duplicates.", + "summary": "These two issues are not duplicates: one is about ZeRO-3 zero.Init failing to partition a composite model submodule and causing OOM during multi-GPU loading, while the other is about 4-bit loading with device_map='auto' and max_memory incorrectly dispatching to CPU and raising a ValueError. They share only a broad model-loading theme.", "confidence": 0.97, - "canonical_issue_reason": "Issue 46822 is the better canonical anchor: it is open, specific, and describes a concrete zero.Init partitioning failure; issue 46823 is a separate CPU-dispatch regression.", + "canonical_issue_reason": "Issue #46822 is the better representative issue for the cluster because it is open, clearly describes a concrete ZeRO-3 partitioning failure, and has the more specific underlying bug report.", "canonical_pr_reason": null, - "best_issue_reason": "46822 is the strongest standalone issue report because it clearly identifies the affected model path and failure mode (OOM during multi-GPU load).", + "best_issue_reason": "Issue #46822 is the strongest candidate overall: it is detailed, actionable, and not already closed. #46823 is closed and concerns a different loading/dispatch path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Different subsystems and failure modes: ZeRO-3 composite submodule partitioning/OOM vs 4-bit auto device mapping with max_memory causing CPU placement and ValueError. Not the same underlying bug." + "reason": "Different bugs in different code paths: ZeRO-3 zero.Init partitioning/OOM versus 4-bit auto device mapping with max_memory sending modules to CPU. Shared loading context is too broad to treat as the same underlying issue." } ] }, @@ -21874,7 +21875,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46906-13", + "cluster_id": "cluster-46906-14", "nodes": [ "issue:46906", "issue:46940", @@ -21888,7 +21889,8 @@ "issue:47091", "issue:47102", "issue:47120", - "issue:47182" + "issue:47182", + "issue:47227" ], "soft_pairs": [ "issue:46906|issue:46940", @@ -21899,7 +21901,7 @@ "issue:46940|issue:46948", "issue:46940|issue:46969", "issue:46940|issue:46985", - "issue:46940|issue:47049", + "issue:46940|issue:46998", "issue:46948|issue:46969", "issue:46948|issue:46985", "issue:46948|issue:46998", @@ -21927,300 +21929,321 @@ "issue:47049|issue:47102", "issue:47120|issue:47182", "issue:47102|issue:47120", + "issue:47120|issue:47227", "issue:47053|issue:47120", "issue:47049|issue:47120", - "issue:46998|issue:47120", + "issue:47182|issue:47227", "issue:47102|issue:47182", "issue:47053|issue:47182", "issue:47037|issue:47182", - "issue:47091|issue:47182" + "issue:47102|issue:47227", + "issue:47037|issue:47227", + "issue:47053|issue:47227" ], - "prepared_review_unit_hash": "9372e65054c9a0d9b394042362aa8daf8eccfc1f91d0159d7f76515c68c1fcf9", + "prepared_review_unit_hash": "4b33199cff52b9efb1fa3e1e591ed25df6c1e101e929a6b27b6b37e9b7eea815", "component_budget": { - "node_count": 13, - "item_count": 13, - "soft_pair_count": 43, - "serialized_chars": 22741, - "estimated_input_tokens": 5686, - "estimated_eval_tokens": 11628 + "node_count": 14, + "item_count": 14, + "soft_pair_count": 46, + "serialized_chars": 24371, + "estimated_input_tokens": 6093, + "estimated_eval_tokens": 12442 }, "budget": { - "node_count": 13, - "item_count": 13, - "soft_pair_count": 43, - "serialized_chars": 22741, - "estimated_input_tokens": 5686, - "estimated_eval_tokens": 11628 + "node_count": 14, + "item_count": 14, + "soft_pair_count": 46, + "serialized_chars": 24371, + "estimated_input_tokens": 6093, + "estimated_eval_tokens": 12442 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are separate daily \"serge\" integration-failure triage issues, not duplicates of one underlying bug. The high similarity comes from a shared template and date-stamped titles, not evidence of the same defect.", + "summary": "These are a dated series of [serge] integration failure triage issues, one per day. The high similarity is driven by a shared template/title pattern, not the same underlying bug report, so they should not be deduplicated.", "confidence": 0.97, - "canonical_issue_reason": null, + "canonical_issue_reason": "Issue 47227 is the latest open triage thread in the series, so it is the most current representative if one issue must be kept as the canonical thread.", "canonical_pr_reason": null, - "best_issue_reason": "issue:47182 is the latest open triage thread and the best representative of the current series, but it should not be treated as a duplicate of the earlier dated reports.", + "best_issue_reason": "Issue 47227 is open, current, and best positioned to continue accumulating references for the ongoing triage series.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Different dated triage reports; similarity is template-based, not the same underlying failure." + "reason": "Same daily triage template, but different dates and likely different failure snapshots; not the same underlying issue." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "Different dated triage reports; no evidence they track one shared bug." + "reason": "Date-stamped triage entries for different days; similarity is superficial, not a duplicate bug report." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "Separate daily reports for different dates, not duplicates." + "reason": "Separate daily triage issue for another date; do not collapse distinct triage threads." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "Same triage template, but each issue is a distinct day\u2019s report." + "reason": "Different day in the same recurring triage series, so not the same issue." }, { "left": "issue:46906", "right": "issue:47037", "accept": false, - "reason": "The only overlap is the recurring triage wording; these are distinct reports." + "reason": "These are recurring daily triage reports, not one concrete bug repeated verbatim." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "Different daily triage issues; no shared concrete defect is shown." + "reason": "Same template and subsystem, but different dated triage threads; not duplicates." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "Each issue corresponds to a different date's integration triage." + "reason": "Different dates in a triage series; no evidence they describe one identical failure." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "Templated similarity only; not enough to call the same bug." + "reason": "They are separate daily reports rather than the same underlying bug." }, { "left": "issue:46940", - "right": "issue:47049", + "right": "issue:46998", "accept": false, - "reason": "Separate dated triage threads, not one mergeable duplicate." + "reason": "Different triage day, so this is a new issue thread, not a duplicate." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "Different day triage reports with no concrete shared failure details." + "reason": "Both are similar triage entries, but each is tied to a distinct date and likely distinct run." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "These appear to be independent daily reports, not duplicates." + "reason": "Recurring triage template only; not enough to treat as the same issue." }, { "left": "issue:46948", "right": "issue:46998", "accept": false, - "reason": "No evidence of the same underlying issue beyond the template." + "reason": "Different day, different triage context; reject duplicate merge." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "Adjacent daily triage issues, but still separate reports." + "reason": "Separate dated triage threads in the same series, not one bug." }, { "left": "issue:46969", "right": "issue:47037", "accept": false, - "reason": "The date-stamped triage pattern indicates distinct occurrences." + "reason": "Same pattern across days, but these are distinct integration-failure triage instances." }, { "left": "issue:46969", "right": "issue:47091", "accept": false, - "reason": "Different daily integration-failure triage threads." + "reason": "Different daily triage report; similarity alone is not enough." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "These correspond to different dates in the recurring triage sequence." }, { "left": "issue:46985", "right": "issue:47037", "accept": false, - "reason": "Same subsystem and template, but not the same concrete problem." + "reason": "Not the same bug; just the same triage template reused on different days." }, { "left": "issue:46985", "right": "issue:47049", "accept": false, - "reason": "Separate dated triage reports; similarity is superficial." + "reason": "Separate daily issue, so do not merge as duplicates." }, { - "left": "issue:46998", - "right": "issue:47053", + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "Different date-stamped triage thread; no concrete same-code-path evidence." + }, + { + "left": "issue:46985", + "right": "issue:47102", "accept": false, - "reason": "Both are triage issues, but for different dates and likely different failures." + "reason": "Same series, but each issue represents a different day's triage." }, { "left": "issue:46998", "right": "issue:47037", "accept": false, - "reason": "No sign these are the same bug; just recurring triage notes." + "reason": "They are similar only because of the shared template; the dates indicate distinct reports." }, { "left": "issue:46998", "right": "issue:47049", "accept": false, - "reason": "Different daily report entries, not a duplicate pair." + "reason": "Different triage day, so not a duplicate issue." }, { - "left": "issue:46985", - "right": "issue:46998", + "left": "issue:46998", + "right": "issue:47053", "accept": false, - "reason": "Date-stamped triage issues; no shared underlying fix target." + "reason": "Same recurring triage format; distinct daily report." }, { "left": "issue:46998", "right": "issue:47091", "accept": false, - "reason": "Same template, but distinct integration-failure reports." + "reason": "Different day and likely different failing run; reject." }, { "left": "issue:47037", "right": "issue:47049", "accept": false, - "reason": "Separate daily triage issues rather than one defect." + "reason": "Recurring daily triage issues, not one underlying bug." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "Different dates in the same series; insufficient to merge." }, { "left": "issue:47037", "right": "issue:47091", "accept": false, - "reason": "No evidence of one shared code-path problem." + "reason": "Separate day-specific triage thread." }, { "left": "issue:47037", - "right": "issue:47053", + "right": "issue:47102", "accept": false, - "reason": "These are recurring triage threads, not duplicates." + "reason": "These are distinct dated triage issues, not a single fixable bug." }, { - "left": "issue:47049", - "right": "issue:47053", + "left": "issue:47037", + "right": "issue:47182", "accept": false, - "reason": "Different dates and no concrete bug linkage." + "reason": "Same template, but different day and therefore different incident thread." }, { - "left": "issue:47049", - "right": "issue:47091", + "left": "issue:47037", + "right": "issue:47227", "accept": false, - "reason": "Template similarity only; not the same issue." + "reason": "One is an older closed triage entry; the other is the newer active day, so they are not duplicates." }, { - "left": "issue:47053", - "right": "issue:47091", + "left": "issue:47049", + "right": "issue:47053", "accept": false, - "reason": "Separate daily triage reports with no shared defect details." + "reason": "Different day in the triage sequence; similar wording is expected and not sufficient for duplicate status." }, { - "left": "issue:47053", - "right": "issue:47102", + "left": "issue:47049", + "right": "issue:47091", "accept": false, - "reason": "Not enough evidence that they describe the same failure." + "reason": "They are separate daily triage reports, not the same failure report." }, { - "left": "issue:47091", + "left": "issue:47049", "right": "issue:47102", "accept": false, - "reason": "Same recurring triage wording, but different reports." + "reason": "Different dated triage issue; do not conflate recurring reports with duplicates." }, { - "left": "issue:46985", - "right": "issue:47091", + "left": "issue:47049", + "right": "issue:47120", "accept": false, - "reason": "Different day triage threads; no concrete duplicate signal." + "reason": "Same recurring integration-triage pattern, but different day and likely different run." }, { - "left": "issue:47037", - "right": "issue:47102", + "left": "issue:47053", + "right": "issue:47091", "accept": false, - "reason": "Separate daily failure triage issues." + "reason": "Different dated triage threads; no concrete same underlying bug evidence." }, { - "left": "issue:46985", + "left": "issue:47053", "right": "issue:47102", "accept": false, - "reason": "These look like successive reports, not one bug." + "reason": "Separate day-specific triage report." }, { - "left": "issue:47049", - "right": "issue:47102", + "left": "issue:47053", + "right": "issue:47120", "accept": false, - "reason": "Distinct dated triage issues with only template overlap." + "reason": "Shared template only; these are not the same issue." }, { - "left": "issue:47120", + "left": "issue:47053", "right": "issue:47182", "accept": false, - "reason": "Both are triage reports for different dates; not the same underlying change/bug." + "reason": "Different daily triage entry, not a duplicate bug." }, { - "left": "issue:47102", - "right": "issue:47120", + "left": "issue:47053", + "right": "issue:47227", "accept": false, - "reason": "Different daily integration-failure triage tickets." + "reason": "Distinct date-stamped triage thread; reject duplicate merge." }, { - "left": "issue:47053", - "right": "issue:47120", + "left": "issue:47091", + "right": "issue:47102", "accept": false, - "reason": "No evidence these are duplicate defect reports." + "reason": "Same series of daily triage issues, but not the same underlying problem." }, { - "left": "issue:47049", + "left": "issue:47102", "right": "issue:47120", "accept": false, - "reason": "Same series, but each issue tracks a separate day." + "reason": "Different day and different triage snapshot; not duplicates." }, { - "left": "issue:46998", - "right": "issue:47120", + "left": "issue:47102", + "right": "issue:47182", "accept": false, - "reason": "Templated similarity only; not a mergeable duplicate." + "reason": "Recurring triage template only; separate issues." }, { "left": "issue:47102", - "right": "issue:47182", + "right": "issue:47227", "accept": false, - "reason": "Latest two reports are still separate daily triage issues." + "reason": "Latest issue is a new day's triage thread, so it should remain distinct." }, { - "left": "issue:47053", + "left": "issue:47120", "right": "issue:47182", "accept": false, - "reason": "Different dates and no concrete shared failure described." + "reason": "Both are daily triage entries, but each corresponds to a different date and incident context." }, { - "left": "issue:47037", - "right": "issue:47182", + "left": "issue:47120", + "right": "issue:47227", "accept": false, - "reason": "These are individual daily triage threads, not duplicates." + "reason": "Different days in the triage series; do not treat as duplicates." }, { - "left": "issue:47091", - "right": "issue:47182", + "left": "issue:47182", + "right": "issue:47227", "accept": false, - "reason": "No indication of the same underlying bug; just recurring triage." + "reason": "Separate dated triage issues; similarity is only at the template level." } ] }, @@ -22250,7 +22273,7 @@ "soft_pairs": [ "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "f93d402c5ca82535b57513beb931925017ee2a8e27d914b7738cdd00eb6e2f85", + "prepared_review_unit_hash": "4f42bf1966e2c637d0bfb66dfc8374980c4b15ba1fb52320b5c27226bdb6127e", "component_budget": { "node_count": 2, "item_count": 2, @@ -22272,24 +22295,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues appear to be duplicates: identical title, very similar bodies, and high text similarity indicate the same RWKV7 model support request.", - "confidence": 0.98, - "canonical_issue_reason": "Issue #46984 is the better canonical because it has slightly more discussion activity, suggesting it is the more active/complete thread for the same request.", + "summary": "The cluster contains two near-identical closed issues requesting RWKV7 model support; they appear to be duplicate reports of the same feature request.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46983 is a clean canonical choice because it is the earlier of the two identical titles and likely the first report of the request.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46984 is the best representative issue: same underlying request as #46983, with a bit more discussion and no evidence of a separate scope.", + "best_issue_reason": "#46983 is the best representative since it matches #46984 on title and likely body intent, with no evidence of a distinct scope.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46983", "right": "issue:46984", "accept": true, - "reason": "Same title and highly similar issue bodies; both are clearly the same RWKV7 model support request." + "reason": "Same title, highly similar content, and no signals of different scope; these are duplicate requests for RWKV7 support." } ] }, "evaluator_result": { "accept": true, - "feedback": "The conclusion is grounded in the packet: both issues share the same title, have high textual similarity, and issue #46984 has slightly more discussion activity. The representative/canonical choice is conservative and supported by the available evidence." + "feedback": "The cluster summary is grounded in the packet: both items are closed issues with the same title, and the only pair evidence is soft similarity with a high Jaccard score. The canonical choice of the earlier issue is reasonable, and the duplicate/near-identical framing is conservative enough given the available data." }, "evaluator_used": true, "retried": false, @@ -22316,7 +22339,7 @@ "soft_pairs": [ "issue:47007|issue:47015" ], - "prepared_review_unit_hash": "596babec546b9ffe3bdab8ad44908df6089afedd17bd3f3d0e26f2d2264e4f08", + "prepared_review_unit_hash": "b8e80dbab8310399f28f50521e1705840141bab5082f3e121c0e787de6a7439e", "component_budget": { "node_count": 2, "item_count": 2, @@ -22338,18 +22361,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both closed issues are broadly about AI/LLM-driven vulnerability discovery, but they read like different topic/proposal posts rather than the same underlying bug or change. With no shared targets, filenames, or concrete code-path evidence, I would not merge them as duplicates.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 47015 is the more direct, self-contained statement of the cybersecurity-vulnerability-discovery topic, so it is the better anchor if this cluster must be represented by a single issue.", + "summary": "These two closed issues are topically similar AI/cybersecurity writeups, but they do not read like the same underlying bug or request. They appear to be separate article-style discussions rather than duplicate actionable reports.", + "confidence": 0.89, + "canonical_issue_reason": "Neither issue has a clear technical defect, explicit target, or unique actionable problem statement to establish one as the canonical duplicate. If forced, issue #47015 is slightly broader and more central in wording, but the pair does not look like a duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 47015 is the clearest and most specific of the two titles, making it the better representative for the cluster.", + "best_issue_reason": "Issue #47015 is the better umbrella candidate because it is phrased as a general system/concept title, while #47007 reads more like lessons learned from a specific application. Still, this is only a weak preference, not a duplicate determination.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47007", "right": "issue:47015", "accept": false, - "reason": "Only soft textual similarity is present. The titles describe different framings of AI-assisted vulnerability discovery, not the same concrete bug, code path, or change, and there is no supporting issue/filename evidence." + "reason": "The titles overlap around AI-driven vulnerability discovery, but they describe different article-style themes and no shared concrete bug, code path, target, or fixable change. This is not strong enough to treat as the same underlying issue." } ] }, @@ -22379,7 +22402,7 @@ "soft_pairs": [ "issue:47138|issue:47139" ], - "prepared_review_unit_hash": "4b4722fe03cc24e217115fd910af081d25be22a1b84076886312a98de6dba4cd", + "prepared_review_unit_hash": "df7bd1b9704080e9c7d9f9ba9bb013548edb3409616dd50181a2937b9affec88", "component_budget": { "node_count": 2, "item_count": 2, @@ -22401,35 +22424,35 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "47139 is the better canonical issue because it shares the exact title with 47138 and has more inbound references, but the duplicate link itself is only weakly supported by the available metadata.", - "confidence": 0.89, - "canonical_issue_reason": "47139 has the same title as 47138 and already has more inbound references, so it is the better canonical target for consolidation.", + "summary": "The two issues are effectively duplicates: same title, same apparent scope, and no distinguishing content provided. Issue #47139 is the better canonical/best issue because it has inbound references, suggesting it is the more connected discussion thread.", + "confidence": 0.99, + "canonical_issue_reason": "#47139 has the same title/scope as #47138 and has inbound references, making it the more established thread to keep as canonical.", "canonical_pr_reason": null, - "best_issue_reason": "47139 is the best issue candidate because it matches the same reported problem and is the more established reference point.", + "best_issue_reason": "#47139 is the best representative of this cluster because it appears more linked/discussed while describing the same bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47138", "right": "issue:47139", - "accept": false, - "reason": "The titles are identical, but there is not enough additional linkage or distinguishing detail in the packet to confidently treat them as the same underlying report." + "accept": true, + "reason": "Exact same title and no evidence of different scope; they appear to report the same underlying bug." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The packet supports that the two issues have identical titles and that 47139 has more inbound references, so picking 47139 as the canonical target is reasonable. However, the analyst overstates the evidence by calling this a \"clear duplicate\" / \"evidently the same report\" based only on title match and very limited metadata. The soft-edge verdict should stay more conservative unless there is stronger linking evidence." + "accept": true, + "feedback": "Grounded and conservative: the packet shows identical titles, identical body length, and a soft_similarity of 1.0 with no distinguishing evidence, so treating the issues as duplicates is reasonable. Choosing #47139 as canonical/best because it has inbound references is also supported by the packet." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 1, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 3, "status": "reviewed", @@ -22437,9 +22460,8 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-54", + "cluster_id": "cluster-40546-61", "nodes": [ - "pull_request:43451", "pull_request:44517", "pull_request:44775", "pull_request:46196", @@ -22447,9 +22469,8 @@ "pull_request:46267", "pull_request:46376", "pull_request:46395", + "pull_request:46509", "pull_request:46834", - "pull_request:46836", - "pull_request:46895", "pull_request:46903", "pull_request:46912", "pull_request:46954", @@ -22475,7 +22496,6 @@ "pull_request:47166", "pull_request:47173", "pull_request:47175", - "pull_request:47178", "pull_request:47179", "pull_request:47181", "pull_request:47184", @@ -22486,21 +22506,26 @@ "pull_request:47212", "pull_request:47216", "pull_request:47218", - "pull_request:47223" + "pull_request:47223", + "pull_request:47229", + "pull_request:47231", + "pull_request:47232" ], "soft_pairs": [ "pull_request:46834|pull_request:47223", "pull_request:46903|pull_request:47090", "pull_request:46903|pull_request:46958", - "pull_request:46954|pull_request:46958", "pull_request:46958|pull_request:46974", + "pull_request:46954|pull_request:46958", "pull_request:47072|pull_request:47089", "pull_request:47202|pull_request:47204", "pull_request:47077|pull_request:47078", + "pull_request:47072|pull_request:47229", "pull_request:47108|pull_request:47202", "pull_request:47077|pull_request:47212", - "pull_request:47173|pull_request:47184", "pull_request:46266|pull_request:46957", + "pull_request:47173|pull_request:47184", + "pull_request:47113|pull_request:47232", "pull_request:47166|pull_request:47173", "pull_request:44517|pull_request:47082", "pull_request:47035|pull_request:47202", @@ -22509,362 +22534,345 @@ "pull_request:47163|pull_request:47173", "pull_request:46995|pull_request:47163", "pull_request:46196|pull_request:47210", - "pull_request:46376|pull_request:47202", "pull_request:47003|pull_request:47204", "pull_request:46395|pull_request:47181", + "pull_request:46376|pull_request:47202", "pull_request:47069|pull_request:47089", "pull_request:46196|pull_request:46995", - "pull_request:47089|pull_request:47113", + "pull_request:47035|pull_request:47232", + "pull_request:47089|pull_request:47231", "pull_request:46376|pull_request:46995", + "pull_request:47089|pull_request:47113", "pull_request:46912|pull_request:47173", - "pull_request:46196|pull_request:47202", "pull_request:46995|pull_request:47181", "pull_request:47207|pull_request:47218", + "pull_request:46196|pull_request:47202", "pull_request:44775|pull_request:47077", - "pull_request:46995|pull_request:47143", + "pull_request:46509|pull_request:46995", "pull_request:47082|pull_request:47108", + "pull_request:47089|pull_request:47229", "pull_request:46196|pull_request:47179", "pull_request:46267|pull_request:47181", - "pull_request:47093|pull_request:47181", "pull_request:47179|pull_request:47210", + "pull_request:47093|pull_request:47181", "pull_request:44517|pull_request:46376", "pull_request:47204|pull_request:47207", "pull_request:44775|pull_request:47181", "pull_request:47077|pull_request:47210", - "pull_request:47093|pull_request:47143", "pull_request:47175|pull_request:47179", + "pull_request:47093|pull_request:47143", + "pull_request:47204|pull_request:47231", "pull_request:47093|pull_request:47163", "pull_request:47163|pull_request:47179", - "pull_request:46266|pull_request:47216", - "pull_request:46836|pull_request:47218", - "pull_request:46376|pull_request:47218", - "pull_request:44775|pull_request:46836", - "pull_request:47108|pull_request:47216", - "pull_request:47082|pull_request:47210", - "pull_request:46912|pull_request:47078", - "pull_request:46836|pull_request:47178", - "pull_request:47108|pull_request:47204", - "pull_request:46957|pull_request:47216", - "pull_request:47082|pull_request:47181", - "pull_request:47166|pull_request:47218", - "pull_request:46912|pull_request:47082", - "pull_request:47035|pull_request:47089", - "pull_request:46895|pull_request:47207", - "pull_request:44775|pull_request:46376", - "pull_request:43451|pull_request:44775" + "pull_request:47229|pull_request:47231", + "pull_request:46266|pull_request:47216" ], - "prepared_review_unit_hash": "e979a438321fe272482268239b95d0b9d061dc4068d12a98fc1b5514af4e3c9c", + "prepared_review_unit_hash": "af52a7698427ad689511938e69db15b7d890c3c4ae73a0eb3ad58a95224feba1", "component_budget": { - "node_count": 54, - "item_count": 54, - "soft_pair_count": 159, - "serialized_chars": 197087, - "estimated_input_tokens": 49272, - "estimated_eval_tokens": 98800 + "node_count": 61, + "item_count": 61, + "soft_pair_count": 172, + "serialized_chars": 218082, + "estimated_input_tokens": 54521, + "estimated_eval_tokens": 109298 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 63, - "serialized_chars": 134113, - "estimated_input_tokens": 33529, - "estimated_eval_tokens": 67314 + "soft_pair_count": 54, + "serialized_chars": 129986, + "estimated_input_tokens": 32497, + "estimated_eval_tokens": 65250 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous cluster: most PRs are unrelated model additions, docs, test updates, or infrastructure changes. The only clear duplicate subgroup is the CohereASR training-loss double-shift fixes, which all target the same loss path; most other soft edges share a subsystem but not the same concrete change.", - "confidence": 0.88, + "summary": "This cluster is mostly unrelated PRs across docs, new model support, CI, and assorted bugfixes. The only strong duplicate-style pair is the CohereASR training-loss double-shift fix (46958 vs 47090).", + "confidence": 0.81, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47090 is the cleanest representative of the duplicate CohereASR loss bug: it fixes the exact training-loss double-shift in the target model, keeps the loss helper semantics intact, and is more focused than the broader or rougher variants.", + "canonical_pr_reason": "PR 47090 is the cleanest representative of the CohereASR double-shift fix: it targets the exact bug, preserves the loss helper\u2019s batching semantics via `shift_labels`, and includes tests.", "best_issue_reason": null, - "best_pr_reason": "PR 47090 is the strongest global PR candidate because it is narrowly scoped, well explained, and fixes the actual CohereASR code path; the nearby alternatives are either broader multi-model changes or less precise implementations.", + "best_pr_reason": "47090 is the strongest standalone PR in the one true duplicate family here: focused scope, explicit issue target, and the most complete/robust implementation of the CohereASR loss fix.", "soft_edge_verdicts": [ { "left": "pull_request:46834", "right": "pull_request:47223", "accept": false, - "reason": "Same model area and issue target, but these fix different bugs: a method-name typo in forward vs config attribute placeholders/tests." + "reason": "Same issue number, but different TimesFM 2.5 problems: one fixes a wrong method call, the other removes stray config attributes and adds a test." }, { "left": "pull_request:46903", "right": "pull_request:47090", - "accept": true, - "reason": "Both fix the same CohereASR training-loss double-shift bug in the same code path; the implementation details differ, but the underlying change is the same." + "accept": false, + "reason": "Both touch CohereASR loss handling, but 46903 also bundles an unrelated PPFormulaNet fix, so this is not the same overall change set." }, { "left": "pull_request:46903", "right": "pull_request:46958", - "accept": true, - "reason": "Same CohereASR loss double-shift bug and same affected forward path; these are alternative implementations of the same fix." - }, - { - "left": "pull_request:46954", - "right": "pull_request:46958", "accept": false, - "reason": "Unrelated changes in different models: Pytest-v9 fp32-module handling vs CohereASR loss shifting." + "reason": "Related CohereASR bug, but 46903 is broader and includes PPFormulaNet; not a clean duplicate of the CohereASR-only PR." }, { "left": "pull_request:46958", "right": "pull_request:46974", "accept": false, - "reason": "Different models and problems: CohereASR training loss vs a MusicGen generate typo." + "reason": "Different features entirely: CohereASR loss fix versus a MusicGen generate typo." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46958", + "accept": false, + "reason": "Unrelated fixes: pytest compatibility in GlmAsr versus CohereASR training loss." }, { "left": "pull_request:47072", "right": "pull_request:47089", "accept": false, - "reason": "Different utilities and bugs: chat-template enum parsing vs AqlmConfig type-error messages." + "reason": "Different utility bugs: JSON schema enum extraction versus AqlmConfig error-message wording." }, { "left": "pull_request:47202", "right": "pull_request:47204", "accept": false, - "reason": "Both touch docker/CI, but one removes the old image builder while the other adds exporter dependencies to torch-light; not the same change." + "reason": "Both involve docker/build tooling, but one deletes the CI docker-image builder while the other adds exporter dependencies to torch-light." }, { "left": "pull_request:47077", "right": "pull_request:47078", "accept": false, - "reason": "Both are Japanese docs edits, but one is a DistilBERT translation PR and the other is wording cleanup; not the same underlying change." + "reason": "Both are Japanese docs edits, but they change different wording and content rather than the same underlying change." + }, + { + "left": "pull_request:47072", + "right": "pull_request:47229", + "accept": false, + "reason": "Unrelated utility bug versus TimesFM 2.5 preprocessing typo." }, { "left": "pull_request:47108", "right": "pull_request:47202", "accept": false, - "reason": "Doc-builder comment tweak vs docker image builder deletion; unrelated changes." + "reason": "A comment tweak in workflow files is not the same change as removing the CI docker-image builder." }, { "left": "pull_request:47077", "right": "pull_request:47212", "accept": false, - "reason": "Japanese docs translation vs kv-cache documentation updates; different content and purpose." + "reason": "Different docs work: Japanese translation edits versus kv-cache documentation updates." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46957", + "accept": false, + "reason": "Unrelated changes: model modernization for dinos versus finegrained FP8 decode optimization." }, { "left": "pull_request:47173", "right": "pull_request:47184", "accept": false, - "reason": "Both are test updates for accelerator-related behavior, but they cover different models and different test expectations." + "reason": "Both adjust accelerator-related tests, but they are different test suites and different hardware assumptions, not the same bug." }, { - "left": "pull_request:46266", - "right": "pull_request:46957", + "left": "pull_request:47113", + "right": "pull_request:47232", "accept": false, - "reason": "Different code paths: DINO conversion/mapping updates vs generation-time FP8 kernel routing." + "reason": "Different areas: audio feature/proc requirements versus Switch Transformers error-message cleanup." }, { "left": "pull_request:47166", "right": "pull_request:47173", "accept": false, - "reason": "Unrelated test updates in different areas: quantization expectations vs XPU expectation fixes." + "reason": "Quantization test expectation updates are unrelated to XPU expectation fixes in model tests." }, { "left": "pull_request:44517", "right": "pull_request:47082", "accept": false, - "reason": "Different features entirely: Qwen3-TTS model/docs vs RoMa model support." + "reason": "Both add model support, but for different models and different code paths." }, { "left": "pull_request:47035", "right": "pull_request:47202", "accept": false, - "reason": "Torch-compile Neuron defaulting and docker image cleanup are unrelated changes." + "reason": "Torch compile backend defaults for Neuron is unrelated to docker image builder removal." }, { "left": "pull_request:46912", "right": "pull_request:47179", "accept": false, - "reason": "RoPE test improvements are unrelated to Granite-SWA model support." + "reason": "RoPE test coverage changes and Granite-SWA model support are unrelated." }, { "left": "pull_request:47034", "right": "pull_request:47035", "accept": false, - "reason": "Related Neuron work, but one adds a training example while the other changes the default compile backend; not the same change." + "reason": "Related to Neuron tooling, but one is an experiment script and the other is a TrainingArguments backend default change." }, { "left": "pull_request:47163", "right": "pull_request:47173", "accept": false, - "reason": "Both are accelerator/XPU-oriented tests, but they are for different models and different behaviors." + "reason": "Paged-attention XPU tests and model expectation updates are different test concerns, not one bug." }, { "left": "pull_request:46995", "right": "pull_request:47163", "accept": false, - "reason": "Flash-linear-attention availability change vs paged-attention XPU tests; different bugs." + "reason": "Import-utils availability logic and paged-attention XPU tests are unrelated." }, { "left": "pull_request:46196", "right": "pull_request:47210", "accept": false, - "reason": "Both are attention-related, but one is broad SDPA dispatch support and the other is packed-row varlen attention routing." + "reason": "Both are attention-related, but one adds SDPA dispatch support while the other routes packed rows through varlen attention; different code paths." }, { - "left": "pull_request:46376", - "right": "pull_request:47202", + "left": "pull_request:47003", + "right": "pull_request:47204", "accept": false, - "reason": "Continuous-batching multimodal support is unrelated to docker image builder deletion." + "reason": "Exporter framework work and docker image dependency changes are unrelated." }, { "left": "pull_request:46395", "right": "pull_request:47181", "accept": false, - "reason": "Different model additions: Param2MoE vs Cosmos3 Edge." + "reason": "Different model additions: Param2MoE versus Cosmos3 Edge." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47202", + "accept": false, + "reason": "Continuous batching multimodal support and docker builder removal are unrelated." }, { "left": "pull_request:47069", "right": "pull_request:47089", "accept": false, - "reason": "Num-labels None typing fix is unrelated to AqlmConfig error-message text." + "reason": "Num_labels typing change and AqlmConfig error-message fixes are unrelated." }, { "left": "pull_request:46196", "right": "pull_request:46995", "accept": false, - "reason": "Different attention features and code paths; not the same bug." + "reason": "Different concerns: SDPA attention dispatch versus flash-linear-attention availability checks." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47232", + "accept": false, + "reason": "Neuron compile backend defaults and Switch/T5 error-message cleanup are unrelated." }, { "left": "pull_request:47089", - "right": "pull_request:47113", + "right": "pull_request:47231", "accept": false, - "reason": "AqlmConfig validation wording is unrelated to audio feature/proc requirement decorators." + "reason": "Quantization config validation messages and MoonshineStreaming sliding-window fix are unrelated." }, { "left": "pull_request:46376", "right": "pull_request:46995", "accept": false, - "reason": "Continuous batching and flash-linear-attention availability are separate changes." + "reason": "Continuous batching changes and flash-linear-attention availability are different subsystems." }, { - "left": "pull_request:46912", - "right": "pull_request:47173", + "left": "pull_request:47089", + "right": "pull_request:47113", "accept": false, - "reason": "RoPE test coverage vs XPU test expectation updates are unrelated." + "reason": "AqlmConfig type-message cleanup is unrelated to audio feature/proc requirements." }, { - "left": "pull_request:46196", - "right": "pull_request:47202", + "left": "pull_request:46912", + "right": "pull_request:47173", "accept": false, - "reason": "SDPA dispatch support and docker image cleanup do not share the same underlying change." + "reason": "RoPE test improvements and XPU expectation updates are unrelated test changes." }, { "left": "pull_request:46995", "right": "pull_request:47181", "accept": false, - "reason": "Flash-linear-attention availability and Cosmos3 Edge model support are unrelated." + "reason": "Flash-linear-attention availability and a new multimodal model are unrelated." }, { "left": "pull_request:47207", "right": "pull_request:47218", "accept": false, - "reason": "Image padding logic fix vs test image-loading refactor; not the same bug." + "reason": "Swin2SR padding logic and test image-loading refactors are different changes." }, { "left": "pull_request:44775", "right": "pull_request:47077", "accept": false, - "reason": "N-D parallelism docs and Japanese DistilBERT docs are unrelated documentation updates." + "reason": "Docs for distributed training architecture versus Japanese docs translation are unrelated." }, { - "left": "pull_request:46957", - "right": "pull_request:47216", + "left": "pull_request:46509", + "right": "pull_request:46995", "accept": false, - "reason": "FP8 kernel optimization vs compressed-tensors fp8 support; both quantization-adjacent, but different concrete changes." + "reason": "Nemotron Omni support and flash-linear-attention availability are unrelated." }, { "left": "pull_request:47082", "right": "pull_request:47181", "accept": false, - "reason": "RoMa keypoint matcher support and Cosmos3 Edge support are separate model additions." - }, - { - "left": "pull_request:47175", - "right": "pull_request:47179", - "accept": false, - "reason": "Olmo3 CI test expectation updates are unrelated to Granite-SWA model support." + "reason": "Different model support additions for different architectures." }, { "left": "pull_request:47093", - "right": "pull_request:47143", - "accept": false, - "reason": "OpenPangu-V2 and NeuCodec are different model-addition PRs." - }, - { - "left": "pull_request:47163", - "right": "pull_request:47179", + "right": "pull_request:47181", "accept": false, - "reason": "Paged-attention XPU tests and Granite-SWA support are unrelated." + "reason": "OpenPangu-V2 support and Cosmos3 Edge support are unrelated model additions." }, { - "left": "pull_request:46266", - "right": "pull_request:47216", + "left": "pull_request:47077", + "right": "pull_request:47210", "accept": false, - "reason": "Modernizing Dino conversion/mapping and compressed-tensors fp8 support are different changes." + "reason": "Japanese docs wording changes are unrelated to packed SDPA attention routing." }, { - "left": "pull_request:46836", - "right": "pull_request:47218", + "left": "pull_request:47175", + "right": "pull_request:47179", "accept": false, - "reason": "Unlimited OCR model support and image-loading test refactor are unrelated." + "reason": "Olmo3 CI expectation updates and Granite-SWA model support are unrelated." }, { - "left": "pull_request:46376", - "right": "pull_request:47218", + "left": "pull_request:47093", + "right": "pull_request:47143", "accept": false, - "reason": "Continuous batching multimodal support and test image loading refactor are unrelated." + "reason": "OpenPangu-V2 model support and NeuCodec model support are unrelated additions." }, { - "left": "pull_request:44775", - "right": "pull_request:46836", + "left": "pull_request:47204", + "right": "pull_request:47231", "accept": false, - "reason": "Docs for parallelism and Unlimited OCR model support are unrelated." + "reason": "Docker exporter-test dependencies and MoonshineStreaming sliding-window fix are unrelated." }, { - "left": "pull_request:47108", - "right": "pull_request:47216", + "left": "pull_request:47229", + "right": "pull_request:47231", "accept": false, - "reason": "Doc-builder pin comment cleanup is unrelated to compressed-tensors fp8 work." + "reason": "TimesFM 2.5 method-name fix and MoonshineStreaming window-context fix are unrelated." }, { - "left": "pull_request:46957", + "left": "pull_request:46266", "right": "pull_request:47216", "accept": false, - "reason": "Same broad quantization area, but different concrete changes and code paths." - }, - { - "left": "pull_request:47082", - "right": "pull_request:47181", - "accept": false, - "reason": "Different model additions with no shared bug/change." - }, - { - "left": "pull_request:47166", - "right": "pull_request:47218", - "accept": false, - "reason": "Quantization test expectation updates are unrelated to image-loading refactors." - }, - { - "left": "pull_request:43451", - "right": "pull_request:44775", - "accept": false, - "reason": "Molmo2 model addition and N-D parallelism docs are unrelated." + "reason": "Dino modernization and compressed-tensors FP8 work are unrelated." } ] }, "evaluator_result": null, "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 1, - "component_count": 33, + "component_count": 32, "review_unit_index": 2, "review_unit_count": 3, "status": "reviewed", @@ -22872,16 +22880,18 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-54", + "cluster_id": "cluster-40546-61", "nodes": [ - "pull_request:40546", "pull_request:43451", "pull_request:44517", + "pull_request:44775", "pull_request:46196", "pull_request:46266", + "pull_request:46310", "pull_request:46376", "pull_request:46509", "pull_request:46658", + "pull_request:46834", "pull_request:46836", "pull_request:46895", "pull_request:46912", @@ -22894,12 +22904,12 @@ "pull_request:47077", "pull_request:47078", "pull_request:47082", - "pull_request:47089", "pull_request:47090", "pull_request:47096", "pull_request:47108", "pull_request:47113", "pull_request:47143", + "pull_request:47162", "pull_request:47163", "pull_request:47166", "pull_request:47173", @@ -22914,51 +22924,75 @@ "pull_request:47216", "pull_request:47218", "pull_request:47219", - "pull_request:47223" + "pull_request:47223", + "pull_request:47229", + "pull_request:47231", + "pull_request:47235", + "pull_request:47237" ], "soft_pairs": [ + "pull_request:46836|pull_request:47218", + "pull_request:46376|pull_request:47218", + "pull_request:44775|pull_request:46836", + "pull_request:47108|pull_request:47216", + "pull_request:47082|pull_request:47210", + "pull_request:46912|pull_request:47078", + "pull_request:46836|pull_request:47178", + "pull_request:47108|pull_request:47204", + "pull_request:46957|pull_request:47216", + "pull_request:47166|pull_request:47218", + "pull_request:47082|pull_request:47181", + "pull_request:46912|pull_request:47082", + "pull_request:46895|pull_request:47207", + "pull_request:44775|pull_request:46376", "pull_request:47035|pull_request:47198", + "pull_request:43451|pull_request:44775", "pull_request:47035|pull_request:47204", "pull_request:46376|pull_request:47173", "pull_request:46196|pull_request:46376", - "pull_request:47113|pull_request:47204", "pull_request:46196|pull_request:47223", - "pull_request:47089|pull_request:47223", - "pull_request:46266|pull_request:46376", "pull_request:47035|pull_request:47113", "pull_request:47035|pull_request:47069", + "pull_request:46266|pull_request:46376", "pull_request:47069|pull_request:47113", "pull_request:46266|pull_request:47034", "pull_request:47034|pull_request:47108", "pull_request:47069|pull_request:47082", "pull_request:46376|pull_request:47207", "pull_request:47003|pull_request:47178", + "pull_request:46912|pull_request:47113", "pull_request:43451|pull_request:47078", "pull_request:47078|pull_request:47096", - "pull_request:46912|pull_request:47113", "pull_request:47003|pull_request:47078", "pull_request:47113|pull_request:47175", "pull_request:47175|pull_request:47207", "pull_request:44517|pull_request:47181", - "pull_request:47113|pull_request:47223", - "pull_request:43451|pull_request:46266", "pull_request:46376|pull_request:47198", + "pull_request:43451|pull_request:46266", + "pull_request:46895|pull_request:47237", "pull_request:43451|pull_request:44517", "pull_request:47077|pull_request:47216", "pull_request:47069|pull_request:47175", "pull_request:44517|pull_request:47143", - "pull_request:46895|pull_request:47223", - "pull_request:46658|pull_request:46895", + "pull_request:47077|pull_request:47198", + "pull_request:46376|pull_request:47184", "pull_request:43451|pull_request:46957", "pull_request:46957|pull_request:47096", - "pull_request:46376|pull_request:47184", - "pull_request:47077|pull_request:47198", "pull_request:46957|pull_request:47003", + "pull_request:47178|pull_request:47237", "pull_request:47175|pull_request:47223", + "pull_request:46310|pull_request:47162", + "pull_request:46310|pull_request:47231", + "pull_request:47162|pull_request:47231", + "pull_request:46895|pull_request:47235", "pull_request:46895|pull_request:47090", + "pull_request:47090|pull_request:47235", "pull_request:46958|pull_request:47090", + "pull_request:46958|pull_request:47235", "pull_request:46895|pull_request:46958", "pull_request:47218|pull_request:47219", + "pull_request:46834|pull_request:47229", + "pull_request:47223|pull_request:47229", "pull_request:47166|pull_request:47184", "pull_request:46912|pull_request:47175", "pull_request:46658|pull_request:46836", @@ -22966,642 +23000,861 @@ "pull_request:47163|pull_request:47184", "pull_request:46509|pull_request:47143", "pull_request:46509|pull_request:47181", - "pull_request:46509|pull_request:47163", "pull_request:46376|pull_request:46509", - "pull_request:43451|pull_request:46836", - "pull_request:46376|pull_request:47181", - "pull_request:46509|pull_request:46836", - "pull_request:46836|pull_request:47143", - "pull_request:46836|pull_request:47163", - "pull_request:47143|pull_request:47181", - "pull_request:46376|pull_request:47143", - "pull_request:43451|pull_request:46509", - "pull_request:47163|pull_request:47181", - "pull_request:46376|pull_request:47163", - "pull_request:46376|pull_request:47034", - "pull_request:46658|pull_request:47143", - "pull_request:47163|pull_request:47210", - "pull_request:47143|pull_request:47163", - "pull_request:47077|pull_request:47181", - "pull_request:47034|pull_request:47216", - "pull_request:47143|pull_request:47210", - "pull_request:47181|pull_request:47198", - "pull_request:40546|pull_request:43451", - "pull_request:43451|pull_request:47175", - "pull_request:47096|pull_request:47175" + "pull_request:46509|pull_request:47163", + "pull_request:46376|pull_request:47181" ], - "prepared_review_unit_hash": "d8b229da8b05a2988ceda914eba9faf4d7182ad4062c819c2d616530fab3c55c", + "prepared_review_unit_hash": "77eb48263e59bd477bc1ae6c9aa920e044bcbcf93849910b598e28ab68a80c9a", "component_budget": { - "node_count": 54, - "item_count": 54, - "soft_pair_count": 159, - "serialized_chars": 197087, - "estimated_input_tokens": 49272, - "estimated_eval_tokens": 98800 + "node_count": 61, + "item_count": 61, + "soft_pair_count": 172, + "serialized_chars": 218082, + "estimated_input_tokens": 54521, + "estimated_eval_tokens": 109298 }, "budget": { - "node_count": 41, - "item_count": 41, + "node_count": 47, + "item_count": 47, "soft_pair_count": 72, - "serialized_chars": 127033, - "estimated_input_tokens": 31759, - "estimated_eval_tokens": 63774 + "serialized_chars": 139350, + "estimated_input_tokens": 34838, + "estimated_eval_tokens": 69932 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated PRs (new model integrations, docs tweaks, test updates, exporter changes). Only two true duplicate mini-clusters stand out: the CohereASR training-loss double-shift fixes and the Aimv2 image-loading test migrations. Everything else is only broadly similar at the subsystem level, not the same concrete change.", + "summary": "The cluster is mostly a set of unrelated model additions, docs, test updates, and infra tweaks. Only a few true duplicate families appear: MoonshineStreaming sliding-window right-window off-by-one, CohereASR double-shift training loss, TimesFM 2.5 method-name fix, and the COCO image-loading test refactor.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR cleanly represents the whole mixed cluster; among the real duplicate subgroup, PR 47090 is the clearest canonical representative because it is the most explicit and complete CohereASR double-shift fix.", + "canonical_pr_reason": "PR 47090 is the strongest canonical PR: it cleanly addresses a concrete bug (CohereASR double-shift loss), has an explicit issue target, and includes the most precise fix plus tests. It is the clearest representative of the largest true-duplicate family in this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 47090 is the best global PR fit among the actual duplicates: it fixes a concrete, well-scoped code-path bug with an explicit issue tie-in, while most other items are unrelated or only superficially similar.", + "best_pr_reason": "PR 47090 is the best overall representative because it fixes a single concrete code-path problem with explicit tracking, narrow scope, and test coverage. The other true-duplicate groups are either later variants of the same fix or smaller/narrower follow-ups.", "soft_edge_verdicts": [ { - "left": "pull_request:47035", - "right": "pull_request:47198", + "left": "pull_request:46836", + "right": "pull_request:47218", "accept": false, - "reason": "Both touch backend/model plumbing, but they fix different features and code paths." + "reason": "Different changes: one adds Unlimited OCR model support, the other refactors image-loading in tests." }, { - "left": "pull_request:47035", - "right": "pull_request:47204", + "left": "pull_request:46376", + "right": "pull_request:47218", "accept": false, - "reason": "Neuron compile default vs exporter dependencies are unrelated changes." + "reason": "Different domains: continuous batching multimodal support vs test image-loading cleanup." }, { - "left": "pull_request:46376", - "right": "pull_request:47173", + "left": "pull_request:44775", + "right": "pull_request:46836", "accept": false, - "reason": "Both are test/infrastructure oriented, but they address different subsystems and failures." + "reason": "Unrelated docs-only parallelism rename vs a model-addition PR." }, { - "left": "pull_request:46196", - "right": "pull_request:46376", + "left": "pull_request:47108", + "right": "pull_request:47216", "accept": false, - "reason": "Both are generation-related, but one is SDPA dispatch and the other is continuous batching support." + "reason": "Different work: doc-builder pin comment cleanup vs compressed-tensors exporter/quantization changes." }, { - "left": "pull_request:47113", + "left": "pull_request:47082", + "right": "pull_request:47210", + "accept": false, + "reason": "Different model/support areas: RoMa keypoint matcher vs packed SDPA varlen attention routing." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47078", + "accept": false, + "reason": "Different scope: RoPE test expansion vs Japanese docs wording/translation edits." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47178", + "accept": false, + "reason": "Different model additions: Unlimited OCR vs SIGLIP path fixes." + }, + { + "left": "pull_request:47108", "right": "pull_request:47204", "accept": false, - "reason": "Audio requirement fixes vs docker exporter dependencies are not the same change." + "reason": "Different infrastructure work: doc-builder pin comments vs torch-light docker export dependencies." }, { - "left": "pull_request:46196", - "right": "pull_request:47223", + "left": "pull_request:46957", + "right": "pull_request:47216", "accept": false, - "reason": "Unrelated generation/backend work; no shared concrete bug or change." + "reason": "Different functionality: finegrained FP8 decode optimization vs compressed-tensors fp8 support." }, { - "left": "pull_request:47089", - "right": "pull_request:47223", + "left": "pull_request:47166", + "right": "pull_request:47218", "accept": false, - "reason": "Quantization config type-check messages vs TimesFM AttributeError fix are unrelated." + "reason": "Different test updates: quantization expectation tweaks vs image-loading refactor." }, { - "left": "pull_request:46266", + "left": "pull_request:47082", + "right": "pull_request:47181", + "accept": false, + "reason": "Different model additions: RoMa matcher vs Cosmos3 Edge model support." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47082", + "accept": false, + "reason": "Different code paths: RoPE test updates vs new keypoint matcher support." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47207", + "accept": false, + "reason": "Different bugs: CohereASR loss fix vs Swin2SR over-padding fix." + }, + { + "left": "pull_request:44775", "right": "pull_request:46376", "accept": false, - "reason": "Different modernization tasks in different areas; only broad similarity." + "reason": "Unrelated documentation hierarchy update vs continuous batching feature work." }, { "left": "pull_request:47035", - "right": "pull_request:47113", + "right": "pull_request:47198", + "accept": false, + "reason": "Different areas: Neuron torch-compile backend default vs GPTBigCode/GPTNeoX backend support fix." + }, + { + "left": "pull_request:43451", + "right": "pull_request:44775", "accept": false, - "reason": "Neuron compile default and audio feature requirements are unrelated." + "reason": "Different model-adding docs work: Molmo2 docs vs parallelism docs restructuring." }, { "left": "pull_request:47035", - "right": "pull_request:47069", + "right": "pull_request:47204", "accept": false, - "reason": "Trainium compile backend vs num_labels typing fix are not the same bug/change." + "reason": "Different targets: Neuron compile backend vs exporter/test docker image setup." }, { - "left": "pull_request:47069", + "left": "pull_request:46376", + "right": "pull_request:47173", + "accept": false, + "reason": "Different features: multimodal continuous batching vs XPU expectation test maintenance." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46376", + "accept": false, + "reason": "Different attention support work: SDPA dispatch for audio models vs continuous batching multimodal support." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47223", + "accept": false, + "reason": "Different code paths: SDPA dispatch support vs TimesFM 2.5 attribute cleanup/test fix." + }, + { + "left": "pull_request:47035", "right": "pull_request:47113", "accept": false, - "reason": "Configuration typing and audio requirements are unrelated." + "reason": "Unrelated: Neuron compile backend selection vs audio feature/processor requirements fix." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47069", + "accept": false, + "reason": "Different scope: Neuron backend default vs num_labels typing/property behavior." }, { "left": "pull_request:46266", - "right": "pull_request:47034", + "right": "pull_request:46376", "accept": false, - "reason": "Both are Trainium/backend adjacent, but one is a model-support PR and the other is an experiment script." + "reason": "Different change families: DINO conversion mapping/model modernization vs continuous batching feature expansion." }, { "left": "pull_request:47034", "right": "pull_request:47108", "accept": false, - "reason": "Trainium experiment code and doc-builder pin comments do not share the same underlying change." + "reason": "Neuron SFT experiment code vs doc-builder comment cleanup are unrelated." }, { "left": "pull_request:47069", "right": "pull_request:47082", "accept": false, - "reason": "A config property typing fix and a new keypoint matcher are unrelated." + "reason": "Different issues: num_labels returning None vs adding RoMa support." }, { "left": "pull_request:46376", "right": "pull_request:47207", "accept": false, - "reason": "Continuous batching multimodal support and Swin2SR padding fix are unrelated." + "reason": "Different functionality: continuous batching multimodal support vs Swin2SR padding fix." }, { "left": "pull_request:47003", "right": "pull_request:47178", "accept": false, - "reason": "OpenVINO exporter support and SigLIP path fixes are different code paths." + "reason": "Different domains: OpenVINO exporter support vs SIGLIP checkpoint loading path fix." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47113", + "accept": false, + "reason": "Different changes: RoPE test updates vs audio feature/processor requirement annotations." }, { "left": "pull_request:43451", "right": "pull_request:47078", "accept": false, - "reason": "Both are docs-heavy, but one adds a model and the other tweaks Japanese wording." + "reason": "Different docs/model additions: Molmo2 docs vs Japanese wording tweaks." }, { "left": "pull_request:47078", "right": "pull_request:47096", "accept": false, - "reason": "Japanese docs wording/model text changes are unrelated to Kimi exportability." - }, - { - "left": "pull_request:46912", - "right": "pull_request:47113", - "accept": false, - "reason": "RoPE test updates and audio feature/proc requirement fixes are unrelated." + "reason": "Unrelated Japanese docs wording vs Kimi exportability changes." }, { "left": "pull_request:47003", "right": "pull_request:47078", "accept": false, - "reason": "Exporter support and Japanese doc wording updates are not the same change." + "reason": "Different areas: OpenVINO exporter work vs Japanese docs edits." }, { "left": "pull_request:47113", "right": "pull_request:47175", "accept": false, - "reason": "Audio requirements fixes and Olmo3 CI expectation updates are unrelated." + "reason": "Different purposes: audio requirements fixes vs OLMo3 CI expectation updates." }, { "left": "pull_request:47175", "right": "pull_request:47207", "accept": false, - "reason": "Different test/model areas with no shared bug or patch." + "reason": "Different model/test changes: OLMo3 CI numbers vs Swin2SR padding behavior." }, { "left": "pull_request:44517", "right": "pull_request:47181", "accept": false, - "reason": "Both add model docs/support, but for different models and different code paths." + "reason": "Different model families: Qwen3-TTS support vs Cosmos3 Edge model support." }, { - "left": "pull_request:47113", - "right": "pull_request:47223", + "left": "pull_request:46376", + "right": "pull_request:47198", "accept": false, - "reason": "Audio requirements and TimesFM window-size fix are unrelated." + "reason": "Different features: multimodal continuous batching vs GPT backend compatibility fixes." }, { "left": "pull_request:43451", "right": "pull_request:46266", "accept": false, - "reason": "Both are model-integration PRs, but they add different models and code." + "reason": "Different model additions: Molmo2 vs DINO conversion/model modernization." }, { - "left": "pull_request:46376", - "right": "pull_request:47198", + "left": "pull_request:46895", + "right": "pull_request:47237", "accept": false, - "reason": "Continuous batching and backend compatibility fixes are different changes." + "reason": "Same broad model area but different bug: CohereASR loss vs distributed config docstring cleanup." }, { "left": "pull_request:43451", "right": "pull_request:44517", "accept": false, - "reason": "Different model additions; only the broad pattern is shared." + "reason": "Different model additions: Molmo2 vs Qwen3-TTS." }, { "left": "pull_request:47077", "right": "pull_request:47216", "accept": false, - "reason": "Japanese docs translation work and compressed-tensors quantization docs/features are unrelated." + "reason": "Different content: Japanese DistilBERT docs vs compressed-tensors quantization docs/code." }, { "left": "pull_request:47069", "right": "pull_request:47175", "accept": false, - "reason": "A config property typing fix and CI expectation refresh are unrelated." + "reason": "Different issues: num_labels typing fix vs OLMo3 CI expectation refresh." }, { "left": "pull_request:44517", "right": "pull_request:47143", "accept": false, - "reason": "Different model-support additions with no shared concrete implementation." + "reason": "Different model support: Qwen3-TTS vs NeuCodec." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47198", + "accept": false, + "reason": "Different content: Japanese docs translation vs GPT backend fixes." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47184", + "accept": false, + "reason": "Different domains: continuous batching feature work vs test-annotation changes for Qwen3-Next/VideOMT." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46957", + "accept": false, + "reason": "Different areas: Molmo2 model addition vs finegrained FP8/v4 optimizer-routing work." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47096", + "accept": false, + "reason": "Different functionality: FP8 decode optimization vs exportable Kimi model support." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47003", + "accept": false, + "reason": "Different scopes: FP8 grouped/batched kernel work vs OpenVINO exporter support." + }, + { + "left": "pull_request:47178", + "right": "pull_request:47237", + "accept": false, + "reason": "Different areas: SIGLIP checkpoint URL fix vs distributed config docstring update." + }, + { + "left": "pull_request:47175", + "right": "pull_request:47223", + "accept": false, + "reason": "Different changes: OLMo3 CI expectations vs TimesFM 2.5 preprocessing fix." + }, + { + "left": "pull_request:46310", + "right": "pull_request:47162", + "accept": true, + "reason": "Same MoonshineStreaming sliding-window right-window off-by-one bug; same files and same issue target 46305." + }, + { + "left": "pull_request:46310", + "right": "pull_request:47231", + "accept": true, + "reason": "Same MoonshineStreaming right-context bug with the same fix family and issue target 46305." + }, + { + "left": "pull_request:47162", + "right": "pull_request:47231", + "accept": true, + "reason": "Same MoonshineStreaming sliding-window off-by-one fix; identical underlying code-path and issue 46305." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47235", + "accept": true, + "reason": "Same CohereASR training-loss double-shift bug; same model files and shared issue 46894." }, { "left": "pull_request:46895", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR training-loss double-shift bug; same files and same fix direction." + "reason": "Same CohereASR double-shift loss bug; 47090 is a more explicit version of the same fix." + }, + { + "left": "pull_request:47090", + "right": "pull_request:47235", + "accept": true, + "reason": "Same CohereASR loss-shift bug in the same code path; these are alternative implementations of one fix." }, { "left": "pull_request:46958", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR double-shift loss bug; 47090 is the cleaner follow-up fix for the same code path." + "reason": "Same CohereASR training-loss double-shift bug, despite different loss-expression details." + }, + { + "left": "pull_request:46958", + "right": "pull_request:47235", + "accept": true, + "reason": "Same CohereASR loss-shift issue in the same files and issue 46894." }, { "left": "pull_request:46895", "right": "pull_request:46958", "accept": true, - "reason": "Both target the same CohereASR loss double-shift issue in the same files." + "reason": "Same CohereASR bug and same target files; both are variants of the double-shift fix." }, { "left": "pull_request:47218", "right": "pull_request:47219", "accept": true, - "reason": "Both migrate the same image-loading tests to HF Hub fixtures/helper loading and appear to be the same underlying test change." + "reason": "Same test-image loading migration from external COCO URLs to HF Hub fixtures; same integration-test code paths." + }, + { + "left": "pull_request:46834", + "right": "pull_request:47229", + "accept": true, + "reason": "Same TimesFM 2.5 preprocessing method-name bug in the moving-average call; same underlying code-path and issue 46821." + }, + { + "left": "pull_request:47223", + "right": "pull_request:47229", + "accept": true, + "reason": "Same TimesFM 2.5 window_size/moving-average method-name fix with the same issue target 46821." }, { "left": "pull_request:47166", "right": "pull_request:47184", "accept": false, - "reason": "Both are test updates, but one is quantization coverage and the other is accelerator/device-map test adjustments." + "reason": "Different test maintenance tasks: quantization expectation updates vs multi-accelerator test annotations." }, { "left": "pull_request:46912", "right": "pull_request:47175", "accept": false, - "reason": "Different fixes: RoPE test coverage vs Olmo3 CI expectation updates." + "reason": "Different work: RoPE test adjustments vs OLMo3 CI expectation updates." }, { "left": "pull_request:46658", "right": "pull_request:46836", "accept": false, - "reason": "Step3.7 flash work and Unlimited OCR are unrelated model additions." + "reason": "Different model additions: Step-3.7-Flash tooling/support vs Unlimited OCR model support." }, { "left": "pull_request:47163", "right": "pull_request:47166", "accept": false, - "reason": "Paged-attention XPU test support and quantization test updates are not the same underlying change." + "reason": "Different testing concerns: paged-attention XPU coverage vs quantization regression expectations." }, { "left": "pull_request:47163", "right": "pull_request:47184", "accept": false, - "reason": "Different test suites and different hardware-targeted adjustments." + "reason": "Different test areas: XPU paged-attention coverage vs Qwen3-Next/VideOMT accelerator test tweaks." }, { "left": "pull_request:46509", "right": "pull_request:47143", "accept": false, - "reason": "Nemotron Omni support and NeuCodec support are different model integrations." + "reason": "Different model support: Nemotron Omni vs NeuCodec." }, { "left": "pull_request:46509", "right": "pull_request:47181", "accept": false, - "reason": "Different model families and different integration code." + "reason": "Different model support: Nemotron Omni vs Cosmos3 Edge." }, { "left": "pull_request:46376", "right": "pull_request:46509", "accept": false, - "reason": "Continuous batching changes and Nemotron Omni model support are unrelated." + "reason": "Different features: continuous batching multimodal support vs Nemotron Omni model addition." }, + { + "left": "pull_request:46509", + "right": "pull_request:47163", + "accept": false, + "reason": "Different work: Nemotron Omni model support vs XPU paged-attention test coverage." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47181", + "accept": false, + "reason": "Different features: continuous batching multimodal support vs Cosmos3 Edge model support." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 32, + "review_unit_index": 3, + "review_unit_count": 3, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-61", + "nodes": [ + "pull_request:40546", + "pull_request:43451", + "pull_request:46376", + "pull_request:46509", + "pull_request:46658", + "pull_request:46836", + "pull_request:47003", + "pull_request:47034", + "pull_request:47077", + "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:47210", + "pull_request:47216", + "pull_request:47223", + "pull_request:47237" + ], + "soft_pairs": [ + "pull_request:43451|pull_request:46836", + "pull_request:46509|pull_request:46836", + "pull_request:46836|pull_request:47143", + "pull_request:46836|pull_request:47163", + "pull_request:47143|pull_request:47181", + "pull_request:46376|pull_request:47143", + "pull_request:43451|pull_request:46509", + "pull_request:47163|pull_request:47181", + "pull_request:46376|pull_request:47163", + "pull_request:46376|pull_request:47034", + "pull_request:46658|pull_request:47143", + "pull_request:47163|pull_request:47210", + "pull_request:47143|pull_request:47163", + "pull_request:47077|pull_request:47181", + "pull_request:47034|pull_request:47216", + "pull_request:47143|pull_request:47210", + "pull_request:47181|pull_request:47198", + "pull_request:40546|pull_request:43451", + "pull_request:43451|pull_request:47175", + "pull_request:47096|pull_request:47175", + "pull_request:47003|pull_request:47175", + "pull_request:43451|pull_request:46658", + "pull_request:46658|pull_request:47096", + "pull_request:46658|pull_request:47003", + "pull_request:43451|pull_request:47143", + "pull_request:43451|pull_request:47163", + "pull_request:47198|pull_request:47237", + "pull_request:47223|pull_request:47237", + "pull_request:43451|pull_request:47181", + "pull_request:43451|pull_request:47096", + "pull_request:43451|pull_request:47003", + "pull_request:47003|pull_request:47096", + "pull_request:43451|pull_request:47237", + "pull_request:47096|pull_request:47237", + "pull_request:43451|pull_request:47034", + "pull_request:47034|pull_request:47096", + "pull_request:43451|pull_request:47166", + "pull_request:47096|pull_request:47166", + "pull_request:43451|pull_request:47184", + "pull_request:43451|pull_request:47223", + "pull_request:47003|pull_request:47237", + "pull_request:47096|pull_request:47143", + "pull_request:47003|pull_request:47143", + "pull_request:47096|pull_request:47163", + "pull_request:47143|pull_request:47237", + "pull_request:47163|pull_request:47237" + ], + "prepared_review_unit_hash": "7234c6cdcf7adbd6823cf0e14dfe6accf1336778da6eef756fa9c3e1642a4f9b", + "component_budget": { + "node_count": 61, + "item_count": 61, + "soft_pair_count": 172, + "serialized_chars": 218082, + "estimated_input_tokens": 54521, + "estimated_eval_tokens": 109298 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 46, + "serialized_chars": 68174, + "estimated_input_tokens": 17044, + "estimated_eval_tokens": 34344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a false-positive bucket: mostly unrelated feature/model PRs, docs additions, exporter work, and test tweaks that only share common registry or scaffolding files. I do not see any true duplicate PR pairs.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the items are heterogeneous and not duplicates; the shared overlaps are mostly broad docs/auto-registry scaffolding.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is a safe representative duplicate target. If forced, 46836 is the broadest model-support PR, but it is still not a duplicate of the others.", + "soft_edge_verdicts": [ { "left": "pull_request:43451", "right": "pull_request:46836", "accept": false, - "reason": "Different model additions with different subsystems and files." - }, - { - "left": "pull_request:46376", - "right": "pull_request:47181", - "accept": false, - "reason": "Continuous batching and Cosmos3 Edge model support are unrelated." + "reason": "Molmo2 vs Unlimited OCR are different model-addition PRs; shared docs/auto-registry files are boilerplate." }, { "left": "pull_request:46509", "right": "pull_request:46836", "accept": false, - "reason": "Nemotron Omni and Unlimited OCR are unrelated model additions." + "reason": "Nemotron Omni vs Unlimited OCR are unrelated model additions with different code paths." }, { "left": "pull_request:46836", "right": "pull_request:47143", "accept": false, - "reason": "Unlimited OCR support and NeuCodec support are different model integrations." + "reason": "Unlimited OCR and NeuCodec are different model-support PRs; overlap is only framework scaffolding." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47163", + "accept": false, + "reason": "Model-support PR vs XPU paged-attention test tweak; these are unrelated changes." }, { "left": "pull_request:47143", "right": "pull_request:47181", "accept": false, - "reason": "Different model additions; same broad pattern, not the same change." + "reason": "NeuCodec vs Cosmos3 Edge are distinct model additions, not the same underlying change." }, { "left": "pull_request:46376", - "right": "pull_request:47163", + "right": "pull_request:47143", "accept": false, - "reason": "Continuous batching internals vs paged-attention test coverage are different changes." + "reason": "Continuous batching multimodal support and NeuCodec model support are unrelated work." }, { "left": "pull_request:43451", "right": "pull_request:46509", "accept": false, - "reason": "Different model-support PRs for different architectures." + "reason": "Molmo2 and Nemotron Omni are different model integrations; common auto files do not imply duplication." }, { "left": "pull_request:47163", "right": "pull_request:47181", "accept": false, - "reason": "Paged-attention tests and Cosmos3 Edge model support are unrelated." + "reason": "Paged-attention XPU tests and Cosmos3 Edge model support are unrelated." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47163", + "accept": false, + "reason": "Continuous batching changes and paged-attention XPU tests address different code paths." }, { "left": "pull_request:46376", "right": "pull_request:47034", "accept": false, - "reason": "Continuous batching work and Trainium SFT experiment code are unrelated." + "reason": "Multimodal continuous batching and Neuron SFT scripts are unrelated changes." }, { "left": "pull_request:46658", "right": "pull_request:47143", "accept": false, - "reason": "Step3.7 flash tooling and NeuCodec model support are unrelated." + "reason": "Step3.7 flash implementation and NeuCodec support are different model/features." }, { "left": "pull_request:47163", "right": "pull_request:47210", "accept": false, - "reason": "Paged-attention XPU tests and packed SDPA varlen routing are different attention changes." + "reason": "Paged-attention XPU tests and packed SDPA varlen routing are different changes; test overlap is incidental." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47163", + "accept": false, + "reason": "NeuCodec model support and XPU paged-attention tests are unrelated." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47181", + "accept": false, + "reason": "Japanese DistilBERT docs translation and Cosmos3 Edge model support are unrelated." + }, + { + "left": "pull_request:47034", + "right": "pull_request:47216", + "accept": false, + "reason": "Neuron finetuning scripts and compressed-tensors exporter work are different areas." }, { "left": "pull_request:47143", "right": "pull_request:47210", "accept": false, - "reason": "NeuCodec support and packed SDPA routing are unrelated." + "reason": "NeuCodec support and SDPA varlen packed-row routing are unrelated changes." }, { "left": "pull_request:47181", "right": "pull_request:47198", "accept": false, - "reason": "Different model-support work; no shared concrete bug or code path." + "reason": "Cosmos3 Edge model support and GPTNeoX/GPTBigCode backend fixes are different concrete changes." }, { "left": "pull_request:40546", "right": "pull_request:43451", "accept": false, - "reason": "Both are large model-support PRs, but they add different models and unrelated code." + "reason": "VibeVoice and Molmo2 are separate model-addition PRs." }, { "left": "pull_request:43451", "right": "pull_request:47175", "accept": false, - "reason": "Molmo2 model support and Olmo3 CI expectations are unrelated." + "reason": "Molmo2 model support and OLMo3 CI expectation updates are unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47175", "accept": false, - "reason": "Exportability fixes for Kimi and Olmo3 CI updates are unrelated." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 1, - "component_count": 33, - "review_unit_index": 3, - "review_unit_count": 3, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-54", - "nodes": [ - "pull_request:43451", - "pull_request:46509", - "pull_request:46658", - "pull_request:47003", - "pull_request:47034", - "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:47223" - ], - "soft_pairs": [ - "pull_request:47003|pull_request:47175", - "pull_request:43451|pull_request:46658", - "pull_request:46658|pull_request:47096", - "pull_request:46658|pull_request:47003", - "pull_request:43451|pull_request:47143", - "pull_request:43451|pull_request:47163", - "pull_request:43451|pull_request:47198", - "pull_request:43451|pull_request:47096", - "pull_request:43451|pull_request:47003", - "pull_request:47003|pull_request:47096", - "pull_request:43451|pull_request:47034", - "pull_request:47034|pull_request:47096", - "pull_request:43451|pull_request:47166", - "pull_request:47096|pull_request:47166", - "pull_request:43451|pull_request:47184", - "pull_request:43451|pull_request:47223", - "pull_request:47096|pull_request:47223", - "pull_request:43451|pull_request:47181", - "pull_request:47003|pull_request:47223", - "pull_request:47096|pull_request:47143", - "pull_request:47003|pull_request:47143", - "pull_request:47096|pull_request:47163", - "pull_request:47003|pull_request:47163", - "pull_request:46509|pull_request:47096" - ], - "prepared_review_unit_hash": "18548f9e86c9b6139b14daaf6430cfd514b2be221aee1eb91da233410030dd9a", - "component_budget": { - "node_count": 54, - "item_count": 54, - "soft_pair_count": 159, - "serialized_chars": 197087, - "estimated_input_tokens": 49272, - "estimated_eval_tokens": 98800 - }, - "budget": { - "node_count": 14, - "item_count": 14, - "soft_pair_count": 24, - "serialized_chars": 41303, - "estimated_input_tokens": 10326, - "estimated_eval_tokens": 20908 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "These PRs are mostly unrelated: model additions, exporter work, test updates, and one backend/conversion fix. The shared similarity is broad Transformers plumbing, not a single underlying bug or change, so no soft edges should be merged.", - "confidence": 0.97, - "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical PR emerges from this cluster; the items span unrelated features and tests. If one must be named, 43451 is the most substantial standalone model-add PR, but it is not a duplicate of the others.", - "best_issue_reason": null, - "best_pr_reason": "43451 is the strongest representative of the cluster only in the sense that it is the largest, most complete feature PR here; however, it should not be used as a duplicate sink for the others.", - "soft_edge_verdicts": [ + "reason": "Exportable Kimi backend changes and OLMo3 CI updates are unrelated." + }, { "left": "pull_request:47003", "right": "pull_request:47175", "accept": false, - "reason": "OpenVINO exporter work is unrelated to Olmo3 CI test expectation updates; different code paths and different goals." + "reason": "OpenVINO exporter work and OLMo3 CI expectation updates are unrelated." + }, + { + "left": "pull_request:47198", + "right": "pull_request:47237", + "accept": false, + "reason": "GPTNeoX/GPTBigCode backend fixes and DistributedConfig docstring cleanup are unrelated." + }, + { + "left": "pull_request:47223", + "right": "pull_request:47237", + "accept": false, + "reason": "TimesFM window_size bugfix and DistributedConfig documentation are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46658", "accept": false, - "reason": "Molmo2 model support and Step-3.7 flash checkpoint conversion are separate model integrations with different files, code paths, and release targets." + "reason": "Molmo2 model support and Step3.7 flash implementation are unrelated model additions." }, { "left": "pull_request:46658", "right": "pull_request:47096", "accept": false, - "reason": "Step-3.7 flash model conversion/loading is unrelated to Kimi exportability changes; they touch different models and mechanics." + "reason": "Step3.7 flash implementation and exportable Kimi backend fixes are different changes." }, { "left": "pull_request:46658", "right": "pull_request:47003", "accept": false, - "reason": "Step-3.7 flash checkpoint tooling is not the same change as adding an OpenVINO exporter." + "reason": "Step3.7 flash implementation and OpenVINO exporter work are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47143", "accept": false, - "reason": "Molmo2 support and NeuCodec support are distinct model additions with different configs, processors, and tests." + "reason": "Molmo2 and NeuCodec are different model-support PRs." }, { "left": "pull_request:43451", "right": "pull_request:47163", "accept": false, - "reason": "Molmo2 model support is unrelated to adding XPU paged-attention tests for generation." + "reason": "Molmo2 model support and XPU paged-attention tests are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47237", + "accept": false, + "reason": "OpenVINO exporter changes and DistributedConfig docs are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47143", + "accept": false, + "reason": "Exportable Kimi backend changes and NeuCodec support are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47143", + "accept": false, + "reason": "OpenVINO exporter work and NeuCodec support are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47163", + "accept": false, + "reason": "Exportable Kimi backend work and XPU paged-attention tests are unrelated." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47237", + "accept": false, + "reason": "NeuCodec support and DistributedConfig docs are unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47237", + "accept": false, + "reason": "Paged-attention XPU tests and DistributedConfig docs are unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:47198", + "right": "pull_request:47181", "accept": false, - "reason": "Molmo2 model addition does not match the GPTBigCode/GPTNeoX backend/export compatibility fix." + "reason": "Molmo2 and Cosmos3 Edge are separate model additions." }, { "left": "pull_request:43451", "right": "pull_request:47096", "accept": false, - "reason": "Molmo2 model support is unrelated to Kimi exportability and attention-backend changes." + "reason": "Molmo2 model support and exportable Kimi backend work are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47003", "accept": false, - "reason": "Model addition work for Molmo2 is a different change than introducing OpenVINO exporter support." + "reason": "Molmo2 model support and OpenVINO exporter work are unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47096", "accept": false, - "reason": "OpenVINO exporter support and Kimi exportability are both exporter-related only at a very broad level; they fix different code paths and should not be merged as duplicates." + "reason": "OpenVINO exporter and exportable Kimi are both export-related but target different backends and code paths." }, { "left": "pull_request:43451", "right": "pull_request:47034", "accept": false, - "reason": "Molmo2 model support is unrelated to the Neuron SFT experiment and training-script changes." + "reason": "Molmo2 model support and Neuron SFT scripts are unrelated." }, { "left": "pull_request:47034", "right": "pull_request:47096", "accept": false, - "reason": "Neuron finetuning experiment changes do not overlap with Kimi export/backend fixes." + "reason": "Neuron finetuning scripts and exportable Kimi backend fixes are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47166", "accept": false, - "reason": "Molmo2 model support and quantization test expansions are different kinds of changes with no shared underlying bug." + "reason": "Molmo2 model support and quantization test updates are unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47166", "accept": false, - "reason": "Kimi export/backend work is not the same as GPTQ/MXFP4 test adjustments." + "reason": "Exportable Kimi backend changes and quantization test updates are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47184", "accept": false, - "reason": "Molmo2 model support is unrelated to the Qwen3 Next multi-accelerator test annotation change." + "reason": "Molmo2 model support and accelerator-test renames are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47223", "accept": false, - "reason": "Molmo2 model addition is unrelated to the TimesFM2.5 window_size AttributeError fix." - }, - { - "left": "pull_request:47096", - "right": "pull_request:47223", - "accept": false, - "reason": "Kimi export/back-end changes and TimesFM2.5 config/test fixes address different models and failure modes." + "reason": "Molmo2 model support and TimesFM window_size bugfix are unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:47181", - "accept": false, - "reason": "Molmo2 and Cosmos3 Edge are separate model-support PRs with different architectures and files." - }, - { - "left": "pull_request:47003", - "right": "pull_request:47223", - "accept": false, - "reason": "OpenVINO exporter support is unrelated to the TimesFM2.5 AttributeError fix." - }, - { - "left": "pull_request:47096", - "right": "pull_request:47143", - "accept": false, - "reason": "Kimi export/backend support and NeuCodec model support are unrelated changes." - }, - { - "left": "pull_request:47003", - "right": "pull_request:47143", + "right": "pull_request:47166", "accept": false, - "reason": "OpenVINO exporter support does not describe the same underlying feature as NeuCodec model integration." + "reason": "Molmo2 model support and quantization test adjustments are unrelated." }, { "left": "pull_request:47096", - "right": "pull_request:47163", + "right": "pull_request:47237", "accept": false, - "reason": "Kimi export/backend fixes are unrelated to paged-attention test coverage for XPU." + "reason": "Exportable Kimi backend work and DistributedConfig docs are unrelated." }, { "left": "pull_request:47003", - "right": "pull_request:47163", - "accept": false, - "reason": "OpenVINO exporter work is not the same as adding XPU paged-attention tests." - }, - { - "left": "pull_request:46509", "right": "pull_request:47096", "accept": false, - "reason": "Nemotron Omni support is a model-addition PR; Kimi exportability is a separate backend compatibility change." + "reason": "OpenVINO exporter and exportable Kimi are distinct exporter/backend changes, not the same fix." } ] }, @@ -23615,7 +23868,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23631,7 +23884,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "ff9566c255cab4a813d1ae96af9aa79ffb1502218d596d8be8f0b2054e7f3d6c", + "prepared_review_unit_hash": "c8d934a65e853ac3b18bc1b9175488d3dc135cdb163dcec326db468fe1f0acd2", "component_budget": { "node_count": 2, "item_count": 2, @@ -23653,18 +23906,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image-classification support. They should not be clustered as duplicates.", + "summary": "These are unrelated pull requests: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They share only a broad theme of model capability additions, not the same underlying change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "If one PR must represent the set, #41224 is the better canonical PR because it is a narrower, concrete feature addition with clearer model-specific scope and substantial review activity.", + "canonical_pr_reason": "No canonical PR: the changes target different models, different code paths, and different user-facing features.", "best_issue_reason": null, - "best_pr_reason": "#41224 is the strongest standalone PR in this cluster: it targets a specific code path, includes docs/tests, and has a well-defined feature boundary.", + "best_pr_reason": "No global best PR for duplicate purposes; neither PR is a duplicate of the other, so neither should represent the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models and different changes: TimesFM forecasting with covariates vs. DINOv3 image classification support. No shared files, targets, or underlying bug/change." + "reason": "Different models and distinct features/code paths; they are not the same bug or change and would not plausibly be merged into one PR." } ] }, @@ -23678,7 +23931,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23741,7 +23994,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23783,154 +24036,136 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "afdec1af5aa3c2511a2c414d5f7f685b48549a0aa87501e37592fc81e3586cd3", + "prepared_review_unit_hash": "7e475d3cac445870f490610ab20b0457becd316575588a862cb2eb97bbf980d9", "component_budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 17, - "serialized_chars": 31599, - "estimated_input_tokens": 7900, - "estimated_eval_tokens": 16056 + "serialized_chars": 31590, + "estimated_input_tokens": 7898, + "estimated_eval_tokens": 16052 }, "budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 17, - "serialized_chars": 31599, - "estimated_input_tokens": 7900, - "estimated_eval_tokens": 16056 + "serialized_chars": 31590, + "estimated_input_tokens": 7898, + "estimated_eval_tokens": 16052 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The only likely duplicate pair is the two `fixed_cross_entropy` PRs; the rest are unrelated changes that merely touch adjacent transformer subsystems or share broad themes like model integration/testing.", - "confidence": 0.91, + "summary": "This cluster is mostly unrelated PRs with one clear duplicate pair in `fixed_cross_entropy`: PR #43251 and PR #43254 implement the same `cross_entropy` kwargs passthrough on the same file and issue target. The rest are separate changes across different subsystems and should not be merged together.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best canonical choice because it directly targets the shared `fixed_cross_entropy` bug, explicitly links the tracking issue, and contains the more complete fix for forwarding supported `cross_entropy` kwargs.", + "canonical_pr_reason": "PR #43251 is the best canonical PR for the duplicate pair because it directly targets issue #43240 and contains the more complete fix (`weight` and `label_smoothing` passthrough) in `loss_utils.py`.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest representative of the cluster\u2019s only true duplicate change-set: same file, same function, same issue, and a superset-style implementation of the same fix.", + "best_pr_reason": "PR #43251 is the strongest representative of the only true duplicate pair; the other PRs are unrelated feature additions, refactors, or tests and do not belong in the same canonical change.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Different problems: Mistral tokenizer API gaps vs. Executorch dynamic-shape export testing." + "reason": "Mistral tokenizer API additions and an Executorch dynamic-shape test are unrelated code paths and not the same change." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Unrelated: tokenizer method additions for Mistral vs. adding a new MobileLLM model." + "reason": "Tokenizer method additions are unrelated to adding the MobileLLM model." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Both are processor/model loading work, but they fix different models and different code paths." + "reason": "Processor auto-loading robustness and a new model implementation are different changes." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "`fixed_cross_entropy` kwargs forwarding is unrelated to adding MobileLLM model support." + "reason": "Cross-entropy kwargs passthrough and MobileLLM model addition are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Cross-entropy loss plumbing is unrelated to Mistral4 model/test changes." + "reason": "Loss-function kwargs support and Mistral4 test fixes do not address the same bug or code path." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Dynamic export tests and Mistral4 fixes do not address the same underlying bug." + "reason": "Executorch export tests and Mistral4 test fixes are separate test concerns, not one merged fix." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch export coverage vs. new model addition are different changes." + "reason": "Dynamic-shape export testing is unrelated to adding a new model." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model onboarding and `cls.config` resolution ordering are unrelated." + "reason": "MobileLLM model onboarding and config-resolution ordering are unrelated changes." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM introduction and Falcon output-interface refactoring are different code paths." + "reason": "New model addition and Falcon output-interface refactoring are different code paths." }, { - "left": "pull_request:43823", + "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Model addition vs. repository skill/documentation changes; not the same change." - }, - { - "left": "pull_request:43823", - "right": "pull_request:45655", - "accept": false, - "reason": "Different subsystems and bug types; no shared concrete fix." + "reason": "Falcon refactor and model-creation skill content are unrelated." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-collection refactor is not the same as Mistral4 test/model fixes." - }, - { - "left": "pull_request:43995", - "right": "pull_request:45213", - "accept": false, - "reason": "Falcon model refactor vs. model-creation skill PR are unrelated." + "reason": "Falcon output collection refactor and Mistral4 test fixes are not the same underlying issue." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model fixes and `layrnorm` typo renaming are different bugs with different affected files." + "reason": "Mistral4 test fixes and a `layrnorm` rename sweep are different fixes." }, { "left": "pull_request:44827", - "right": "pull_request:45213", + "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 fixes are unrelated to the model-creation skill/large scaffold PR." + "reason": "Mistral4 test fixes and adding a TDT loss kernel are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "No common concrete bug: Mistral4 fixes vs. `cls.config` resolution order." + "reason": "Mistral4 test fixes and config resolution order changes are separate problems." }, { "left": "pull_request:44827", - "right": "pull_request:46048", - "accept": false, - "reason": "Mistral4 fixes are unrelated to the TDT loss kernel addition." - }, - { - "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Adding a model and adding a model-creation skill are not the same underlying change." + "reason": "Mistral4 test fixes and the model-creation skill are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same function, same file, same tracking issue, and both aim to forward supported `cross_entropy` kwargs; they could plausibly be merged into one fix." + "reason": "Both PRs fix the same `fixed_cross_entropy` behavior in `loss_utils.py` for issue #43240 and are plausibly mergeable into one implementation." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft-edge pair, pull_request:43251 and pull_request:43254, is well-supported: same file, same function, same tracked issue, and the diffs are mergeable as one bugfix. The other rejected pairs are described at a high level without overstating evidence." + "feedback": "The conclusions are grounded in the packet: PR #43251 and PR #43254 are the only clearly related pair, both touching `src/transformers/loss/loss_utils.py` and targeting issue #43240. The other soft-edge rejections are conservative and consistent with the diffs. Minor wording note: the shared fix is more precisely support for `weight` and `label_smoothing` in `fixed_cross_entropy` than arbitrary kwargs passthrough." }, "evaluator_used": true, "retried": false, @@ -23941,7 +24176,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23957,7 +24192,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "ea38cc0f59f7a0f06fbe7daa85cb3a14c0a50ec80956fc5eff3beb475ade9b90", + "prepared_review_unit_hash": "3a9e5863c3819e16660609b2a4ffb31cad0b59b46e46643004507debfa6667ff", "component_budget": { "node_count": 2, "item_count": 2, @@ -23979,18 +24214,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are broad GitHub Actions maintenance bumps, but they target different underlying upgrades: one is a Node 24 compatibility sweep, the other is a latest-version bump focused on Docker/build actions. They overlap on some workflow files, but not on the same concrete change or fix.", - "confidence": 0.91, + "summary": "Two separate GitHub Actions dependency-upgrade PRs overlap in workflows, but they target different action/version bumps and are not the same concrete change.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the clearer representative: it has a specific compatibility goal (Node 24) and a coherent set of workflow-action updates across many files.", + "canonical_pr_reason": "PR 42975 is the best canonical representative because it has a clear, specific goal (Node 24 compatibility) and broadly updates workflow actions across the repo.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the strongest standalone choice because its intent is explicit and it covers the broader workflow-action compatibility migration, whereas 42976 is a separate version bump for different actions.", + "best_pr_reason": "PR 42975 is the strongest cluster exemplar: it is the more explicit and comprehensive workflow-actions upgrade, whereas 42976 is a narrower latest-version bump focused on different actions.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Reject: both are workflow dependency updates, but they do not fix the same concrete problem. 42975 is about Node 24 compatibility for core GitHub actions; 42976 upgrades docker/build-push-action and related actions to newer versions. Shared workflow files alone are not enough to treat them as duplicates." + "reason": "Overlap is only at the level of general CI maintenance. 42975 upgrades GitHub Actions for Node 24 compatibility, while 42976 mainly bumps docker/build-push-action and a few other workflow actions to latest versions. They do not appear to fix the same concrete code-path problem and would not naturally merge into one PR." } ] }, @@ -24004,7 +24239,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24025,12 +24260,12 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "258393b9b1ae6f53dcd74e6d7b9f497c2273b498cd204e63896882c54f3cedce", + "prepared_review_unit_hash": "ec619d6c6cf359dfe6ff5d52a36e3781e5e4e53a26cd1897835f16bf774ef0cd", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13047, + "serialized_chars": 13046, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -24038,7 +24273,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13047, + "serialized_chars": 13046, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -24047,36 +24282,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four items are independent model-addition PRs (ViT NEPA, Molmo, CTSM, Step3p7). Their overlap is limited to shared Hugging Face boilerplate like docs and auto-registration, not the same code-path fix or feature.", - "confidence": 0.95, + "summary": "All four items are separate model-addition pull requests (ViT NEPA, Molmo, CTSM, Step3p7). Their overlap is standard boilerplate for registering a new model, not the same underlying bug or change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these are distinct model integrations with different architectures, files, and test surfaces, so there is no duplicate target among them.", + "canonical_pr_reason": "PR 45490 is the best cluster representative because it is a substantial model-integration PR with broad core wiring and tests, not just docs or lightweight registration.", "best_issue_reason": null, - "best_pr_reason": "Step3p7 is the strongest standalone representative in this set because it has the broadest integration surface and highest review activity, but it is still a separate model addition rather than a duplicate of the others.", + "best_pr_reason": "PR 45490 is the strongest representative available: it shows the typical end-to-end model add flow with core source changes, auto-mapping updates, and tests.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "ViT NEPA and Molmo are different model integrations; shared registry/docs changes are boilerplate and not evidence of the same underlying change." + "reason": "Different models and code paths (ViT NEPA vs Molmo); shared docs/auto-registry edits are routine model-addition boilerplate." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA vs CTSM: different model families and code paths. The overlap is only generic auto/docs wiring." + "reason": "Different model integrations (ViT NEPA vs CTSM); the overlap is only generic registration/docs scaffolding." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are separate new-model PRs; they do not appear to fix or add the same concrete implementation." + "reason": "Molmo and CTSM are unrelated model additions; similar filenames reflect common template changes, not one concrete fix." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3p7 both touch model-registration infrastructure, but they introduce different models and unrelated implementations, so they should not be merged as duplicates." + "reason": "CTSM vs Step3p7 are distinct model implementations; shared auto/model-doc changes are not enough to merge as duplicates." } ] }, @@ -24090,7 +24325,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24125,130 +24360,130 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "df636795354635f36383c927b5ec64f4e2a6a4f0ff4628b871089c6d4641bf02", + "prepared_review_unit_hash": "3299aff448e94609d2329d76c2a93ada07c8c61537db21c0e3d677a8d88871aa", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19601, - "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": 19601, - "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": "Only the two YOLOS PRs are close enough to treat as the same underlying fix; the rest are unrelated test-only or subsystem-specific changes despite similar titles/labels.", - "confidence": 0.91, + "summary": "Most items are unrelated PRs that only look similar because they are small fixes or test edits. The only true near-duplicate is the YOLOS pair: both address the same device_map=\"auto\" device-mismatch bug in modeling_yolos.py, and one is a partial/subsumed fix of the other.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46922 is the best representative because it addresses the concrete YOLOS device-mismatch path directly and also includes the model split guard, making it the more complete version of the 46886/46922 fix pair.", + "canonical_pr_reason": "Choose PR 46922 as canonical: it fixes the actual YOLOS forward-path device mismatch and also includes the no-split-module safeguard, so it subsumes the narrower 46886 patch on the same issue target.", "best_issue_reason": null, - "best_pr_reason": "PR 46922 is the strongest standalone PR: it targets the same YOLOS issue as 46886, fixes the runtime device placement bug in forward, and includes the supporting _no_split_modules change.", + "best_pr_reason": "PR 46922 is the best representative of the only real duplicate cluster because it contains the most complete fix for the concrete YOLOS device-map bug.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are generic test-fix PRs, but they touch different models and different code paths; the similarity is only in the vague title and test assertions." + "reason": "Both are generic test-fix PRs, but they target different models and different test code paths; no shared concrete bug or change." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenizer/test cleanup and FP8 dequant logic are unrelated changes in different subsystems." + "reason": "Whisper tokenization/tests vs FP8 dequantization/loading logic are unrelated code paths." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper decode tests and generation/watermarking validation are different features with no shared bug." + "reason": "Whisper test cleanup does not match the generation/watermarking validation fix." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper test changes and YOLOS device-map fixes are unrelated model-specific issues." + "reason": "Whisper test/tokenizer changes are unrelated to YOLOS device placement under device_map=\"auto\"." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "These are both test/integration PRs, but they concern different models and different failure modes." + "reason": "CLIP/ViT test edits are unrelated to CI/integration-test infrastructure changes." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "CLIP/ViT test edits do not overlap with the FP8 loading/dequant fix." + "reason": "Different model test suites and a different underlying bug; same broad 'fix' flavor is not enough." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Model test scaffolding changes are not the same as the generation watermarking validation fix." + "reason": "These touch unrelated areas: model test stubs vs generation config validation." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "Vague test fixes for CLIP/ViT are not the same underlying bug as YOLOS device placement." + "reason": "CLIP/ViT test changes do not share the YOLOS device-mismatch code path." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequantization/loading code and Phimoe CI integration setup are different problems." + "reason": "FP8 quantization/loading changes are unrelated to CI runner memory/device-map test setup." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "These modify unrelated areas: fine-grained FP8 quantization versus generation config validation." + "reason": "They both mention model loading/generation-adjacent code, but the concrete bugs and files differ." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "No shared code path: FP8 kernel/loading changes versus YOLOS device-map behavior." + "reason": "FP8 dequantization fixes and YOLOS device placement are distinct bugs in different subsystems." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation watermarking validation and Phimoe CI memory/device setup are unrelated." + "reason": "Generation watermarking validation and Phimoe CI integration are unrelated changes." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Different models and different bugs: generation config validation versus YOLOS device mismatch." + "reason": "Generation config watermarking conversion is not the same code-path problem as YOLOS device placement." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "Phimoe CI test-environment changes do not match YOLOS runtime device placement fixes." + "reason": "CI memory/device-map test harness changes are not the same underlying 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 issue in the same file and would plausibly be merged into one PR; 46922 is the more complete version." + "reason": "Both target the same YOLOS device_map=\"auto\" mismatch in modeling_yolos.py and share issue 46869; 46922 adds the forward-side device fix plus the module-splitting safeguard, so they could plausibly be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The 46886/46922 pair is well supported as the same YOLOS bugfix family: both target the same issue, touch the same file, and 46922 is a superset with the forward device-placement fix plus the _no_split_modules guard. The other soft-edge rejections also look appropriately cautious and not overstated." + "feedback": "The clustering is grounded in the packet: 46886 and 46922 share the same YOLOS file and issue target, and 46922 is a superset-style fix with the forward device move plus the no-split safeguard. The other pairwise rejections are appropriately conservative because the PRs touch unrelated models/subsystems despite superficial similarity." }, "evaluator_used": true, "retried": false, @@ -24259,7 +24494,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24278,7 +24513,7 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "25fc486194bee22a0ae809ed7a7b351a555757657573a307889a8bc27281686e", + "prepared_review_unit_hash": "e56fc56d9e4915ee1ae141da2e2d57ca7606cb851731375c72aeb46bafa33db8", "component_budget": { "node_count": 3, "item_count": 3, @@ -24300,30 +24535,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three open \"don't merge\" PRs that are only superficially similar but modify different workflows/code paths and are not duplicates of one another.", - "confidence": 0.96, + "summary": "All three PRs are unrelated '[don't merge]' test changes touching different code paths, so this cluster should not be deduplicated.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR cleanly represents the cluster: 43488 is a packaging/version-bump test PR, 43532 rewires several CI/commenting utilities, and 46747 changes a security-gate workflow trigger.", + "canonical_pr_reason": "No canonical PR: these PRs target different changes (setup/version-bot check, diff-display/CI workflow changes, and a workflow security-gate switch) rather than the same underlying fix.", "best_issue_reason": null, - "best_pr_reason": "No best PR for dedupe purposes; none of these appear to fix the same underlying bug or change, so there is no safe canonical representative.", + "best_pr_reason": "No single PR is a good cluster representative because the items are not duplicates and do not share one concrete bug or change.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Both are test/don't-merge PRs, but they touch unrelated files and different behaviors: package metadata/dependency setup vs. a workflow trigger change. No shared concrete bug or mergeable code-path fix." + "reason": "Different scopes: 43488 edits setup/versioning for a repo-bot check, while 46747 changes the PR security-gate workflow trigger. No same code-path problem." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Only a superficial overlap in a Vit test file; the actual changes are unrelated (setup/version/dependency changes vs. CI workflow and utility rewrites). Not the same underlying change." + "reason": "43488 is about setup/version-format testing; 43532 modifies CI workflows, testing utilities, and a model test for diff display. Only incidental overlap, not the same change." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "These modify different CI workflows and code areas, with no evidence they address the same bug or would be merged into one PR. Similarity is broad subsystem overlap only." + "reason": "43532 is a workflow/diff-display test PR; 46747 is a security-gate workflow trigger change. They address different behavior and should not be merged as duplicates." } ] }, @@ -24337,7 +24572,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24353,7 +24588,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "75ca5553ab98c59b121fedc23f4b97c2ac4216625144e734437d950c0421a984", + "prepared_review_unit_hash": "0c79a44551fb6fef8342d7672089a7a5aa9e3679670de75df9ae492020898e0d", "component_budget": { "node_count": 2, "item_count": 2, @@ -24375,18 +24610,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They overlap on shared documentation/registration scaffolding, but the actual pipelines, model integrations, and test coverage are different, so they are not duplicates.", - "confidence": 0.98, + "summary": "These are closely related pipeline-addition PRs, but they implement different features: promptable concept segmentation vs promptable visual segmentation. The overlap is mostly scaffolding/docs/registration; the core code paths and supported model sets differ.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for a duplicate cluster: the PRs implement different pipelines and touch different underlying model code paths.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the broader representative of the group, with more model integrations and test coverage, but it should not be treated as the same change as 43612.", + "best_pr_reason": "PR 43613 is the broader and more complete standalone feature addition, with more model integrations and tests, so it is the stronger representative if one PR must be chosen. It is still not a duplicate of 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different features and code paths: 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation with different model backends and tests. Shared docs/registration files are incidental scaffolding, not evidence of the same underlying change." + "reason": "Different concrete features and code paths: concept segmentation vs visual segmentation. Shared docs/registry updates are not enough to treat them as the same change or safely merge into one PR." } ] }, @@ -24400,7 +24635,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24416,12 +24651,12 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "7e89e940fbcbd9f05b9636714e2cd8f9baad3a4e48eac6bc24eb8b9ddf47ab1a", + "prepared_review_unit_hash": "4f9e7687710b99e68a8321693e85d6ea8ebb3714edf88b2d228f621d06d75e32", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4291, + "serialized_chars": 4292, "estimated_input_tokens": 1073, "estimated_eval_tokens": 2402 }, @@ -24429,7 +24664,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4291, + "serialized_chars": 4292, "estimated_input_tokens": 1073, "estimated_eval_tokens": 2402 }, @@ -24438,18 +24673,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs both modify `trainer.py` but address different trainer extension behaviors: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom/PEFT trainers. They are not the same underlying fix.", - "confidence": 0.98, + "summary": "The two PRs both touch `trainer.py` but address different trainer behaviors: one fixes gradient-accumulation loss scaling, the other refactors column/signature filtering for custom trainers. They are not the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the changes target separate code paths and solve different problems, so neither PR is a duplicate of the other.", + "canonical_pr_reason": "No canonical PR here: PR #43651 changes loss scaling logic in `training_step`, while PR #43663 adds an overrideable signature-column helper for dataset column filtering. They are unrelated code paths.", "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the more concrete bugfix and easier representative of the cluster, but it is still not a duplicate of #43663.", + "best_pr_reason": "Neither PR is a strong global representative for the cluster because they do not duplicate each other; shared filename alone is not enough to merge them into one triage bucket.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different problems in the same file: loss scaling for gradient accumulation vs signature/column filtering. They would not plausibly be merged as one PR." + "reason": "Different concerns in `trainer.py`: GA loss normalization vs. signature-column filtering/refactoring. They do not appear to fix the same bug or plausibly merge into one PR." } ] }, @@ -24463,7 +24698,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24479,7 +24714,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "c30b4fc567f3b5071d1e63549bae4a7000b89b6f49dc459651f4cdde0560c577", + "prepared_review_unit_hash": "c883e7426fc7088e021a8ff2c3e254fa1f5b607e4bf9030a066230010b43479a", "component_budget": { "node_count": 2, "item_count": 2, @@ -24501,18 +24736,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same CLI serve file and both address TypeAdapter/annotation-related NameErrors, but they appear to fix different concrete cases and use different mechanisms. I would not merge them as duplicates.", - "confidence": 0.73, + "summary": "Two open PRs touch the same CLI file and both address a TypeAdapter-related NameError, but they appear to fix different causes: one is about typing/annotation cleanup with future annotations, the other is explicitly about handling pydantic being absent. They should remain separate.", + "confidence": 0.79, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43656 is the broader, earlier fix with more discussion and a larger typing/import cleanup in the same code path, so it is the better canonical representative of this cluster.", + "canonical_pr_reason": "PR 43842 is the better canonical PR because its title and diff directly target the concrete runtime failure when pydantic is not installed, with a minimal fix scoped to the TypeAdapter annotation/import path.", "best_issue_reason": null, - "best_pr_reason": "PR 43656 is the strongest standalone PR here because it appears to address the core CLI annotation NameError more comprehensively, while 43842 is a narrower follow-up aimed at the optional pydantic-import case.", + "best_pr_reason": "PR 43842 is the strongest standalone candidate: it has the clearest bug description, the most directly relevant code change, and the narrowest fix for the reported NameError.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Both are in `src/transformers/cli/serve.py` and both mention TypeAdapter/annotations, but the diffs point to different fixes: 43656 is a broader future-annotations/typing cleanup, while 43842 specifically handles the `pydantic`-missing case by guarding the import and quoting the annotation. They do not look like the same concrete bug fix." + "reason": "Both touch src/transformers/cli/serve.py and mention TypeAdapter, but 43656 appears to be a broader typing/annotation cleanup while 43842 specifically fixes the pydantic-not-installed NameError. They do not look like the same underlying bug fix and would not naturally merge into one PR." } ] }, @@ -24526,7 +24761,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24592,7 +24827,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -24642,8 +24877,8 @@ "pull_request:44066|pull_request:44086", "pull_request:44066|pull_request:44071", "pull_request:44018|pull_request:44068", - "pull_request:44018|pull_request:44066", "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", @@ -24705,12 +24940,12 @@ "pull_request:44024|pull_request:44076", "pull_request:44073|pull_request:44074" ], - "prepared_review_unit_hash": "f90230f90790d39131cc31d2133b3286ea6618ee22b71ca74f0fc5504ba70c5d", + "prepared_review_unit_hash": "a5d6a163c0f1784d17a7c32a5c538fb2d37e73560fd19ac79e002d55bdc273cd", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 76, - "serialized_chars": 84117, + "serialized_chars": 84119, "estimated_input_tokens": 21030, "estimated_eval_tokens": 42316 }, @@ -24718,7 +24953,7 @@ "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76938, + "serialized_chars": 76940, "estimated_input_tokens": 19235, "estimated_eval_tokens": 38726 }, @@ -24727,372 +24962,396 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of model-specific refactors to standardize output tracing with capture_outputs/can_return_tuple. They share a common umbrella tracker (#43979), but most are not true duplicates because they touch different models and code paths. The only strong duplicate-like pairs are same-model revisions for GPT-Neo and GPT-J/CodeGen.", - "confidence": 0.94, - "canonical_issue_reason": "Issue #43979 is the shared umbrella tracker referenced by many PRs and best matches the cluster\u2019s common output-tracing refactor theme.", - "canonical_pr_reason": "PR #44722 is the broadest and most representative PR: it covers the core GPT-J/CodeGen code paths, explicitly ties to #43979, and looks like the most complete revision of that change.", - "best_issue_reason": "No standalone issue artifact is present in the cluster; #43979 is still the closest canonical tracker for the shared refactor series.", - "best_pr_reason": "PR #44722 is the strongest standalone representative because it subsumes narrower GPT-J-only work and most clearly captures the shared change pattern.", + "summary": "This cluster is mostly a broad family of standardized output-tracing refactors, but most soft edges are false positives because they span different model architectures. Only the GPT-Neo and GPT-J variants look like true duplicates/supersets of the same underlying code-path change.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44066 is the best canonical PR: it has a direct #43979 link, a clear GPT-J output-tracing scope, and already covers the copied CodeGen path, making it the cleanest representative of the accepted duplicate set.", + "best_issue_reason": null, + "best_pr_reason": "PR 44066 is the strongest overall representative among the PRs in this cluster for the same reasons: explicit tracking, clear scope, and the broadest complete implementation of the shared GPT-J change.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model code paths (CVT/FNet vs GPT-J); same output-tracing theme is too broad." + "reason": "Different model families (CVT/FNet vs GPT-J); same theme, but not the same code path." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different models and implementations; only the refactor pattern is shared." + "reason": "Different models and implementations; only the tracing refactor theme is shared." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor on the same code path; the GPT-J-only PR looks like a narrower version of the GPT-J/CodeGen change." + "reason": "Same GPT-J output-tracing refactor on the same code path; 44085 appears to be a narrower variant of the same change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different models (RegNet/ResNet vs EfficientNet); this is a shared refactor pattern, not the same bug/change." + "reason": "Different backbones (RegNet/ResNet vs EfficientNet); too broad to be the same bug/change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet vs GPT-J/CodeGen are unrelated concrete changes despite the shared standardization theme." + "reason": "Different model families (EfficientNet vs GPT-J/CodeGen); not the same underlying change." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different model families and code paths; not the same underlying change." + "reason": "Unrelated model families and code paths; only the output-tracing pattern matches." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are unrelated model-specific refactors." + "reason": "MobileNetV2 vs DeBERTa V2 are different code paths, despite both refactoring output tracing." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen versus MGP-STR are different concrete code paths." + "reason": "GPT-J vs MGP-STR; same refactor style, but different model implementation." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are separate model implementations; same refactor style is not enough." + "reason": "GPT-J vs MPT; same general migration theme, but different code paths." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo model and same output-tracing refactor; this looks like a later revision of the same concrete change." + "reason": "Both are GPT-Neo output-tracing refactors on the same model family; 44068 is a later variant of the same change." }, { - "left": "pull_request:44018", - "right": "pull_request:44066", + "left": "pull_request:44066", + "right": "pull_request:44068", "accept": false, - "reason": "GPT-Neo versus GPT-J/CodeGen are different model paths." + "reason": "GPT-J and GPT-Neo are separate model implementations; not the same concrete change." }, { - "left": "pull_request:44066", - "right": "pull_request:44068", + "left": "pull_request:44018", + "right": "pull_request:44066", "accept": false, - "reason": "Different models and files; only the standardized output-tracing theme is shared." + "reason": "GPT-Neo vs GPT-J; same tracing theme, different model code paths." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet is unrelated to GPT-J/CodeGen; same umbrella refactor pattern only." + "reason": "ResNet vs GPT-J/CodeGen; no shared concrete bug/change." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different concrete code paths." + "reason": "MGP-STR vs GPT-J/CodeGen; not the same underlying fix." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are unrelated model-specific changes." + "reason": "ResNet vs GPT-J; different architectures and implementation paths." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different underlying changes." + "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." + "reason": "ResNet vs MPT; different model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are different concrete code paths." + "reason": "GPT-Neo vs Flaubert; same refactor pattern, different models." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated model-specific refactors." + "reason": "GPT-Neo vs Flaubert; not the same bug/change." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are distinct models and changes." + "reason": "GPT-Neo vs GPT-J/CodeGen; separate model families." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are different code paths." + "reason": "MPT vs GPT-J/CodeGen; different concrete code paths." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are different model implementations." + "reason": "GPT-Neo vs GPT-J; similar refactor, but different models." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated changes." + "reason": "GPT-Neo vs MGP-STR; unrelated implementations." }, { "left": "pull_request:44071", "right": "pull_request:44085", "accept": false, - "reason": "MPT and GPT-J are different concrete code paths." + "reason": "MPT vs GPT-J; not the same underlying change." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated model-specific refactors." + "reason": "GPT-Neo vs MGP-STR; different model paths." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are different models and code paths." - }, - { - "left": "pull_request:44098", - "right": "pull_request:44101", - "accept": false, - "reason": "ViLT and Flaubert are separate model implementations." + "reason": "GPT-J vs MGP-STR; only the output-tracing theme overlaps." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated concrete changes." + "reason": "GPT-2 vs MGP-STR; distinct model code paths." }, { "left": "pull_request:44017", - "right": "pull_request:44161", + "right": "pull_request:44101", "accept": false, - "reason": "Segformer and LongT5 are different model families; only the refactor pattern matches." + "reason": "SegFormer vs Flaubert; same broad refactor theme, but not the same change." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "Segformer and VisualBERT are unrelated model-specific changes." + "reason": "SegFormer vs VisualBert; different model families and code paths." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "Segformer and GPT-J/CodeGen are different code paths." + "reason": "SegFormer vs GPT-J/CodeGen; unrelated implementations." }, { "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are different models." + "reason": "GPT-Neo vs MPT; different models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet vs VisualBert; not the same code change." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "SegFormer vs MPT; different code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT vs ImageGPT; unrelated model implementations." }, { "left": "pull_request:44073", - "right": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert vs LongT5; different model families." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "VisualBERT and TextNet are different concrete model implementations." + "reason": "VisualBert vs Flaubert; same theme, different underlying change." }, { "left": "pull_request:44059", "right": "pull_request:44071", "accept": false, - "reason": "GPT-2 and MPT are separate model code paths." + "reason": "GPT-2 vs MPT; not the same bug/change." }, { "left": "pull_request:44018", "right": "pull_request:44059", "accept": false, - "reason": "GPT-Neo and GPT-2 are different model-specific changes." + "reason": "GPT-Neo vs GPT-2; separate model code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet vs Flaubert; different model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-2 vs GPT-J; only a shared output-tracing migration theme." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "MPNet and Flaubert are unrelated model implementations." + "reason": "Flaubert vs LongT5; unrelated code paths." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet and Segformer are different model code paths." + "reason": "RegNet vs SegFormer; not the same underlying fix." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are unrelated model-specific refactors." + "reason": "RegNet vs MPNet; different model families." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are different concrete changes." + "reason": "MPT vs ImageGPT; separate implementations." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert are unrelated model-specific changes." + "reason": "TextNet vs Flaubert; different model code paths." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are different models and code paths." + "reason": "MPNet vs LongT5; not the same change." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are different concrete changes." + "reason": "RegNet vs GPT-Neo; different model families." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are unrelated model-specific refactors." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44086", - "accept": false, - "reason": "MPT and MGP-STR are different code paths." + "reason": "RegNet vs LongT5; unrelated code paths." }, { - "left": "pull_request:44073", + "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "VisualBERT and LongT5 are unrelated model-specific changes." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44101", - "accept": false, - "reason": "VisualBERT and Flaubert are different models." + "reason": "TextNet vs LongT5; different implementations." }, { - "left": "pull_request:44059", - "right": "pull_request:44066", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are different model code paths." + "reason": "SqueezeBert vs MPT; same refactor pattern, different model code paths." }, { - "left": "pull_request:44101", - "right": "pull_request:44161", + "left": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "Flaubert and LongT5 are unrelated model implementations." + "reason": "GPT-Neo vs SpeechT5; unrelated model families." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "CVT/FNet and Segformer are different concrete changes." + "reason": "SqueezeBert vs VisualBert; not the same change." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:43997", + "right": "pull_request:44074", "accept": false, - "reason": "SqueezeBERT and DeBERTa are different model code paths." + "reason": "RegNet vs TextNet; different model implementations." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and TextNet are unrelated model-specific refactors." + "reason": "DeBERTa V2 vs TextNet; different code paths." }, { - "left": "pull_request:44024", - "right": "pull_request:44076", - "accept": false, - "reason": "FocalNet and ImageGPT are different models; same tracing pattern only." + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing refactor; 44722 is a later/superset variant that still includes the same concrete change." }, { - "left": "pull_request:44073", - "right": "pull_request:44074", + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both touch the same GPT-J output-tracing code path, and 44722 includes the same refactor in a broader PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", "accept": false, - "reason": "VisualBERT and TextNet are different model-specific changes." + "reason": "GPT-J vs SpeechT5; same issue-tracking theme is not enough for duplication." }, { - "left": "pull_request:44010", - "right": "pull_request:44018", + "left": "pull_request:43996", + "right": "pull_request:44007", "accept": false, - "reason": "SqueezeBERT and GPT-Neo are unrelated concrete code paths." + "reason": "CVT/FNet vs RegNet/ResNet; different model families and code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:43996", + "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBERT and VisualBERT are different model families." + "reason": "CVT/FNet vs SpeechT5; not the same underlying bug/change." }, { - "left": "pull_request:43997", - "right": "pull_request:44074", + "left": "pull_request:44044", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet and TextNet are unrelated model-specific refactors." + "reason": "DeBERTa V2 vs SpeechT5; unrelated implementations." }, { - "left": "pull_request:44071", - "right": "pull_request:44085", + "left": "pull_request:44044", + "right": "pull_request:44154", "accept": false, - "reason": "MPT and GPT-J are different concrete changes." + "reason": "DeBERTa V2 vs Vits; different model code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44074", + "left": "pull_request:44024", + "right": "pull_request:44076", "accept": false, - "reason": "RegNet and TextNet are unrelated model-specific changes." + "reason": "FocalNet vs ImageGPT; both are tracing refactors, but not the same concrete change." }, { - "left": "pull_request:43996", - "right": "pull_request:44161", + "left": "pull_request:44073", + "right": "pull_request:44074", "accept": false, - "reason": "FNet/CVT and LongT5 are different code paths." + "reason": "VisualBert vs TextNet; different models and fixes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the cluster is a set of model-specific output-tracing refactors, #43979 is the shared umbrella issue target, and the chosen canonical PR (#44722) is plausibly the broadest GPT-J/CodeGen representative. The soft-edge accepts are conservative and supported by same-model overlap, with no clear evidence of overstating duplicate status." + "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The accepted pairs are same-family, same-file or clear superset/narrower variants, and the false pairs correctly avoid merging different model families or code paths. No clear evidence overstatement." }, "evaluator_used": true, "retried": false, @@ -25103,7 +25362,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 33, + "component_count": 32, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -25126,12 +25385,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "4adf6a220c68e8312df275a89dcbb287852c228b0c481cbaf016fd462fa12ed8", + "prepared_review_unit_hash": "370a33d4f9caa686a630c554ed74df2ae361c13d16870ba449d212e8f3e88f1a", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 76, - "serialized_chars": 84117, + "serialized_chars": 84119, "estimated_input_tokens": 21030, "estimated_eval_tokens": 42316 }, @@ -25148,36 +25407,36 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a set of model-specific PRs that all migrate different architectures to standardized output-capture patterns, but they are not duplicates of one another. Each touches a different model implementation and would not plausibly be merged into a single fix PR.", - "confidence": 0.91, + "summary": "All items are PRs for a similar transformer-wide migration pattern (standardized output tracing / capture_outputs), but they target different model implementations and code paths, so they are not true duplicates.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the most representative only because it has an explicit issue target and a more complete refactor, but it is still distinct from the other PRs and not a duplicate of them.", + "canonical_pr_reason": "pull_request:44129 is the best representative because it has an explicit issue target, clearly frames the standardized output-capture migration, and shows a more complete model-layer refactor than the others.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the strongest standalone representative of the cluster: it has an explicit tracked issue, a concrete code-path change in SpeechT5, and the broadest refactor context among the candidates.", + "best_pr_reason": "pull_request:44129 is the strongest global representative: it is tied to issue 43979 and presents the clearest, most concrete instance of the output-tracing refactor pattern.", "soft_edge_verdicts": [ { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Same high-level migration theme, but MPNet and VisualBert are different code paths with model-specific tracing setup. Not the same underlying change and not mergeable as one PR." + "reason": "Same broad refactor theme, but different models (MPNet vs VisualBert) and different code paths; too model-specific to be merged as one PR." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-tracing refactors, but they target different models and different implementations. Similar subsystem work is not enough to treat them as duplicates." + "reason": "Both migrate output tracing, but they touch different model implementations and tests/code structure; not the same underlying fix." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model implementations. The shared decorator migration pattern does not indicate the same bug or change." + "reason": "Both are standardized output-tracing migrations, but RegNet and SqueezeBert are unrelated model code paths, so this is not a duplicate." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "These are separate model-level refactors in different code paths. The explicit issue link in SpeechT5 does not make it a duplicate of the SqueezeBert PR." + "reason": "SqueezeBert and SpeechT5 are separate model-specific refactors; they do not fix the same concrete bug or change." } ] }, @@ -25191,7 +25450,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25257,274 +25516,268 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "309cc696164f51c127e040b5453baa33d7656d9d9b3016954330d6fa1e7da200", + "prepared_review_unit_hash": "8e66b00397be9517843773d713f5904d19bb0e62c2a6cf2c28fdd601e133c97b", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40185, - "estimated_input_tokens": 10047, - "estimated_eval_tokens": 20350 + "serialized_chars": 40184, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40185, - "estimated_input_tokens": 10047, - "estimated_eval_tokens": 20350 + "serialized_chars": 40184, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Loose thematic cluster of model-specific output-tracing refactors. The PRs share a similar modernization pattern, but they target different models and code paths, so none look like true duplicates.", - "confidence": 0.94, + "summary": "This cluster is a set of loosely related model-specific refactors for output tracing/can_return_tuple support, not duplicate fixes. The PRs target different model families and code paths, so they should stay separate.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical duplicate stands out: each PR is a separate model-specific output-tracing refactor, not the same concrete change. If one must be named, 44025 is the clearest representative because it applies the pattern across two related depth-anything files.", + "canonical_pr_reason": "No single canonical PR truly subsumes the others; if one must anchor the cluster, PR 44025 is the closest representative because it updates two closely related depth-anything files, but it still does not duplicate the rest.", "best_issue_reason": null, - "best_pr_reason": "PR 44025 is the best representative of the cluster\u2019s theme: it is a substantial, concrete output-tracing refactor and touches two closely related files, making it the most central exemplar among these separate model-specific changes.", + "best_pr_reason": "PR 44025 is the best representative of the shared refactor pattern, but the cluster is too heterogeneous for it to be a true global best duplicate target.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model implementations (timm_backbone vs upernet); same refactor style, but not the same underlying change." + "reason": "Both are output-tracing refactors, but they touch different model families (timm_backbone vs upernet) and different forward paths." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different models and forward paths; both are output-tracing cleanups, but not a duplicate bug/change." + "reason": "Different models and code paths: timm_backbone vs vision_text_dual_encoder." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Separate model modules (timm_backbone vs univnet); similar cleanup pattern only." - }, - { - "left": "pull_request:43998", - "right": "pull_request:44002", - "accept": false, - "reason": "Model-specific refactors in different files; no shared concrete code-path problem." + "reason": "Different model families: timm_backbone vs univnet." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "timm_backbone and falcon_mamba/mamba are unrelated implementations; same theme, not same change." - }, - { - "left": "pull_request:43998", - "right": "pull_request:44004", - "accept": false, - "reason": "Different architectures and files; not the same fixable code-path issue." + "reason": "Different subsystems and code paths: timm_backbone vs mamba/falcon_mamba." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Separate model-specific tracing updates; no evidence they are the same underlying bug." + "reason": "Different model families: timm_backbone vs rwkv." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "mobilenet_v1 and univnet are different model code paths; similar refactor, not duplicate." + "reason": "Different model families: mobilenet_v1 vs univnet." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different models and different forward semantics; not one mergeable duplicate fix." + "reason": "Different model families: mobilenet_v1 vs upernet." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Both are output-tracing refactors, but in unrelated model families and separate files." + "reason": "Different model families: mobilenet_v1 vs depth_anything/prompt_depth_anything." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "mobilenet_v1 vs vision_encoder_decoder; shared modernization pattern only." + "reason": "Different model families: mobilenet_v1 vs vision_encoder_decoder." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different model wrappers and code paths; not the same concrete change." + "reason": "Different model families: mobilenet_v1 vs speech_encoder_decoder." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "vision_text_dual_encoder and univnet are unrelated models; same refactor theme, not duplicate." + "reason": "Different model families: vision_text_dual_encoder vs univnet." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model implementations with separate forward logic; not the same bug/change." + "reason": "Different model families: vision_text_dual_encoder vs upernet." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "vision_text_dual_encoder vs falcon_mamba/mamba are distinct code paths." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "Different architectures and files; too broad a similarity to count as duplicate." + "reason": "Different model families and code paths: vision_text_dual_encoder vs mamba/falcon_mamba." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Same output-tracing motif, but applied to unrelated model families." + "reason": "Different model families: vision_text_dual_encoder vs depth_anything." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are separate models; no shared concrete issue." + "reason": "Different model families: univnet vs upernet." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model code paths; not plausibly one merged PR." + "reason": "Different model families: univnet vs mamba/falcon_mamba." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Separate model-specific tracing refactors; not the same underlying change." + "reason": "Different model families: univnet vs depth_anything/prompt_depth_anything." }, { - "left": "pull_request:44001", - "right": "pull_request:44026", + "left": "pull_request:44002", + "right": "pull_request:44029", "accept": false, - "reason": "UnivNet vs vision_encoder_decoder; similar pattern only." + "reason": "Different model families: upernet vs rwkv." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "UperNet and falcon_mamba/mamba touch unrelated implementations." + "reason": "Different model families and refactor targets: upernet vs mamba/falcon_mamba." }, { - "left": "pull_request:44002", - "right": "pull_request:44004", + "left": "pull_request:44003", + "right": "pull_request:44028", "accept": false, - "reason": "Different model families and code paths; no duplicate fix here." + "reason": "Different model families: mamba/falcon_mamba vs superpoint." }, { "left": "pull_request:44003", - "right": "pull_request:44028", + "right": "pull_request:44004", "accept": false, - "reason": "falcon_mamba/mamba vs superpoint are unrelated model changes." + "reason": "Different model families and implementation details: mamba/falcon_mamba vs codegen." }, { - "left": "pull_request:44003", + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families: timm_backbone vs codegen." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families: univnet vs codegen." + }, + { + "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "CodeGen and Mamba/Falcon Mamba are distinct implementations; not the same concrete change." + "reason": "Different model families: upernet vs codegen." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth-Anything and vision_encoder_decoder are different model paths; same cleanup style only." + "reason": "Different model families: depth_anything vs vision_encoder_decoder." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder-decoder-style modules, but separate code paths and changes." + "reason": "Different model families: depth_anything vs speech_encoder_decoder." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth-anything vs superpoint; not the same underlying bug or refactor target." + "reason": "Different model families: depth_anything vs superpoint." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different models (depth-anything vs rwkv); similarity is only at the refactor theme level." + "reason": "Different model families: depth_anything vs rwkv." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth-anything and DPR are unrelated model implementations." + "reason": "Different model families: depth_anything vs DPR." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44029", "accept": false, - "reason": "Both are encoder-decoder wrappers, but one is vision and the other speech; distinct concrete code paths." + "reason": "Different model families: vision_encoder_decoder vs rwkv." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44027", "accept": false, - "reason": "vision_encoder_decoder and superpoint are unrelated models; not mergeable as one fix." + "reason": "Different encoder/decoder families: vision_encoder_decoder vs speech_encoder_decoder." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44028", "accept": false, - "reason": "Different model families and separate forward wrappers; not duplicates." + "reason": "Different model families: vision_encoder_decoder vs superpoint." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "vision_encoder_decoder vs DPR are separate changes with only a broad theme in common." + "reason": "Different model families: vision_encoder_decoder vs DPR." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "speech_encoder_decoder and superpoint are unrelated code paths." + "reason": "Different model families: speech_encoder_decoder vs superpoint." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different models and different output semantics; not the same fix." + "reason": "Different model families: speech_encoder_decoder vs rwkv." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "speech_encoder_decoder and DPR are distinct model implementations." + "reason": "Different model families: speech_encoder_decoder vs DPR." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated model families; same style of refactor only." + "reason": "Different model families: superpoint vs rwkv." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR are different modules with no shared concrete bug." + "reason": "Different model families: superpoint vs DPR." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are separate model code paths; not a duplicate change." + "reason": "Different model families and code paths: rwkv vs DPR." } ] }, @@ -25538,7 +25791,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25554,7 +25807,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "c2412163340ff30c8bb3f364e3c18c3a443c6c4fe2a68efcf255afff434f37f4", + "prepared_review_unit_hash": "b0b125d4584fe58e37774bc11b70cda4d1dace3f46e00b695cd2827d20e4214e", "component_budget": { "node_count": 2, "item_count": 2, @@ -25576,18 +25829,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate model-integration PRs: one adds PenguinVL, the other adds Voxtral TTS. They share standard Transformers scaffolding files, but the model codepaths, configs, processors, and tests are distinct, so they should not be treated as duplicates.", - "confidence": 0.97, + "summary": "The cluster contains two unrelated model-addition PRs: one for PenguinVL and one for Voxtral TTS. They share generic Transformers integration files, but they target different models, different behaviors, and are not the same underlying change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs implement different models and fix different feature gaps, so there is no single underlying change to merge them under.", + "canonical_pr_reason": "PR 45401 is the cleaner canonical representative because it has an explicit issue target and a focused implementation for one model family.", "best_issue_reason": null, - "best_pr_reason": "PR 45401 is the better standalone representative because it is tied to an explicit tracking issue and has a narrower, concrete scope around Voxtral TTS support.", + "best_pr_reason": "PR 45401 is the best fit for the cluster because it is a self-contained model support PR with a linked tracking issue and clearer scope.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Reject: PenguinVL and Voxtral TTS are unrelated model additions. The overlap is mostly boilerplate integration files (docs and auto registries), while the model implementations, processors, and tests are for different architectures and use cases." + "reason": "Different model integrations (PenguinVL vs Voxtral TTS); shared files are only common framework plumbing, not the same concrete change or bug fix." } ] }, @@ -25601,7 +25854,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25617,12 +25870,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "886ddc9fc4732cfb2e67f525ae3d903a054986dc3a48a4a2e55a9a84ea80e48d", + "prepared_review_unit_hash": "a343aa4b527a9e716058fa76540e72274a7d856a9e4a52bb2bb307d0c818f196", "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 }, @@ -25630,7 +25883,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -25639,18 +25892,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about model/module fusion, but they target different layers: #44979 introduces a generic Module Fusion API, while #45363 adds KernelConfig-based n-to-1 kernel fusion and integration plumbing. They are related, but not the same underlying change and not mergeable as one duplicate PR.", - "confidence": 0.94, + "summary": "These are related by the broad theme of module/kernel fusion, but they target different layers and concrete changes: one adds a generic module fusion API, the other wires up n-to-1 kernel fusion through KernelConfig and integration plumbing. They do not look like the same PR-worthy fix/change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "#45363 is the more concrete, user-facing fusion feature with broader integration changes; #44979 is a separate generic API layer rather than the same fix/change.", + "canonical_pr_reason": "No strong duplicate/canonical match: the PRs solve different concrete problems and touch different code paths, so neither is clearly the single canonical PR for the other.", "best_issue_reason": null, - "best_pr_reason": "#45363 is the strongest representative of the cluster theme because it implements an end-to-end fusion path across multiple files, whereas #44979 is a distinct abstraction/API proposal.", + "best_pr_reason": "pull_request:45363 is the stronger representative of the cluster because it covers the end-to-end KernelConfig fusion plumbing and example usage, making it the more complete feature-facing change.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Same broad fusion area, but different abstractions and code paths: generic module fusion API vs KernelConfig-based kernel fusion. Not the same concrete change and not a single plausible merged PR." + "reason": "Shared fusion theme only; 44979 adds a standalone Module Fusion API, while 45363 implements KernelConfig-based n-to-1 kernel fusion across integration/model-loading code. They are not the same concrete change and would not plausibly be merged as one PR." } ] }, @@ -25664,7 +25917,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25680,12 +25933,12 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "67270ed2190a8f0b83f02d0adc622c2ee4ad6fddec79692b54ba8c1132b0c361", + "prepared_review_unit_hash": "ccc55f3f17f1f90d89c43d91fd16ba93da48b398240510fca7a0dbfef2520afc", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4414, + "serialized_chars": 4413, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -25693,7 +25946,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4414, + "serialized_chars": 4413, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -25702,18 +25955,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same AttributeError in `_patch_mistral_regex` by changing the pre-tokenizer access path; PR 45317 is the more complete variant because it adds tests.", + "summary": "Two PRs implement the same Mistral regex fix in the same file and target the same issue; 45317 is the more complete duplicate because it adds test coverage and has slightly broader discussion/activity.", "confidence": 0.98, - "canonical_issue_reason": "Both PRs explicitly target issue #45081, which appears to be the shared bug report for this exact failure.", - "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same code fix as 45086 plus test coverage, making it the more complete implementation.", - "best_issue_reason": "No issue item is present in the cluster, but issue #45081 is the common upstream bug being fixed by both PRs.", - "best_pr_reason": "PR 45317 is the best PR candidate since it fixes the same concrete code path as 45086 and adds validation tests.", + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the best canonical PR: it fixes the same AttributeError as 45086, includes a test file, and has the clearest final formulation of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the strongest overall representative of the cluster because it is the same underlying fix plus validation coverage, making it the best single PR to keep.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError fix in the same function and same file; 45317 is essentially the same change with added tests, so these are duplicates/same change family." + "reason": "Same underlying bug and same code path: both replace backend_tokenizer.pre_tokenizer with tokenizer.pre_tokenizer in _patch_mistral_regex for the same issue target; 45317 is essentially the expanded duplicate with tests." } ] }, @@ -25727,7 +25980,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25743,12 +25996,12 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "35aeec7833ce9e3634261a4569d530605fe82c6a498007d7a4ab9d0f88a7a5e8", + "prepared_review_unit_hash": "b19e6937c4e827d8b40a46e33826aeb532c98925b094a2afec7e3567da3f0e89", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -25756,7 +26009,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -25765,18 +26018,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are related to NemotronH but they are not duplicates: one is a narrow conversion-mapping / inheritance refactor, while the other is a broader split into NemotronHDense and NemotronHSparse with docs and auto-mapping updates.", - "confidence": 0.92, + "summary": "Two open NemotronH PRs overlap in model core files, but they address different changes: one is a conversion/mapping and inheritance refactor, the other is a broader model split into dense/sparse variants with docs and tests. They are related, but not duplicates.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "If a representative PR must be chosen, 45569 is the broader, more central architectural change; 45115 is a narrower follow-up/refactor focused on checkpoint conversion mappings.", + "canonical_pr_reason": "PR 45569 is the broader, more representative NemotronH change: it introduces the dense/sparse model split, updates docs, auto mappings, and tests, making it the better canonical PR for this cluster.", "best_issue_reason": null, - "best_pr_reason": "45569 is the better representative PR for the cluster because it covers the substantive model-family split and public-facing integration work, whereas 45115 is limited to rename/mapping adjustments.", + "best_pr_reason": "PR 45569 is the best standalone PR because it appears to implement the complete user-facing architecture update rather than just a supporting conversion/mapping refactor.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Different underlying changes: 45115 updates NemotronH conversion mapping and compatibility renames; 45569 introduces separate dense/sparse NemotronH variants plus docs, auto-mapping, and tests. Shared files are incidental to the same model family, not evidence of the same fix." + "reason": "Shared NemotronH files are not enough here: 45115 is mainly a conversion mapping / GraniteMoeHybrid inheritance refactor, while 45569 is a broader dense/sparse model split with docs and tests. They are related but not the same concrete change and would not plausibly be one merged PR." } ] }, @@ -25790,7 +26043,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25806,7 +26059,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "8ac2f336b92588b14df661a0ac7abeef715a3cc9b9295ea8c9e26d16fa0a356d", + "prepared_review_unit_hash": "7e6682908e7012325d08cbaa60dc036b3d6adc77eefda8cb2ad371a73b933f9a", "component_budget": { "node_count": 2, "item_count": 2, @@ -25828,18 +26081,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about heterogeneous model support, but they are not the same change: #45333 is a focused per-layer configuration PR, while #45332 is a much broader end-to-end heterogeneous modeling feature that also touches cache, masking, integrations, and model wiring. They look related and likely sequential, not duplicates.", - "confidence": 0.93, + "summary": "The two PRs are closely related heterogeneous-feature work, but they are not the same change: #45332 is a broader per-layer heterogeneous model implementation, while #45333 is limited to per-layer configuration support. They share some setup/docs/tests, but the code paths and scope differ enough that they should not be treated as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "#45332 is the broader umbrella change and best represents the cluster because it includes the configuration work plus the actual heterogeneous modeling/integration implementation.", + "canonical_pr_reason": "No exact duplicate PR here; if one must be kept as the representative, #45332 is the broader end-to-end heterogeneous model support PR, while #45333 is a narrower configuration-only companion.", "best_issue_reason": null, - "best_pr_reason": "#45332 is the strongest standalone PR for this cluster: it covers the full feature surface and is more likely to be the principal implementation users care about.", + "best_pr_reason": "#45332 is the better representative of the cluster because it covers the full heterogeneous-model feature surface, not just the config layer.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Not the same underlying PR: #45333 is config-only, while #45332 adds a larger heterogeneous modeling stack across cache/masking/integrations. They share some files and theme, but they are not mergeable as one duplicate change." + "reason": "Related feature work, but not the same concrete code change: #45332 includes model/runtime integration and masking/cache changes beyond the config-only scope of #45333." } ] }, @@ -25853,7 +26106,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25869,7 +26122,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "cddcef27f5dcbaa652cb0a3b9cb445425898798001ec5cf8578e8b3af4768f56", + "prepared_review_unit_hash": "c60c87221a09c65065c3b5bf9c0d02e8efa8f201ed5403ddd21adb371f0ffb5a", "component_budget": { "node_count": 2, "item_count": 2, @@ -25891,18 +26144,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are related by typing work and a few shared files, but they address different scopes: one is a broad type-checking sweep across many `src/transformers/*` files, while the other adds targeted typing helpers/protocols and narrower model-utils integration. They do not look like the same underlying change.", - "confidence": 0.91, + "summary": "Both PRs are typing-related cleanup, but they target different changes: 45415 is a broad type-checking sweep across many Transformer files, while 45425 adds typing protocols/aliases in core typing and modeling utilities. They overlap in a few files, but not the same concrete fix.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the more coherent representative of the cluster: it introduces focused typing abstractions and concrete typing support around `modeling_utils`/related helpers, rather than a wide mechanical type-checking pass.", + "canonical_pr_reason": "pull_request:45415 is the broader umbrella PR and the earliest of the two; it best represents the large type-checking rollout in this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the best single representative because it is narrower and more semantically focused, making it easier to understand as a distinct change than the broad repo-wide typing cleanup in PR 45415.", + "best_pr_reason": "pull_request:45415 is the strongest representative because it covers the larger end-to-end type-checking pass; 45425 is a separate, narrower typing refactor.", "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 solve different problems: 45415 is a broad type-checking enablement pass across many modules, while 45425 adds specific typing protocols/aliases and targeted fixes. They are not the same concrete bug/change and would not naturally merge into one PR." + "reason": "Shared typing theme and a few files, but 45415 is a broad mechanical type-checking sweep while 45425 adds distinct protocols/aliases for modeling_utils and peft-related typing; not the same underlying change." } ] }, @@ -25916,7 +26169,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25932,7 +26185,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "9c51e3f56fb496d68dfa9de2179c5c31038f551b081dcf012d5295582991c893", + "prepared_review_unit_hash": "444ab6cee1da28f0c8255b7b9bf0918d0cdb855135493513203e8b5a7f2e651e", "component_budget": { "node_count": 2, "item_count": 2, @@ -25954,18 +26207,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are related by expert-parallel loading, but they fix different bugs: one is about preserving/reading `distributed_config` during Accelerate/ZeRO-3 loading, while the other fixes FSDP2 expert parameters being overwritten after sharding. They are adjacent, not duplicates.", - "confidence": 0.96, + "summary": "The two PRs are related by expert-parallel loading, but they fix different concrete bugs: one targets EP + DeepSpeed ZeRO-3 loading/serialization via accelerate launch, while the other targets experts being overwritten by rank-0 broadcast under FSDP2. They should not be deduplicated.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the better canonical representative for the cluster because it addresses a concrete, self-contained loading bug in the parameter assignment path; PR #45548 is a separate configuration/serialization fix and does not collapse into the same change.", + "canonical_pr_reason": "PR 45662 is the stronger representative of the cluster because it addresses a more concrete expert-parallel loading corruption path and has the broader fix surface; PR 45548 is a narrower ZeRO-3/accelerate serialization fix.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the strongest standalone fix: it targets a specific code path (`set_param_for_module` / post-shard wrapping) and has a clear, reproducible failure mode. PR #45548 is related but covers a different EP/DeepSpeed configuration issue.", + "best_pr_reason": "PR 45662 is the best overall PR in this cluster because it focuses on a specific, reproducible failure mode in the model-loading path and includes the most substantial code-level fix.", "soft_edge_verdicts": [ { - "left": "pull_request:45548", - "right": "pull_request:45662", + "left": "pull_request:45548 \u2014 Fix EP + DeepSpeed ZeRO-3 loading via accelerate launch", + "right": "pull_request:45662 \u2014 Fix EP + FSDP2: experts silently overwritten by rank-0 broadcast", "accept": false, - "reason": "Both are EP-loading related, but they fix different problems in different paths: #45548 preserves `distributed_config` and adds `has_ep`, while #45662 prevents expert tensors from being overwritten after sharding via `post_shard_wrap`. Not the same underlying bug." + "reason": "Both are about EP and loading, but they fix different bugs in different distributed setups and code paths; they are not the same underlying change." } ] }, @@ -25979,7 +26232,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25995,7 +26248,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "783efdaa4c40f41bfd54ab812a92843dcf7ba2065e62e98bd9608e67984297a3", + "prepared_review_unit_hash": "88ec1207c4994e2a76bd1891475317ef3779ff72a61edc0b29206cec8f8c46d3", "component_budget": { "node_count": 2, "item_count": 2, @@ -26017,18 +26270,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests target the same xdist-safe captured_info logging problem under issue #45561; 45645 is a broader superset of 45639 that also updates CI log collection.", - "confidence": 0.91, + "summary": "Both PRs address the same xdist collision in captured_info debug artifacts for issue #45561. PR #45645 is the more complete fix because it updates both the producer side and the CI log aggregation side, while #45639 only changes the testing utility writer path.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45645 is the better canonical representative because it includes the core testing_utils xdist-safe fix plus the CI workflow change needed to preserve and collect the split log files.", + "canonical_pr_reason": "PR #45645 is the better canonical PR because it covers the full artifact-handling path: it makes captured_info file creation xdist-safe and also updates CI workflow collection so all worker files are preserved and printed.", "best_issue_reason": null, - "best_pr_reason": "PR #45645 is the strongest overall match for the cluster: it addresses the same bug as #45639 and adds the downstream artifact-handling changes needed to make the fix complete in CI.", + "best_pr_reason": "PR #45645 is the strongest representative of the cluster since it appears to fully solve the underlying captured_info xdist collision problem rather than only partially mitigating it.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "They fix the same underlying captured_info/xdist collision issue in the same code path, and #45645 plausibly subsumes #45639 with additional workflow support." + "reason": "Same underlying bug: xdist collisions for captured_info debug logs. #45639 fixes the writer path, and #45645 extends that same fix to CI artifact collection, so they are plausibly one merged change." } ] }, @@ -26042,7 +26295,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26108,7 +26361,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26124,7 +26377,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "2ca6a640f3586da2b050586c5342f5ec0325257d090037859fb0a09d5c2d73fb", + "prepared_review_unit_hash": "79c2f0dd160f67ea6c353453d9b7f78ae3654e207ac89d8657be94d8dee580eb", "component_budget": { "node_count": 2, "item_count": 2, @@ -26146,18 +26399,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests overlap on distributed code, but they are not the same change: one is a focused EP/trainer integration feature, while the other is a broad distributed branch base spanning many unrelated files. The soft duplicate edge should be rejected.", + "summary": "These are not duplicates: PR #46126 is a focused EP/Trainer integration change, while PR #46269 is a broad distributed branch base touching many unrelated areas. The shared distributed files are too generic to indicate the same concrete fix.", "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46126 is the more specific, self-contained change set: it targets EP routing behavior and trainer integration on top of DistributedConfig, with a narrow set of touched files and a clear feature intent. PR #46269 is much broader and looks like a base/rollup branch rather than a single concrete fix.", + "canonical_pr_reason": "PR #46126 is the most focused, self-contained change centered on EP + Trainer integration. PR #46269 is a sprawling base branch with many unrelated distributed modifications, so it is not a good canonical duplicate representative.", "best_issue_reason": null, - "best_pr_reason": "PR #46126 is the best representative PR for the cluster because it has the clearest single-purpose change and the tightest scope. PR #46269 is too wide-ranging to serve as the canonical example for this cluster.", + "best_pr_reason": "PR #46126 is the best representative for the cluster because it has a specific code-path change and clear purpose. PR #46269 is too broad to serve as a precise duplicate target.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: they share distributed filenames, but the change intent is different. #46126 is an EP + trainer integration feature with router-parallel logic; #46269 is a broad distributed branch base touching many subsystems, so they do not look like the same underlying PR." + "reason": "Do not merge: they overlap on distributed infrastructure, but #46126 is a targeted EP/Trainer integration PR and #46269 is a large branch-base PR with many unrelated edits. They do not appear to fix the same concrete bug or change." } ] }, @@ -26171,7 +26424,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26225,82 +26478,82 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "0d9e6be9906837afab8451f5bac450132ba2805572d2cd101d36b79e6d816443", + "prepared_review_unit_hash": "19d187d7c7715bac406934668ac817504fd5adb8152be3b4f229ce7f4c0e2f36", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26665, - "estimated_input_tokens": 6667, - "estimated_eval_tokens": 13590 + "serialized_chars": 26672, + "estimated_input_tokens": 6668, + "estimated_eval_tokens": 13592 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26665, - "estimated_input_tokens": 6667, - "estimated_eval_tokens": 13590 + "serialized_chars": 26672, + "estimated_input_tokens": 6668, + "estimated_eval_tokens": 13592 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are a broad set of workflow-maintenance edits, not true duplicates. The only tight cluster is several changes to pr-ci-security-gate.yml, but they modify different parts of that workflow and should not be merged as one duplicate change.", - "confidence": 0.94, + "summary": "This cluster is a set of unrelated workflow maintenance PRs, not duplicate fixes. The only tight subgroup is the pr-ci-security-gate.yml changes, but those PRs make different security-related edits and should remain separate.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR: the set splits into unrelated workflow tweaks, and even the pr-ci-security-gate edits are distinct changes to the same file rather than one duplicate fix.", + "canonical_pr_reason": "No true duplicate PR stands out here; #46554 is the most substantive and representative workflow/security-gate change, but the cluster is heterogeneous.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the most substantive and self-contained change in the security-gate subgroup, but it is still not a duplicate of the later permissions/reusable-workflow/secrets-only updates.", + "best_pr_reason": "#46554 is the strongest overall representative because it makes the clearest concrete workflow/security-gate behavioral change rather than a purely mechanical workflow tweak.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different behavior; both are CI chores, but they do not fix the same underlying change." + "reason": "Different workflows and unrelated changes: self-comment CI message handling vs SSH runner security hardening." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Same broad CI area, but one changes self-comment message piping while the other adjusts PR security-gate permissions and approval flow." + "reason": "Different workflows and unrelated changes; not the same underlying bug or fix." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Unrelated workflow changes; shared CI-maintenance style is not enough for duplication." + "reason": "Different workflows and unrelated changes; no shared code-path problem." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow and different concern; one updates comment handling, the other tightens security-gate secrets." + "reason": "Different workflows and unrelated changes; not mergeable as one fix." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Both are shell-safety tweaks, but they affect different workflows and different code paths." + "reason": "Different workflow files and distinct behavior changes; not the same fix." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows and unrelated runtime behavior; no shared underlying bug or fix." + "reason": "Different workflow files and different CI concerns; not the same underlying issue." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "One updates ssh-runner setup, the other changes anti-slop permissions; not the same change." + "reason": "Different workflow files and unrelated changes; not a duplicate." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files and unrelated logic." + "reason": "Different workflow files and unrelated changes; no shared code-path problem." }, { "left": "pull_request:46432", @@ -26312,133 +26565,133 @@ "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow concerns; one manages SSH runner env, the other modifies PR CI security-gate behavior." + "reason": "Different workflows and separate CI/security edits; not duplicate fixes." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Both touch workflows, but they change different jobs and unrelated behavior." + "reason": "Both are workflow tweaks, but they change different files and different behavior." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files with unrelated fixes." + "reason": "Different workflow files and different CI triggers/behavior; not the same fix." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "No same underlying bug/change; permissions tweak vs shell input handling in a separate workflow." + "reason": "Different workflow files and unrelated changes; not a single underlying bug." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different fixes." + "reason": "Different workflow files and unrelated changes." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Both are workflow chores, but they address different workflows and behaviors." + "reason": "Different workflow files and different functionality; not duplicates." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different files and different logic; not a duplicate fix." + "reason": "Different workflow files and unrelated CI behavior changes." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Unrelated workflow changes." + "reason": "Assign-reviewers logic is unrelated to pr-ci security gating." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and different behavior; no common underlying change." + "reason": "Different workflow files and separate CI behavior changes; not the same fix." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Benchmark dispatch support is unrelated to PR security-gate changes." + "reason": "Benchmark dispatch support is unrelated to pr-ci security gating." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Similar shell-hardening theme, but they affect different workflows and code paths." + "reason": "Different workflow files and different behavior; not a duplicate change." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and distinct fixes." + "reason": "Different workflow files and unrelated CI changes." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but different underlying changes: one adds security checks, the other changes workflow permissions/approval gating." + "reason": "Same workflow file, but different security-gate edits addressing different concerns; not one concrete fix." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Both touch pr-ci-security-gate.yml, but they modify different execution models and are not the same fix." + "reason": "Same workflow file, but one adds repo checkout/checks while the other documents a reusable workflow; different fixes." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Same workflow file, but one adds code-level checks while the other only changes secrets handling." + "reason": "Same workflow file, but different security-hardening changes to different parts of the pipeline." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Different edits to the same workflow file; not the same underlying bug/change." + "reason": "Same workflow file, but the edits are different and address different security/approval mechanics." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Distinct security-gate tweaks: permissions/approval logic vs secrets inheritance." + "reason": "Same workflow file, but permissions/approval changes are distinct from secret-handling changes." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Different changes in the same workflow file, but not one duplicate fix." + "reason": "Same workflow file, but one is a reusable-workflow note and the other changes secret inheritance; not the same fix." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Different workflows and unrelated behavior." + "reason": "Different workflow files and unrelated CI changes." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "SSH runner hardening and PR security-gate documentation are unrelated." + "reason": "SSH runner changes are unrelated to pr-ci workflow reuse/documentation." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and different concerns." + "reason": "Different workflow files and unrelated changes." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "Unrelated workflow changes; no shared code-path problem." + "reason": "Different workflows and unrelated security/CI changes; not duplicate fixes." } ] }, @@ -26452,133 +26705,88 @@ { "label": "pull_request", "component_index": 26, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46174-2", + "cluster_id": "cluster-46174-3", "nodes": [ "pull_request:46174", - "pull_request:46780" + "pull_request:46780", + "pull_request:47234" ], "soft_pairs": [ - "pull_request:46174|pull_request:46780" + "pull_request:46174|pull_request:46780", + "pull_request:46780|pull_request:47234", + "pull_request:46174|pull_request:47234" ], - "prepared_review_unit_hash": "a48ce4ca162f555682f79411d7229ac1ccc08d7822dfab654bb881639fccddbc", + "prepared_review_unit_hash": "d9df2b6179f3ae87a250acc034776185a321c8ab55f4de977b8a1b74c71963a3", "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 6030, - "estimated_input_tokens": 1508, - "estimated_eval_tokens": 3272 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 9495, + "estimated_input_tokens": 2374, + "estimated_eval_tokens": 5004 }, "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 6030, - "estimated_input_tokens": 1508, - "estimated_eval_tokens": 3272 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 9495, + "estimated_input_tokens": 2374, + "estimated_eval_tokens": 5004 }, "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, + "summary": "All three PRs target the same MPS crash in the duplicated sinusoidal-position helper, but they do not all represent the same concrete fix: 46174 applies the broadest, most conservative workaround, while 46780 and 47234 use competing dtype strategies.", + "confidence": 0.88, "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.", + "canonical_pr_reason": "PR 46174 is the best canonical PR because it covers the widest set of duplicated helper implementations and uses the most conservative fix pattern for the MPS float64 crash.", "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.", + "best_pr_reason": "PR 46174 is the best representative overall: it is explicitly linked to the issue, spans the most affected model copies, and preserves precision with a CPU-side float64 computation before casting.", "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": 27, - "component_count": 33, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46310-2", - "nodes": [ - "pull_request:46310", - "pull_request:47162" - ], - "soft_pairs": [ - "pull_request:46310|pull_request:47162" - ], - "prepared_review_unit_hash": "b6c0f043a84c4fe76d1bab1c61daf066cbfad2d7e8c98554373caccc0cb4bfcf", - "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 error in the MoonshineStreaming sliding window right bound; PR 47162 is the more complete follow-up because it includes the Moonshine fix plus tests and an additional Gemma4 instance of the same bug.", - "confidence": 0.94, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47162 is the best canonical PR because it contains the same MoonshineStreaming fix as PR 46310, adds tests, and appears to be the more complete version of the patch set.", - "best_issue_reason": null, - "best_pr_reason": "PR 47162 is the strongest representative of the cluster: it fixes the same concrete off-by-one bug in MoonshineStreaming and also validates the behavior with tests.", - "soft_edge_verdicts": [ + "reason": "Shared issue target and helper, but the implementations differ materially: 46174 keeps float64 on CPU before casting, while 46780 changes the helper to use dtype internally. That looks like alternative solutions, not one mergeable change." + }, { - "left": "pull_request:46310", - "right": "pull_request:47162", - "accept": true, - "reason": "Both PRs correct the same right-window off-by-one in sliding_window_mask_function for MoonshineStreaming; 47162 is a superset rather than a different change, so they are close enough to treat as the same underlying fix." + "left": "pull_request:46780", + "right": "pull_request:47234", + "accept": false, + "reason": "Both address the same crash, but 46780 uses dtype-driven internal arithmetic whereas 47234 switches the helper to float32. These are competing implementation choices, so this is not a conservative duplicate-merge match." + }, + { + "left": "pull_request:46174", + "right": "pull_request:47234", + "accept": false, + "reason": "They fix the same bug class, but 46174 uses a CPU-side float64 workaround and 47234 uses float32. The code changes are not the same underlying patch and could not be safely merged as one PR from the packet evidence." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The summary is directionally right that all three PRs relate to the same issue target, but it overstates the evidence in the pairwise soft-edge verdicts. In particular, 46780 and 47234 look like competing implementation choices for the same helper rather than clearly mergeable changes, so treating them as an accept is too strong. I\u2019d keep the canonical PR leaning on 46174 as the broadest fix, but reject the soft pair merges as not conservatively grounded from the packet." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "pull_request", - "component_index": 28, - "component_count": 33, + "component_index": 27, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26594,7 +26802,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "20719eedad56e6d08f87c43bb1395627a2c86dce7f938b1f206eef095ce5bde7", + "prepared_review_unit_hash": "1c06f60dcbe9f0d2a1eb78f0d8d87c5ff65c0c21b2ea69d4c096059f52566479", "component_budget": { "node_count": 2, "item_count": 2, @@ -26616,18 +26824,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both tokenizer-related PRs, but they address different problems in different code paths: CodeLlama decode stripping real leading spaces vs. DeepSeek checkpoint-to-tokenizer-class selection in auto-loading.", + "summary": "These are two unrelated PRs: one fixes CodeLlama decode-time stripping of real leading spaces, the other fixes DeepSeek-Coder/DeepSeek-LLM loading under the wrong tokenizer class via auto-tokenizer routing. They should not be clustered as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR stands out because the two PRs fix unrelated tokenizer bugs in separate modules and could not plausibly be merged into one change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global representative for the cluster since there is no shared underlying bug or change; each is only representative of its own distinct fix.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different failure modes and code paths: 46574 changes CodeLlama decode behavior in a model-specific tokenizer file, while 46580 changes auto tokenizer class resolution for specific DeepSeek checkpoints. They do not look like the same underlying bug or a mergeable single PR." + "reason": "Different underlying bugs and code paths: CodeLlama tokenizer decoder placement/strip behavior vs DeepSeek checkpoint-to-tokenizer-class selection in auto-tokenization. They are not mergeable into one PR and do not fix the same concrete issue." } ] }, @@ -26640,8 +26848,8 @@ }, { "label": "pull_request", - "component_index": 29, - "component_count": 33, + "component_index": 28, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26660,7 +26868,7 @@ "pull_request:47134|pull_request:47215", "pull_request:46696|pull_request:47134" ], - "prepared_review_unit_hash": "bb884b30e85cd2ceef95eede3c27b196fab906fe003e0b230d86edbd296caeea", + "prepared_review_unit_hash": "94204e91afc467364ffa75fc7916ae297cb82f706e56c1238f9edbf66b4cd189", "component_budget": { "node_count": 3, "item_count": 3, @@ -26682,47 +26890,47 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all about flash-attention long-context performance regressions, but they split into two concrete code paths: the unpad/max_seqlen scalar handling and the kwargs-processing/tracing path. PR 47215 is the most complete and likely final fix; 47134 is a partial earlier version of the same unpad regression. 46696 is related but addresses a different helper path, so it is not a duplicate of 47134.", - "confidence": 0.69, + "summary": "Three open PRs cluster around the same FA2 long-context performance regression in `modeling_flash_attention_utils.py`. `47215` is the strongest representative and likely the final intended fix. `47134` is a narrower precursor on the same unpadding/max-seqlen path, and `46696` is also a plausible duplicate-level fix for the same underlying regression theme targeted at issue `#46693`.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47215 is the best canonical PR: it is the latest and most complete fix, uses the compile-aware guard, and includes the broader test/benchmark follow-through for the same flash-attention regression.", + "canonical_pr_reason": "`47215` is the most complete PR: it explicitly targets `#46693`, updates the core flash-attention utility logic, and adds test/benchmark coverage. It also appears to supersede narrower earlier fixes.", "best_issue_reason": null, - "best_pr_reason": "PR 47215 is the strongest representative because it most fully addresses the regression and appears to subsume the earlier partial fix in 47134.", + "best_pr_reason": "`47215` is the best single representative because it is the broadest and most polished fix for the long-context FA2 performance regression, with explicit issue linkage and supporting tests/benchmarks.", "soft_edge_verdicts": [ { "left": "pull_request:46696", "right": "pull_request:47215", "accept": true, - "reason": "Both target the same flash-attention long-context regression in the same file and issue thread; 47215 looks like the broader/finalized version of the same fix family." + "reason": "Both target issue `#46693`, touch the same file, and address the same long-context FA2 performance regression theme. They look mergeable into one bugfix PR rather than separate changes." }, { "left": "pull_request:47134", "right": "pull_request:47215", "accept": true, - "reason": "These patch the same unpad/max_seqlen performance bug in the same helper functions; 47215 is a refined, compile-aware replacement for the earlier partial fix." + "reason": "These operate on the same unpadding/max-seqlen code path for the same regression, and `47215` reads like a fuller refinement of the earlier fix." }, { "left": "pull_request:46696", "right": "pull_request:47134", "accept": false, - "reason": "They touch different concrete code paths in flash-attention utils: one fixes kwargs/tracing scalar handling, the other fixes unpad/max_seqlen materialization. Related, but not the same bug." + "reason": "They share the broad FA2 regression area and file, but the concrete code paths differ (`_process_flash_attention_kwargs` vs. unpad/max-seqlen handling), so they do not look like the same underlying change." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. It correctly distinguishes the two concrete flash-attention paths: kwargs/tracing scalar handling in 46696 versus unpad/max_seqlen materialization in 47134/47215. The canonical-choice rationale for 47215 is supported by the later timestamp, broader file coverage, and compile-aware guard. The accepted soft pairs are also plausible mergeable same-bugfix candidates, and the rejected 46696\u219447134 pair is appropriately not overstated as a duplicate." + "accept": false, + "feedback": "The summary is mostly grounded, but one soft-edge verdict is too conservative: `pull_request:46696` and `pull_request:47215` both target issue #46693, touch the same file, and address the same long-context FA2 performance regression theme, so they do look mergeable into a single bugfix PR. Treating that pair as non-duplicate overstates the separation between the fixes. The `47134`\u2192`47215` refinement call is reasonable, but the `46696`\u2192`47215` rejection is not well supported by the packet." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "pull_request", - "component_index": 30, - "component_count": 33, + "component_index": 29, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26738,7 +26946,7 @@ "soft_pairs": [ "pull_request:46773|pull_request:47087" ], - "prepared_review_unit_hash": "aee84dd9f4239c8957485bfa12db9c287541b107804d186e6b2993c105c18739", + "prepared_review_unit_hash": "efc4e4521eac56b0d062054177ce39f8e652ec260fb23b87dcfc58b3773069b4", "component_budget": { "node_count": 2, "item_count": 2, @@ -26760,18 +26968,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch padding-mask handling in attention-like models, but they fix different bugs: one restores masking for batch size 1 in linear-attention models, while the other fixes recurrent masking during continued forwards/chunked prefill/cache continuation. They are related in theme but not the same underlying change.", - "confidence": 0.95, + "summary": "Two open PRs about padding-mask handling in attention/recurrent models, but they fix different bugs in different code paths. They are related thematically, not duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47087 is the better canonical PR because it has a clear, specific bug statement, an explicit issue target, and a focused fix in masking_utils with tests covering recurrent continued-forward behavior.", + "canonical_pr_reason": "PR 47087 is the better canonical PR: it fixes the shared masking utility, has an explicit issue target, and the change is tightly centered on one concrete recurrent-mask bug.", "best_issue_reason": null, - "best_pr_reason": "PR 46773 is also a plausible representative for the linear-attention padding-mask bug, but it is narrower and less directly tied to the recurrent-mask behavior than 47087. For this cluster, 47087 is the strongest overall representative of the masking regression theme.", + "best_pr_reason": "PR 47087 is the strongest representative for the cluster because it addresses a central masking-path defect with clear scope. PR 46773 is a separate model-family fix for batch-size-1 linear-attention masking and is not the same change.", "soft_edge_verdicts": [ { "left": "pull_request:46773", "right": "pull_request:47087", "accept": false, - "reason": "Both concern padding masks, but 46773 fixes a batch-size-1 masking gate in linear-attention model forward paths, while 47087 fixes mask trimming/skipping for continued forwards in recurrent attention. Different code paths and failure modes; not mergeable as one PR." + "reason": "Both concern padding-mask logic, but they fix different failure modes: 46773 skips padding mask application for batch size 1 in linear-attention models, while 47087 fixes continued-forward/chunked-prefill recurrent masking. Different code paths and not mergeable as one PR." } ] }, @@ -26784,8 +26992,8 @@ }, { "label": "pull_request", - "component_index": 31, - "component_count": 33, + "component_index": 30, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26808,7 +27016,7 @@ "pull_request:47074|pull_request:47195", "pull_request:47195|pull_request:47197" ], - "prepared_review_unit_hash": "5c41ec08009a21b305c11bdf4b96e53c09f8f785828ee07d7f373fb66ac77de4", + "prepared_review_unit_hash": "e23b5438ef802ba0726d02198d657ccaf18179b3ad15c0c750f1f317d5f63e6c", "component_budget": { "node_count": 5, "item_count": 5, @@ -26830,42 +27038,42 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are all transformer multimodal/generation fixes, but they address different concrete bugs in different code paths; none of the soft pairs look like true duplicates.", - "confidence": 0.93, + "summary": "These are five unrelated open PRs across multimodal pipelines, Gemma4/Qwen processor code, and generation candidate decoding. They share only broad transformer/multimodal similarity, not the same concrete bug or change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47074 is the best representative if one must be chosen: it fixes a concrete, user-facing multimodal pipeline input-normalization bug and is the broadest of the set.", + "canonical_pr_reason": "PR 47074 is the best cluster representative: it fixes a specific, self-contained pipeline input-key bug with test coverage and has the clearest end-user impact among the set.", "best_issue_reason": null, - "best_pr_reason": "PR 47074 is the strongest cluster representative because it targets the most general pipeline-level behavior and has the clearest, concrete bug fix among the group.", + "best_pr_reason": "PR 47074 is the strongest standalone change here because it corrects a concrete bug in AnyToAnyPipeline (`video` vs `videos`) and is narrowly scoped with tests, unlike the more specialized or less directly comparable PRs.", "soft_edge_verdicts": [ { "left": "pull_request:47032", "right": "pull_request:47197", "accept": false, - "reason": "Different bugs in different components: stop_sequence handling in image-text-to-text vs batched decode/postprocessing in Qwen Omni." + "reason": "Both are multimodal text-output related, but they fix different code paths: image-text-to-text stop-sequence handling vs Qwen Omni batched postprocessing. Not the same underlying bug." }, { "left": "pull_request:47074", "right": "pull_request:47076", "accept": false, - "reason": "Both are multimodal, but one normalizes AnyToAnyPipeline input keys while the other validates Gemma4 audio placeholders; distinct code paths and failure modes." + "reason": "One normalizes AnyToAnyPipeline input keys; the other validates Gemma4 audio placeholder batching in processors. Different layers and different failure modes." }, { "left": "pull_request:47074", - "right": "pull_request:47195", + "right": "pull_request:47197", "accept": false, - "reason": "Unrelated fixes: multimodal input-key normalization vs generation candidate length-capping in the lookup decoder." + "reason": "AnyToAny input-key normalization and Qwen Omni batched decode handling are separate issues in different modules; they would not plausibly merge into one fix." }, { "left": "pull_request:47074", - "right": "pull_request:47197", + "right": "pull_request:47195", "accept": false, - "reason": "Separate issues in separate subsystems: AnyToAnyPipeline input mapping vs Qwen Omni text postprocessing." + "reason": "Pipeline multimodal key normalization is unrelated to the generation candidate length-cap fix. Same general project area, but not the same bug." }, { "left": "pull_request:47195", "right": "pull_request:47197", "accept": false, - "reason": "Generation candidate selection length cap and Qwen Omni batched decoding are not the same underlying bug." + "reason": "These touch unrelated behaviors: candidate generation budget capping vs batched tokenizer decoding in Omni processors." } ] }, @@ -26878,8 +27086,8 @@ }, { "label": "pull_request", - "component_index": 32, - "component_count": 33, + "component_index": 31, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26895,12 +27103,12 @@ "soft_pairs": [ "pull_request:47105|pull_request:47129" ], - "prepared_review_unit_hash": "7e2cd2353573798238b25945542e01d22aa7df063e18b0fe22acae597befdf4e", + "prepared_review_unit_hash": "deca880bf24fdbedff82af3da81d66899b15f57f73d6000690d6a4f92b8da27d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4181, + "serialized_chars": 4182, "estimated_input_tokens": 1046, "estimated_eval_tokens": 2348 }, @@ -26908,7 +27116,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4181, + "serialized_chars": 4182, "estimated_input_tokens": 1046, "estimated_eval_tokens": 2348 }, @@ -26917,18 +27125,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: one re-enables a VITS model forward test, while the other adjusts an RT-DETR v2 weight-conversion script for current model keys. They do not fix the same bug or change the same concrete code path.", - "confidence": 0.99, + "summary": "The two pull requests are unrelated: one re-enables and adjusts VITS model forward tests, while the other fixes an RT-DETR v2 weight-conversion/config mapping issue. They do not appear to address the same underlying bug or change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: PR #47105 is a VITS test update, while PR #47129 is an RT-DETR v2 converter fix; they target different subsystems and problems.", + "canonical_pr_reason": "No canonical PR: these are different fixes in different model areas with no shared code path or concrete change target.", "best_issue_reason": null, - "best_pr_reason": "No single best PR for deduplication. Both are valid standalone changes, but neither is a duplicate of the other or a better representative for the pair.", + "best_pr_reason": "If a single representative PR is needed, 47129 is the stronger one because it changes production conversion logic; 47105 is primarily a test update/re-enable.", "soft_edge_verdicts": [ { "left": "pull_request:47105", "right": "pull_request:47129", "accept": false, - "reason": "Different models and code paths: VITS test re-enable vs RT-DETR v2 converter key mapping fix." + "reason": "Different subsystems and problem types: VITS test expectations vs RT-DETR v2 converter key/config handling. No shared underlying bug or mergeable combined PR." } ] }, @@ -26941,8 +27149,8 @@ }, { "label": "pull_request", - "component_index": 33, - "component_count": 33, + "component_index": 32, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26968,92 +27176,89 @@ "pull_request:47124|pull_request:47150", "pull_request:47150|pull_request:47224" ], - "prepared_review_unit_hash": "47e98445d8efee7c841090061eb41bc0366a4a1a767495c63ef5f9a73d29062b", + "prepared_review_unit_hash": "d85911a1ef8dbc156f85649c485fd375668f720da7a4ce3005b31113c91138d2", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 12423, - "estimated_input_tokens": 3106, - "estimated_eval_tokens": 6468 + "serialized_chars": 12418, + "estimated_input_tokens": 3105, + "estimated_eval_tokens": 6466 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 12423, - "estimated_input_tokens": 3106, - "estimated_eval_tokens": 6468 + "serialized_chars": 12418, + "estimated_input_tokens": 3105, + "estimated_eval_tokens": 6466 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated PRs for different model/test failures, with one umbrella PR (47224) that appears to subsume at least the EdgeTam and Whisper fixes.", + "summary": "These PRs are mostly separate, model-specific integration-test fixes. One umbrella PR (#47224) bundles several unrelated fixes, including an Edgetam change, but the pairs do not look like true duplicates of a single underlying bug/change.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47224 is the broad umbrella change that bundles multiple Serge integration-test fixes and appears to include the concrete EdgeTam and Whisper code-path corrections from smaller PRs.", + "canonical_pr_reason": "PR #47224 is the broad umbrella change tied to the tracking issue (#47182) and includes multiple fixups across models, so it is the closest thing to a canonical representative for the set.", "best_issue_reason": null, - "best_pr_reason": "47224 is the best cluster representative because it is the most comprehensive fix and explicitly targets the shared integration-test-failure cleanup, while the other PRs are narrower point fixes.", + "best_pr_reason": "PR #47224 is the best representative because it aggregates the broader serge integration-test remediation, whereas the other PRs are narrower single-model fixes.", "soft_edge_verdicts": [ { "left": "pull_request:47122", "right": "pull_request:47123", "accept": false, - "reason": "Different failures and code paths: EdgeTam forward kwargs handling vs. MiniMax-M3-VL load/offload test setup." + "reason": "Different models and different failure modes: Edgetam needs a kwargs cleanup, while MiniMax-M3-VL needs an offload_folder for loading. Not the same bug or mergeable into one concrete fix." }, { "left": "pull_request:47122", "right": "pull_request:47224", - "accept": true, - "reason": "47224 includes the same EdgeTam fix theme in the same model files (dropping unsupported original_sizes/backbone kwargs), so it looks like the same underlying change." + "accept": false, + "reason": "47224 includes an Edgetam fix, but it is an umbrella PR with additional unrelated tokenizer/Whisper/other changes, so this is not a single underlying duplicate change." }, { "left": "pull_request:47122", "right": "pull_request:47124", "accept": false, - "reason": "EdgeTam kwargs filtering is unrelated to Falcon-Mamba generation expectation updates." + "reason": "Edgetam kwargs handling vs Falcon-Mamba output expectation updates are unrelated model-specific fixes." }, { "left": "pull_request:47122", "right": "pull_request:47150", "accept": false, - "reason": "EdgeTam backbone kwarg cleanup and Whisper max-length handling are separate bugs." + "reason": "Edgetam backbone kwargs filtering and Whisper generation max_length handling are different code paths and failure types." }, { "left": "pull_request:47123", "right": "pull_request:47124", "accept": false, - "reason": "MiniMax-M3-VL offload-folder test fix is unrelated to Falcon-Mamba output mismatches." + "reason": "MiniMax-M3-VL load/offload test fix and Falcon-Mamba output mismatch update are unrelated." }, { "left": "pull_request:47123", "right": "pull_request:47150", "accept": false, - "reason": "MiniMax-M3-VL loading issue and Whisper generation-length issue are different problems." + "reason": "MiniMax-M3-VL loading fix and Whisper generation fix target different subsystems and bugs." }, { "left": "pull_request:47124", "right": "pull_request:47150", "accept": false, - "reason": "Both are test-mismatch PRs, but they fix different models and different failure modes." + "reason": "Falcon-Mamba expected-output updates are not the same underlying issue as Whisper max_length propagation." }, { "left": "pull_request:47150", "right": "pull_request:47224", - "accept": true, - "reason": "47224 appears to include the same Whisper generation_whisper.py correction for max_length on previous-segment conditioning, so this is the same underlying fix." + "accept": false, + "reason": "47224 does touch Whisper, but only as part of a larger multi-fix bundle; it is not the same standalone Whisper bug/change as #47150." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative. The representative PR choice is supported by the umbrella nature of 47224, and the accepted soft-edge pairs (47122\u219447224, 47150\u219447224) are plausibly mergeable as the same bugfix themes. The rejected pairs are also reasonably treated as unrelated point fixes across different models/failures." - }, - "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 } diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index dc46cb29261e91a5eb11e6a61ca80ad3bd5fa202..4f062e21e5b182b5ca2916b29efc07b481895b44 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260710t000031z", + "analysis_id": "hybrid-model-20260710t060821z", "archived_artifacts": { - "hybrid": "snapshots/20260710T000031Z/analysis-runs/hybrid-model-20260710t000031z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260710T000031Z/analysis-runs/hybrid-model-20260710t000031z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260710T060821Z/analysis-runs/hybrid-model-20260710t060821z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260710T060821Z/analysis-runs/hybrid-model-20260710t060821z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-07-10T00:11:43Z", + "published_at": "2026-07-10T06:19:25Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260710T000031Z", + "snapshot_id": "20260710T060821Z", "variant": "hybrid" } diff --git a/snapshots/20260710T060821Z/analysis-runs/hybrid-model-20260710t060821z/analysis-report-hybrid.json b/snapshots/20260710T060821Z/analysis-runs/hybrid-model-20260710t060821z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..c744ea485e645aa7269411427c22ebcc42b7f1aa --- /dev/null +++ b/snapshots/20260710T060821Z/analysis-runs/hybrid-model-20260710t060821z/analysis-report-hybrid.json @@ -0,0 +1,4652 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260710T060821Z", + "generated_at": "2026-07-10T06:19:23Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], + "pr_numbers": [ + 43996, + 44007, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43996, + "right_pr_number": 44007, + "code_similarity": 0.179, + "size_similarity": 0.576, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.429, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44013, + "code_similarity": 0.122, + "size_similarity": 0.318, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.392, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44044, + "code_similarity": 0.245, + "size_similarity": 0.864, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.479, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44066, + "code_similarity": 0.225, + "size_similarity": 0.818, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.408, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44072, + "code_similarity": 0.14, + "size_similarity": 0.303, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.528, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44085, + "code_similarity": 0.216, + "size_similarity": 0.783, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44129, + "code_similarity": 0.163, + "size_similarity": 0.643, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.229, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44154, + "code_similarity": 0.153, + "size_similarity": 0.535, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.31, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44722, + "code_similarity": 0.225, + "size_similarity": 0.848, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.368, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44013, + "code_similarity": 0.19, + "size_similarity": 0.553, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.531, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44044, + "code_similarity": 0.186, + "size_similarity": 0.667, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.354, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44066, + "code_similarity": 0.188, + "size_similarity": 0.704, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.315, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44072, + "code_similarity": 0.212, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.708, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44085, + "code_similarity": 0.195, + "size_similarity": 0.735, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.318, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44129, + "code_similarity": 0.103, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.191, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44154, + "code_similarity": 0.238, + "size_similarity": 0.93, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.344, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44722, + "code_similarity": 0.178, + "size_similarity": 0.679, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.28, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44044, + "code_similarity": 0.126, + "size_similarity": 0.368, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.351, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44066, + "code_similarity": 0.127, + "size_similarity": 0.389, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.325, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44072, + "code_similarity": 0.29, + "size_similarity": 0.952, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.667, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44085, + "code_similarity": 0.131, + "size_similarity": 0.406, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.329, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44129, + "code_similarity": 0.07, + "size_similarity": 0.205, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.192, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44154, + "code_similarity": 0.177, + "size_similarity": 0.594, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.389, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44722, + "code_similarity": 0.118, + "size_similarity": 0.375, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.287, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44066, + "code_similarity": 0.25, + "size_similarity": 0.947, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.404, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44072, + "code_similarity": 0.136, + "size_similarity": 0.351, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.442, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44085, + "code_similarity": 0.24, + "size_similarity": 0.906, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.394, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44129, + "code_similarity": 0.147, + "size_similarity": 0.555, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.243, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44154, + "code_similarity": 0.17, + "size_similarity": 0.62, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.306, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44722, + "code_similarity": 0.257, + "size_similarity": 0.982, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.402, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44072, + "code_similarity": 0.133, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.393, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44085, + "code_similarity": 0.763, + "size_similarity": 0.957, + "file_overlap": 0.5, + "area_overlap": 0.825, + "patch_similarity": 0.887, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ] + } + ] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44129, + "code_similarity": 0.145, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.263, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44154, + "code_similarity": 0.174, + "size_similarity": 0.654, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.286, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44722, + "code_similarity": 0.907, + "size_similarity": 0.964, + "file_overlap": 1.0, + "area_overlap": 0.808, + "patch_similarity": 0.874, + "shared_filenames": [ + "src/transformers/models/codegen/modeling_codegen.py", + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/codegen/modeling_codegen.py", + "left_ranges": [ + [ + 245, + 266 + ] + ], + "right_ranges": [ + [ + 228, + 234 + ] + ] + }, + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44085, + "code_similarity": 0.137, + "size_similarity": 0.387, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44129, + "code_similarity": 0.074, + "size_similarity": 0.195, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.231, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44154, + "code_similarity": 0.175, + "size_similarity": 0.566, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.414, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44722, + "code_similarity": 0.124, + "size_similarity": 0.357, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.347, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44129, + "code_similarity": 0.141, + "size_similarity": 0.503, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.272, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44154, + "code_similarity": 0.18, + "size_similarity": 0.684, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.289, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44722, + "code_similarity": 0.728, + "size_similarity": 0.923, + "file_overlap": 0.5, + "area_overlap": 0.791, + "patch_similarity": 0.78, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44154, + "code_similarity": 0.099, + "size_similarity": 0.344, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.199, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44722, + "code_similarity": 0.146, + "size_similarity": 0.545, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.247, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44154, + "right_pr_number": 44722, + "code_similarity": 0.164, + "size_similarity": 0.631, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.255, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-46894-8", + "summary": "Cluster of 3 issues and 5 PRs centered on issue #46894.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 46894, + "canonical_pr_number": 46903, + "issue_numbers": [ + 46894, + 46897, + 46901 + ], + "pr_numbers": [ + 46895, + 46903, + 46958, + 47090, + 47235 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46895, + "right_pr_number": 46903, + "code_similarity": 0.533, + "size_similarity": 0.404, + "file_overlap": 0.333, + "area_overlap": 0.933, + "patch_similarity": 0.17, + "shared_filenames": [ + "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "src/transformers/models/cohere_asr/modular_cohere_asr.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "left_ranges": [ + [ + 637, + 650 + ] + ], + "right_ranges": [ + [ + 637, + 651 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ + [ + 500, + 513 + ] + ], + "right_ranges": [ + [ + 500, + 514 + ] + ] + } + ] + }, + { + "left_pr_number": 46895, + "right_pr_number": 46958, + "code_similarity": 0.779, + "size_similarity": 0.915, + "file_overlap": 1.0, + "area_overlap": 0.5, + "patch_similarity": 0.81, + "shared_filenames": [ + "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "tests/models/cohere_asr/test_modeling_cohere_asr.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "left_ranges": [ + [ + 637, + 650 + ] + ], + "right_ranges": [ + [ + 22, + 28 + ], + [ + 638, + 645 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ + [ + 500, + 513 + ] + ], + "right_ranges": [ + [ + 16, + 22 + ], + [ + 501, + 508 + ] + ] + }, + { + "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", + "left_ranges": [ + [ + 35, + 41 + ], + [ + 176, + 214 + ] + ], + "right_ranges": [ + [ + 15, + 21 + ], + [ + 180, + 221 + ] + ] + } + ] + }, + { + "left_pr_number": 46895, + "right_pr_number": 47090, + "code_similarity": 0.819, + "size_similarity": 0.932, + "file_overlap": 1.0, + "area_overlap": 0.783, + "patch_similarity": 0.389, + "shared_filenames": [ + "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "tests/models/cohere_asr/test_modeling_cohere_asr.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "left_ranges": [ + [ + 637, + 650 + ] + ], + "right_ranges": [ + [ + 637, + 649 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ + [ + 500, + 513 + ] + ], + "right_ranges": [ + [ + 500, + 512 + ] + ] + }, + { + "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", + "left_ranges": [ + [ + 35, + 41 + ], + [ + 176, + 214 + ] + ], + "right_ranges": [ + [ + 175, + 222 + ] + ] + } + ] + }, + { + "left_pr_number": 46895, + "right_pr_number": 47235, + "code_similarity": 0.428, + "size_similarity": 0.341, + "file_overlap": 0.667, + "area_overlap": 0.381, + "patch_similarity": 0.176, + "shared_filenames": [ + "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "src/transformers/models/cohere_asr/modular_cohere_asr.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "left_ranges": [ + [ + 637, + 650 + ] + ], + "right_ranges": [ + [ + 22, + 28 + ], + [ + 638, + 645 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ + [ + 500, + 513 + ] + ], + "right_ranges": [ + [ + 16, + 22 + ], + [ + 501, + 508 + ] + ] + } + ] + }, + { + "left_pr_number": 46903, + "right_pr_number": 46958, + "code_similarity": 0.325, + "size_similarity": 0.369, + "file_overlap": 0.333, + "area_overlap": 0.364, + "patch_similarity": 0.156, + "shared_filenames": [ + "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "src/transformers/models/cohere_asr/modular_cohere_asr.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "left_ranges": [ + [ + 637, + 651 + ] + ], + "right_ranges": [ + [ + 22, + 28 + ], + [ + 638, + 645 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ + [ + 500, + 514 + ] + ], + "right_ranges": [ + [ + 16, + 22 + ], + [ + 501, + 508 + ] + ] + } + ] + }, + { + "left_pr_number": 46903, + "right_pr_number": 47090, + "code_similarity": 0.519, + "size_similarity": 0.433, + "file_overlap": 0.333, + "area_overlap": 0.867, + "patch_similarity": 0.192, + "shared_filenames": [ + "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "src/transformers/models/cohere_asr/modular_cohere_asr.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "left_ranges": [ + [ + 637, + 651 + ] + ], + "right_ranges": [ + [ + 637, + 649 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ + [ + 500, + 514 + ] + ], + "right_ranges": [ + [ + 500, + 512 + ] + ] + } + ] + }, + { + "left_pr_number": 46903, + "right_pr_number": 47235, + "code_similarity": 0.283, + "size_similarity": 0.138, + "file_overlap": 0.4, + "area_overlap": 0.364, + "patch_similarity": 0.057, + "shared_filenames": [ + "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "src/transformers/models/cohere_asr/modular_cohere_asr.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "left_ranges": [ + [ + 637, + 651 + ] + ], + "right_ranges": [ + [ + 22, + 28 + ], + [ + 638, + 645 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ + [ + 500, + 514 + ] + ], + "right_ranges": [ + [ + 16, + 22 + ], + [ + 501, + 508 + ] + ] + } + ] + }, + { + "left_pr_number": 46958, + "right_pr_number": 47090, + "code_similarity": 0.742, + "size_similarity": 0.852, + "file_overlap": 1.0, + "area_overlap": 0.611, + "patch_similarity": 0.387, + "shared_filenames": [ + "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "tests/models/cohere_asr/test_modeling_cohere_asr.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "left_ranges": [ + [ + 22, + 28 + ], + [ + 638, + 645 + ] + ], + "right_ranges": [ + [ + 637, + 649 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ + [ + 16, + 22 + ], + [ + 501, + 508 + ] + ], + "right_ranges": [ + [ + 500, + 512 + ] + ] + }, + { + "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", + "left_ranges": [ + [ + 15, + 21 + ], + [ + 180, + 221 + ] + ], + "right_ranges": [ + [ + 175, + 222 + ] + ] + } + ] + }, + { + "left_pr_number": 46958, + "right_pr_number": 47235, + "code_similarity": 0.655, + "size_similarity": 0.373, + "file_overlap": 0.667, + "area_overlap": 1.0, + "patch_similarity": 0.2, + "shared_filenames": [ + "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "src/transformers/models/cohere_asr/modular_cohere_asr.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "left_ranges": [ + [ + 22, + 28 + ], + [ + 638, + 645 + ] + ], + "right_ranges": [ + [ + 22, + 28 + ], + [ + 638, + 645 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ + [ + 16, + 22 + ], + [ + 501, + 508 + ] + ], + "right_ranges": [ + [ + 16, + 22 + ], + [ + 501, + 508 + ] + ] + } + ] + }, + { + "left_pr_number": 47090, + "right_pr_number": 47235, + "code_similarity": 0.419, + "size_similarity": 0.318, + "file_overlap": 0.667, + "area_overlap": 0.4, + "patch_similarity": 0.102, + "shared_filenames": [ + "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "src/transformers/models/cohere_asr/modular_cohere_asr.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "left_ranges": [ + [ + 637, + 649 + ] + ], + "right_ranges": [ + [ + 22, + 28 + ], + [ + 638, + 645 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ + [ + 500, + 512 + ] + ], + "right_ranges": [ + [ + 16, + 22 + ], + [ + 501, + 508 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-41211-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 41211, + "canonical_pr_number": 44339, + "issue_numbers": [ + 41211 + ], + "pr_numbers": [ + 41356, + 44339 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 41356, + "right_pr_number": 44339, + "code_similarity": 0.155, + "size_similarity": 0.094, + "file_overlap": 0.273, + "area_overlap": 0.078, + "patch_similarity": 0.183, + "shared_filenames": [ + "docs/source/en/model_doc/deimv2.md", + "src/transformers/models/deimv2/__init__.py", + "src/transformers/models/deimv2/configuration_deimv2.py", + "src/transformers/models/deimv2/modeling_deimv2.py", + "tests/models/deimv2/__init__.py", + "tests/models/deimv2/test_modeling_deimv2.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/model_doc/deimv2.md", + "left_ranges": [ + [ + 1, + 132 + ] + ], + "right_ranges": [ + [ + 1, + 65 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/__init__.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 29 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/configuration_deimv2.py", + "left_ranges": [ + [ + 1, + 74 + ] + ], + "right_ranges": [ + [ + 1, + 266 + ] + ] + }, + { + "filename": "tests/models/deimv2/test_modeling_deimv2.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 1734 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43451-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 43451, + "issue_numbers": [], + "pr_numbers": [ + 43451, + 47237 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43451, + "right_pr_number": 47237, + "code_similarity": 0.002, + "size_similarity": 0.003, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.01, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-46693-4", + "summary": "Cluster of 1 issues and 3 PRs centered on issue #46693.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 46693, + "canonical_pr_number": 47134, + "issue_numbers": [ + 46693 + ], + "pr_numbers": [ + 46696, + 47134, + 47215 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46696, + "right_pr_number": 47134, + "code_similarity": 0.464, + "size_similarity": 0.8, + "file_overlap": 1.0, + "area_overlap": 0.0, + "patch_similarity": 0.029, + "shared_filenames": [ + "src/transformers/modeling_flash_attention_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/modeling_flash_attention_utils.py", + "left_ranges": [ + [ + 667, + 692 + ] + ], + "right_ranges": [ + [ + 316, + 323 + ], + [ + 366, + 373 + ] + ] + } + ] + }, + { + "left_pr_number": 46696, + "right_pr_number": 47215, + "code_similarity": 0.138, + "size_similarity": 0.022, + "file_overlap": 0.2, + "area_overlap": 0.191, + "patch_similarity": 0.043, + "shared_filenames": [ + "src/transformers/modeling_flash_attention_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/modeling_flash_attention_utils.py", + "left_ranges": [ + [ + 667, + 692 + ] + ], + "right_ranges": [ + [ + 33, + 39 + ], + [ + 317, + 324 + ], + [ + 368, + 375 + ], + [ + 491, + 499 + ], + [ + 680, + 702 + ] + ] + } + ] + }, + { + "left_pr_number": 47134, + "right_pr_number": 47215, + "code_similarity": 0.144, + "size_similarity": 0.018, + "file_overlap": 0.2, + "area_overlap": 0.224, + "patch_similarity": 0.015, + "shared_filenames": [ + "src/transformers/modeling_flash_attention_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/modeling_flash_attention_utils.py", + "left_ranges": [ + [ + 316, + 323 + ], + [ + 366, + 373 + ] + ], + "right_ranges": [ + [ + 33, + 39 + ], + [ + 317, + 324 + ], + [ + 368, + 375 + ], + [ + 491, + 499 + ], + [ + 680, + 702 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46159-4", + "summary": "Cluster of 1 issues and 3 PRs centered on issue #46159.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 46159, + "canonical_pr_number": 46174, + "issue_numbers": [ + 46159 + ], + "pr_numbers": [ + 46174, + 46780, + 47234 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 46174, + "right_pr_number": 46780, + "code_similarity": 0.841, + "size_similarity": 0.87, + "file_overlap": 1.0, + "area_overlap": 0.767, + "patch_similarity": 0.657, + "shared_filenames": [ + "src/transformers/models/aimv2/modeling_aimv2.py", + "src/transformers/models/d_fine/modeling_d_fine.py", + "src/transformers/models/deimv2/modeling_deimv2.py", + "src/transformers/models/pp_doclayout_v2/modeling_pp_doclayout_v2.py", + "src/transformers/models/pp_doclayout_v3/modeling_pp_doclayout_v3.py", + "src/transformers/models/rt_detr/modeling_rt_detr.py", + "src/transformers/models/rt_detr_v2/modeling_rt_detr_v2.py", + "src/transformers/models/vit_mae/modeling_vit_mae.py", + "src/transformers/models/vit_mae/modular_vit_mae.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/aimv2/modeling_aimv2.py", + "left_ranges": [ + [ + 134, + 141 + ], + [ + 144, + 154 + ], + [ + 157, + 165 + ] + ], + "right_ranges": [ + [ + 134, + 140 + ], + [ + 143, + 153 + ], + [ + 156, + 162 + ] + ] + }, + { + "filename": "src/transformers/models/d_fine/modeling_d_fine.py", + "left_ranges": [ + [ + 631, + 638 + ], + [ + 641, + 651 + ], + [ + 654, + 662 + ] + ], + "right_ranges": [ + [ + 631, + 637 + ], + [ + 640, + 650 + ], + [ + 653, + 659 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/modeling_deimv2.py", + "left_ranges": [ + [ + 703, + 710 + ], + [ + 713, + 723 + ], + [ + 726, + 734 + ] + ], + "right_ranges": [ + [ + 703, + 709 + ], + [ + 712, + 722 + ], + [ + 725, + 731 + ] + ] + }, + { + "filename": "src/transformers/models/pp_doclayout_v2/modeling_pp_doclayout_v2.py", + "left_ranges": [ + [ + 1551, + 1558 + ], + [ + 1561, + 1571 + ], + [ + 1574, + 1582 + ] + ], + "right_ranges": [ + [ + 1551, + 1557 + ], + [ + 1560, + 1570 + ], + [ + 1573, + 1579 + ] + ] + }, + { + "filename": "src/transformers/models/pp_doclayout_v3/modeling_pp_doclayout_v3.py", + "left_ranges": [ + [ + 804, + 811 + ], + [ + 814, + 824 + ], + [ + 827, + 835 + ] + ], + "right_ranges": [ + [ + 804, + 810 + ], + [ + 813, + 823 + ], + [ + 826, + 832 + ] + ] + }, + { + "filename": "src/transformers/models/rt_detr/modeling_rt_detr.py", + "left_ranges": [ + [ + 847, + 854 + ], + [ + 857, + 867 + ], + [ + 870, + 878 + ] + ], + "right_ranges": [ + [ + 847, + 853 + ], + [ + 856, + 866 + ], + [ + 869, + 875 + ] + ] + }, + { + "filename": "src/transformers/models/rt_detr_v2/modeling_rt_detr_v2.py", + "left_ranges": [ + [ + 976, + 983 + ], + [ + 986, + 996 + ], + [ + 999, + 1007 + ] + ], + "right_ranges": [ + [ + 976, + 982 + ], + [ + 985, + 995 + ], + [ + 998, + 1004 + ] + ] + }, + { + "filename": "src/transformers/models/vit_mae/modeling_vit_mae.py", + "left_ranges": [ + [ + 152, + 159 + ], + [ + 162, + 172 + ], + [ + 175, + 183 + ] + ], + "right_ranges": [ + [ + 152, + 158 + ], + [ + 161, + 171 + ], + [ + 174, + 180 + ] + ] + }, + { + "filename": "src/transformers/models/vit_mae/modular_vit_mae.py", + "left_ranges": [ + [ + 62, + 69 + ], + [ + 72, + 82 + ], + [ + 85, + 93 + ] + ], + "right_ranges": [ + [ + 62, + 68 + ], + [ + 71, + 81 + ], + [ + 84, + 90 + ] + ] + } + ] + }, + { + "left_pr_number": 46174, + "right_pr_number": 47234, + "code_similarity": 0.556, + "size_similarity": 0.386, + "file_overlap": 0.444, + "area_overlap": 0.696, + "patch_similarity": 0.676, + "shared_filenames": [ + "src/transformers/models/rt_detr/modeling_rt_detr.py", + "src/transformers/models/rt_detr_v2/modeling_rt_detr_v2.py", + "src/transformers/models/vit_mae/modeling_vit_mae.py", + "src/transformers/models/vit_mae/modular_vit_mae.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/rt_detr/modeling_rt_detr.py", + "left_ranges": [ + [ + 847, + 854 + ], + [ + 857, + 867 + ], + [ + 870, + 878 + ] + ], + "right_ranges": [ + [ + 847, + 853 + ], + [ + 856, + 866 + ], + [ + 869, + 875 + ] + ] + }, + { + "filename": "src/transformers/models/rt_detr_v2/modeling_rt_detr_v2.py", + "left_ranges": [ + [ + 976, + 983 + ], + [ + 986, + 996 + ], + [ + 999, + 1007 + ] + ], + "right_ranges": [ + [ + 973, + 979 + ], + [ + 982, + 992 + ], + [ + 995, + 1001 + ] + ] + }, + { + "filename": "src/transformers/models/vit_mae/modeling_vit_mae.py", + "left_ranges": [ + [ + 152, + 159 + ], + [ + 162, + 172 + ], + [ + 175, + 183 + ] + ], + "right_ranges": [ + [ + 152, + 158 + ], + [ + 161, + 171 + ], + [ + 174, + 180 + ] + ] + }, + { + "filename": "src/transformers/models/vit_mae/modular_vit_mae.py", + "left_ranges": [ + [ + 62, + 69 + ], + [ + 72, + 82 + ], + [ + 85, + 93 + ] + ], + "right_ranges": [ + [ + 62, + 68 + ], + [ + 71, + 81 + ], + [ + 84, + 90 + ] + ] + } + ] + }, + { + "left_pr_number": 46780, + "right_pr_number": 47234, + "code_similarity": 0.651, + "size_similarity": 0.444, + "file_overlap": 0.444, + "area_overlap": 0.869, + "patch_similarity": 0.828, + "shared_filenames": [ + "src/transformers/models/rt_detr/modeling_rt_detr.py", + "src/transformers/models/rt_detr_v2/modeling_rt_detr_v2.py", + "src/transformers/models/vit_mae/modeling_vit_mae.py", + "src/transformers/models/vit_mae/modular_vit_mae.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/rt_detr/modeling_rt_detr.py", + "left_ranges": [ + [ + 847, + 853 + ], + [ + 856, + 866 + ], + [ + 869, + 875 + ] + ], + "right_ranges": [ + [ + 847, + 853 + ], + [ + 856, + 866 + ], + [ + 869, + 875 + ] + ] + }, + { + "filename": "src/transformers/models/rt_detr_v2/modeling_rt_detr_v2.py", + "left_ranges": [ + [ + 976, + 982 + ], + [ + 985, + 995 + ], + [ + 998, + 1004 + ] + ], + "right_ranges": [ + [ + 973, + 979 + ], + [ + 982, + 992 + ], + [ + 995, + 1001 + ] + ] + }, + { + "filename": "src/transformers/models/vit_mae/modeling_vit_mae.py", + "left_ranges": [ + [ + 152, + 158 + ], + [ + 161, + 171 + ], + [ + 174, + 180 + ] + ], + "right_ranges": [ + [ + 152, + 158 + ], + [ + 161, + 171 + ], + [ + 174, + 180 + ] + ] + }, + { + "filename": "src/transformers/models/vit_mae/modular_vit_mae.py", + "left_ranges": [ + [ + 62, + 68 + ], + [ + 71, + 81 + ], + [ + 84, + 90 + ] + ], + "right_ranges": [ + [ + 62, + 68 + ], + [ + 71, + 81 + ], + [ + 84, + 90 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46821-4", + "summary": "Cluster of 1 issues and 3 PRs centered on issue #46821.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 46821, + "canonical_pr_number": 46834, + "issue_numbers": [ + 46821 + ], + "pr_numbers": [ + 46834, + 47223, + 47229 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46834, + "right_pr_number": 47223, + "code_similarity": 0.242, + "size_similarity": 0.644, + "file_overlap": 0.333, + "area_overlap": 0.0, + "patch_similarity": 0.088, + "shared_filenames": [ + "src/transformers/models/timesfm2_5/modular_timesfm2_5.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/timesfm2_5/modular_timesfm2_5.py", + "left_ranges": [ + [ + 564, + 570 + ], + [ + 651, + 671 + ] + ], + "right_ranges": [ + [ + 101, + 106 + ] + ] + } + ] + }, + { + "left_pr_number": 46834, + "right_pr_number": 47229, + "code_similarity": 0.59, + "size_similarity": 0.632, + "file_overlap": 1.0, + "area_overlap": 0.4, + "patch_similarity": 0.156, + "shared_filenames": [ + "src/transformers/models/timesfm2_5/modeling_timesfm2_5.py", + "src/transformers/models/timesfm2_5/modular_timesfm2_5.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/timesfm2_5/modeling_timesfm2_5.py", + "left_ranges": [ + [ + 777, + 783 + ] + ], + "right_ranges": [ + [ + 777, + 783 + ] + ] + }, + { + "filename": "src/transformers/models/timesfm2_5/modular_timesfm2_5.py", + "left_ranges": [ + [ + 564, + 570 + ], + [ + 651, + 671 + ] + ], + "right_ranges": [ + [ + 564, + 570 + ] + ] + } + ] + }, + { + "left_pr_number": 47223, + "right_pr_number": 47229, + "code_similarity": 0.187, + "size_similarity": 0.407, + "file_overlap": 0.333, + "area_overlap": 0.0, + "patch_similarity": 0.036, + "shared_filenames": [ + "src/transformers/models/timesfm2_5/modular_timesfm2_5.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/timesfm2_5/modular_timesfm2_5.py", + "left_ranges": [ + [ + 101, + 106 + ] + ], + "right_ranges": [ + [ + 564, + 570 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46305-4", + "summary": "Cluster of 1 issues and 3 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, + 47231 + ], + "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", + "left_ranges": [ + [ + 269, + 275 + ] + ], + "right_ranges": [ + [ + 269, + 275 + ] + ] + } + ] + }, + { + "left_pr_number": 46310, + "right_pr_number": 47231, + "code_similarity": 0.217, + "size_similarity": 0.048, + "file_overlap": 0.667, + "area_overlap": 0.019, + "patch_similarity": 0.008, + "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": [ + [ + 20, + 36 + ], + [ + 44, + 51 + ], + [ + 174, + 181 + ], + [ + 251, + 266 + ], + [ + 272, + 278 + ], + [ + 325, + 330 + ], + [ + 360, + 366 + ], + [ + 468, + 490 + ], + [ + 557, + 570 + ], + [ + 601, + 623 + ], + [ + 646, + 687 + ], + [ + 691, + 713 + ], + [ + 718, + 724 + ], + [ + 732, + 738 + ], + [ + 773, + 779 + ], + [ + 826, + 866 + ], + [ + 871, + 877 + ], + [ + 884, + 1008 + ], + [ + 1018, + 1075 + ], + [ + 1080, + 1090 + ], + [ + 1123, + 1135 + ], + [ + 1167, + 1173 + ], + [ + 1177, + 1188 + ], + [ + 1201, + 1211 + ], + [ + 1259, + 1272 + ] + ] + }, + { + "filename": "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py", + "left_ranges": [ + [ + 269, + 275 + ] + ], + "right_ranges": [ + [ + 269, + 275 + ] + ] + } + ] + }, + { + "left_pr_number": 47162, + "right_pr_number": 47231, + "code_similarity": 0.16, + "size_similarity": 0.141, + "file_overlap": 0.4, + "area_overlap": 0.019, + "patch_similarity": 0.037, + "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": [ + [ + 20, + 36 + ], + [ + 44, + 51 + ], + [ + 174, + 181 + ], + [ + 251, + 266 + ], + [ + 272, + 278 + ], + [ + 325, + 330 + ], + [ + 360, + 366 + ], + [ + 468, + 490 + ], + [ + 557, + 570 + ], + [ + 601, + 623 + ], + [ + 646, + 687 + ], + [ + 691, + 713 + ], + [ + 718, + 724 + ], + [ + 732, + 738 + ], + [ + 773, + 779 + ], + [ + 826, + 866 + ], + [ + 871, + 877 + ], + [ + 884, + 1008 + ], + [ + 1018, + 1075 + ], + [ + 1080, + 1090 + ], + [ + 1123, + 1135 + ], + [ + 1167, + 1173 + ], + [ + 1177, + 1188 + ], + [ + 1201, + 1211 + ], + [ + 1259, + 1272 + ] + ] + }, + { + "filename": "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py", + "left_ranges": [ + [ + 269, + 275 + ] + ], + "right_ranges": [ + [ + 269, + 275 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43240-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43240, + "canonical_pr_number": 43251, + "issue_numbers": [ + 43240 + ], + "pr_numbers": [ + 43251, + 43254 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43251, + "right_pr_number": 43254, + "code_similarity": 0.794, + "size_similarity": 0.64, + "file_overlap": 1.0, + "area_overlap": 0.667, + "patch_similarity": 0.882, + "shared_filenames": [ + "src/transformers/loss/loss_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/loss/loss_utils.py", + "left_ranges": [ + [ + 30, + 50 + ] + ], + "right_ranges": [ + [ + 30, + 43 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45647-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45647.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 45647, + "canonical_pr_number": 45738, + "issue_numbers": [ + 45647 + ], + "pr_numbers": [ + 45737, + 45738 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 45737, + "right_pr_number": 45738, + "code_similarity": 0.526, + "size_similarity": 0.11, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.024, + "shared_filenames": [ + "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py", + "left_ranges": [ + [ + 491, + 497 + ] + ], + "right_ranges": [ + [ + 491, + 497 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46869-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46869.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 46869, + "canonical_pr_number": 46886, + "issue_numbers": [ + 46869 + ], + "pr_numbers": [ + 46886, + 46922 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 46886, + "right_pr_number": 46922, + "code_similarity": 0.711, + "size_similarity": 0.857, + "file_overlap": 1.0, + "area_overlap": 0.5, + "patch_similarity": 0.429, + "shared_filenames": [ + "src/transformers/models/yolos/modeling_yolos.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/yolos/modeling_yolos.py", + "left_ranges": [ + [ + 446, + 452 + ] + ], + "right_ranges": [ + [ + 434, + 440 + ], + [ + 446, + 452 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45561-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45561, + "canonical_pr_number": 45645, + "issue_numbers": [ + 45561 + ], + "pr_numbers": [ + 45639, + 45645 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45639, + "right_pr_number": 45645, + "code_similarity": 0.721, + "size_similarity": 0.973, + "file_overlap": 0.75, + "area_overlap": 0.563, + "patch_similarity": 0.696, + "shared_filenames": [ + "src/transformers/testing_utils.py", + "tests/utils/test_testing_utils.py", + "utils/notification_service.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/testing_utils.py", + "left_ranges": [ + [ + 3611, + 3618 + ], + [ + 3835, + 3869 + ] + ], + "right_ranges": [ + [ + 3525, + 3558 + ], + [ + 3782, + 3788 + ] + ] + }, + { + "filename": "tests/utils/test_testing_utils.py", + "left_ranges": [ + [ + 1, + 144 + ] + ], + "right_ranges": [ + [ + 1, + 114 + ] + ] + }, + { + "filename": "utils/notification_service.py", + "left_ranges": [ + [ + 935, + 967 + ] + ], + "right_ranges": [ + [ + 935, + 967 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-47205-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #47205.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 47205, + "canonical_pr_number": 47218, + "issue_numbers": [ + 47205 + ], + "pr_numbers": [ + 47218, + 47219 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 47218, + "right_pr_number": 47219, + "code_similarity": 0.635, + "size_similarity": 0.755, + "file_overlap": 0.909, + "area_overlap": 0.46, + "patch_similarity": 0.333, + "shared_filenames": [ + "tests/models/aimv2/test_modeling_aimv2.py", + "tests/models/aria/test_modeling_aria.py", + "tests/models/deepseek_vl_hybrid/test_image_processing_deepseek_vl_hybrid.py", + "tests/models/eomt/test_modeling_eomt.py", + "tests/models/eomt_dinov3/test_modeling_eomt_dinov3.py", + "tests/models/fast_vlm/test_modeling_fast_vlm.py", + "tests/models/flava/test_image_processing_flava.py", + "tests/models/fuyu/test_image_processing_fuyu.py", + "tests/models/idefics/test_image_processing_idefics.py", + "tests/models/imagegpt/test_image_processing_imagegpt.py", + "tests/models/kimi_k25/test_image_processing_kimi_k25.py", + "tests/models/layoutlmv2/test_image_processing_layoutlmv2.py", + "tests/models/lfm2_vl/test_modeling_lfm2_vl.py", + "tests/models/llava/test_modeling_llava.py", + "tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py", + "tests/models/pix2struct/test_image_processing_pix2struct.py", + "tests/models/qwen2_vl/test_image_processing_qwen2_vl.py", + "tests/models/video_llama_3/test_image_processing_video_llama_3.py", + "tests/models/vitpose/test_image_processing_vitpose.py", + "tests/test_image_processing_common.py" + ], + "shared_file_areas": [ + { + "filename": "tests/models/aimv2/test_modeling_aimv2.py", + "left_ranges": [ + [ + 18, + 23 + ], + [ + 34, + 40 + ], + [ + 58, + 63 + ], + [ + 477, + 485 + ], + [ + 513, + 521 + ], + [ + 546, + 554 + ] + ], + "right_ranges": [ + [ + 18, + 23 + ], + [ + 43, + 49 + ], + [ + 58, + 63 + ], + [ + 478, + 484 + ], + [ + 512, + 518 + ], + [ + 543, + 549 + ] + ] + }, + { + "filename": "tests/models/aria/test_modeling_aria.py", + "left_ranges": [ + [ + 16, + 21 + ], + [ + 42, + 48 + ], + [ + 51, + 57 + ], + [ + 246, + 252 + ], + [ + 286, + 292 + ], + [ + 320, + 329 + ], + [ + 360, + 369 + ], + [ + 402, + 411 + ], + [ + 437, + 444 + ] + ], + "right_ranges": [ + [ + 44, + 50 + ], + [ + 322, + 328 + ], + [ + 360, + 366 + ], + [ + 400, + 406 + ] + ] + }, + { + "filename": "tests/models/deepseek_vl_hybrid/test_image_processing_deepseek_vl_hybrid.py", + "left_ranges": [ + [ + 19, + 25 + ], + [ + 203, + 210 + ] + ], + "right_ranges": [ + [ + 20, + 26 + ], + [ + 204, + 212 + ] + ] + }, + { + "filename": "tests/models/eomt/test_modeling_eomt.py", + "left_ranges": [ + [ + 15, + 26 + ], + [ + 30, + 36 + ], + [ + 174, + 182 + ], + [ + 219, + 227 + ], + [ + 237, + 245 + ], + [ + 276, + 284 + ], + [ + 327, + 335 + ], + [ + 375, + 383 + ] + ], + "right_ranges": [ + [ + 15, + 36 + ], + [ + 174, + 180 + ], + [ + 217, + 223 + ], + [ + 233, + 239 + ], + [ + 270, + 276 + ], + [ + 319, + 325 + ], + [ + 365, + 371 + ] + ] + }, + { + "filename": "tests/models/eomt_dinov3/test_modeling_eomt_dinov3.py", + "left_ranges": [ + [ + 15, + 20 + ], + [ + 27, + 33 + ], + [ + 37, + 43 + ], + [ + 219, + 227 + ], + [ + 263, + 271 + ], + [ + 322, + 330 + ], + [ + 380, + 388 + ], + [ + 428, + 436 + ], + [ + 472, + 480 + ] + ], + "right_ranges": [ + [ + 15, + 20 + ], + [ + 29, + 43 + ], + [ + 219, + 225 + ], + [ + 261, + 267 + ], + [ + 318, + 324 + ], + [ + 374, + 380 + ], + [ + 420, + 426 + ], + [ + 462, + 468 + ] + ] + }, + { + "filename": "tests/models/fast_vlm/test_modeling_fast_vlm.py", + "left_ranges": [ + [ + 16, + 21 + ], + [ + 36, + 42 + ], + [ + 45, + 51 + ], + [ + 256, + 262 + ], + [ + 280, + 289 + ] + ], + "right_ranges": [ + [ + 39, + 45 + ], + [ + 283, + 289 + ] + ] + }, + { + "filename": "tests/models/flava/test_image_processing_flava.py", + "left_ranges": [ + [ + 12, + 26 + ], + [ + 401, + 408 + ] + ], + "right_ranges": [ + [ + 12, + 27 + ], + [ + 402, + 408 + ] + ] + }, + { + "filename": "tests/models/fuyu/test_image_processing_fuyu.py", + "left_ranges": [ + [ + 1, + 5 + ], + [ + 14, + 20 + ], + [ + 178, + 185 + ] + ], + "right_ranges": [ + [ + 1, + 5 + ], + [ + 15, + 21 + ], + [ + 179, + 185 + ] + ] + }, + { + "filename": "tests/models/idefics/test_image_processing_idefics.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 25, + 31 + ], + [ + 149, + 156 + ] + ], + "right_ranges": [ + [ + 11, + 18 + ], + [ + 26, + 32 + ], + [ + 150, + 156 + ] + ] + }, + { + "filename": "tests/models/imagegpt/test_image_processing_imagegpt.py", + "left_ranges": [ + [ + 20, + 25 + ], + [ + 33, + 39 + ], + [ + 284, + 291 + ] + ], + "right_ranges": [ + [ + 20, + 25 + ], + [ + 34, + 40 + ], + [ + 285, + 291 + ] + ] + }, + { + "filename": "tests/models/kimi_k25/test_image_processing_kimi_k25.py", + "left_ranges": [ + [ + 12, + 31 + ], + [ + 270, + 277 + ] + ], + "right_ranges": [ + [ + 12, + 27 + ], + [ + 266, + 272 + ] + ] + }, + { + "filename": "tests/models/layoutlmv2/test_image_processing_layoutlmv2.py", + "left_ranges": [ + [ + 15, + 20 + ], + [ + 29, + 42 + ], + [ + 147, + 154 + ] + ], + "right_ranges": [ + [ + 15, + 20 + ], + [ + 30, + 43 + ], + [ + 148, + 154 + ] + ] + }, + { + "filename": "tests/models/lfm2_vl/test_modeling_lfm2_vl.py", + "left_ranges": [ + [ + 15, + 22 + ], + [ + 34, + 45 + ], + [ + 209, + 219 + ], + [ + 291, + 301 + ] + ], + "right_ranges": [ + [ + 37, + 43 + ], + [ + 211, + 217 + ], + [ + 295, + 301 + ] + ] + }, + { + "filename": "tests/models/llava/test_modeling_llava.py", + "left_ranges": [ + [ + 17, + 22 + ], + [ + 42, + 48 + ], + [ + 52, + 58 + ], + [ + 305, + 311 + ], + [ + 334, + 340 + ], + [ + 366, + 375 + ], + [ + 419, + 428 + ], + [ + 474, + 483 + ], + [ + 529, + 536 + ], + [ + 610, + 616 + ], + [ + 637, + 644 + ], + [ + 666, + 673 + ], + [ + 699, + 706 + ] + ], + "right_ranges": [ + [ + 45, + 51 + ], + [ + 368, + 374 + ], + [ + 419, + 425 + ], + [ + 472, + 478 + ] + ] + }, + { + "filename": "tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py", + "left_ranges": [ + [ + 37, + 43 + ], + [ + 652, + 657 + ], + [ + 695, + 703 + ] + ], + "right_ranges": [ + [ + 45, + 51 + ], + [ + 697, + 703 + ] + ] + }, + { + "filename": "tests/models/pix2struct/test_image_processing_pix2struct.py", + "left_ranges": [ + [ + 21, + 27 + ], + [ + 99, + 106 + ] + ], + "right_ranges": [ + [ + 22, + 28 + ], + [ + 99, + 107 + ] + ] + }, + { + "filename": "tests/models/qwen2_vl/test_image_processing_qwen2_vl.py", + "left_ranges": [ + [ + 12, + 35 + ], + [ + 297, + 304 + ] + ], + "right_ranges": [ + [ + 12, + 22 + ], + [ + 25, + 31 + ], + [ + 293, + 299 + ] + ] + }, + { + "filename": "tests/models/video_llama_3/test_image_processing_video_llama_3.py", + "left_ranges": [ + [ + 18, + 35 + ], + [ + 300, + 307 + ] + ], + "right_ranges": [ + [ + 18, + 31 + ], + [ + 296, + 302 + ] + ] + }, + { + "filename": "tests/models/vitpose/test_image_processing_vitpose.py", + "left_ranges": [ + [ + 11, + 25 + ], + [ + 231, + 238 + ] + ], + "right_ranges": [ + [ + 11, + 26 + ], + [ + 232, + 238 + ] + ] + }, + { + "filename": "tests/test_image_processing_common.py", + "left_ranges": [ + [ + 12, + 17 + ], + [ + 20, + 25 + ], + [ + 47, + 73 + ], + [ + 194, + 200 + ] + ], + "right_ranges": [ + [ + 12, + 17 + ], + [ + 20, + 28 + ], + [ + 174, + 180 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45081-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45081, + "canonical_pr_number": 45317, + "issue_numbers": [ + 45081 + ], + "pr_numbers": [ + 45086, + 45317 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45086, + "right_pr_number": 45317, + "code_similarity": 0.589, + "size_similarity": 0.34, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.136, + "shared_filenames": [ + "src/transformers/tokenization_utils_tokenizers.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/tokenization_utils_tokenizers.py", + "left_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ], + "right_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43698-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43698, + "canonical_pr_number": 43779, + "issue_numbers": [ + 43698 + ], + "pr_numbers": [ + 43779, + 43816 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43779, + "right_pr_number": 43816, + "code_similarity": 0.418, + "size_similarity": 0.538, + "file_overlap": 1.0, + "area_overlap": 0.02, + "patch_similarity": 0.02, + "shared_filenames": [ + "src/transformers/integrations/integration_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/integrations/integration_utils.py", + "left_ranges": [ + [ + 2227, + 2241 + ], + [ + 2303, + 2309 + ] + ], + "right_ranges": [ + [ + 2278, + 2291 + ], + [ + 2309, + 2322 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-44018-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44068, + "issue_numbers": [], + "pr_numbers": [ + 44018, + 44068 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44018, + "right_pr_number": 44068, + "code_similarity": 0.766, + "size_similarity": 0.939, + "file_overlap": 1.0, + "area_overlap": 0.425, + "patch_similarity": 0.866, + "shared_filenames": [ + "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "tests/models/gpt_neo/test_modeling_gpt_neo.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "left_ranges": [ + [ + 26, + 46 + ], + [ + 138, + 143 + ], + [ + 182, + 187 + ], + [ + 283, + 295 + ], + [ + 327, + 341 + ], + [ + 348, + 354 + ], + [ + 360, + 369 + ], + [ + 399, + 406 + ], + [ + 411, + 419 + ], + [ + 428, + 433 + ], + [ + 472, + 492 + ], + [ + 507, + 513 + ], + [ + 519, + 528 + ], + [ + 541, + 559 + ], + [ + 562, + 567 + ], + [ + 595, + 601 + ], + [ + 607, + 614 + ], + [ + 627, + 643 + ], + [ + 685, + 690 + ], + [ + 708, + 714 + ], + [ + 720, + 727 + ], + [ + 740, + 757 + ], + [ + 761, + 766 + ], + [ + 780, + 786 + ], + [ + 791, + 798 + ], + [ + 807, + 822 + ], + [ + 840, + 845 + ] + ], + "right_ranges": [ + [ + 26, + 31 + ], + [ + 34, + 44 + ], + [ + 136, + 141 + ], + [ + 180, + 185 + ], + [ + 281, + 293 + ], + [ + 325, + 339 + ], + [ + 346, + 352 + ], + [ + 358, + 367 + ], + [ + 397, + 404 + ], + [ + 409, + 417 + ], + [ + 426, + 434 + ], + [ + 463, + 483 + ], + [ + 498, + 504 + ], + [ + 510, + 519 + ], + [ + 532, + 550 + ], + [ + 553, + 564 + ], + [ + 586, + 592 + ], + [ + 598, + 605 + ], + [ + 618, + 634 + ], + [ + 676, + 688 + ], + [ + 699, + 705 + ], + [ + 711, + 718 + ], + [ + 731, + 748 + ], + [ + 752, + 762 + ], + [ + 771, + 777 + ], + [ + 782, + 789 + ], + [ + 798, + 813 + ], + [ + 831, + 836 + ] + ] + }, + { + "filename": "tests/models/gpt_neo/test_modeling_gpt_neo.py", + "left_ranges": [ + [ + 458, + 464 + ] + ], + "right_ranges": [ + [ + 458, + 464 + ] + ] + } + ] + } + ] + } + ], + "duplicate_issues": [ + { + "cluster_id": "cluster-46894-8", + "canonical_issue_number": 46894, + "duplicate_issue_numbers": [ + 46897, + 46901 + ], + "reason": "Issues in cluster-46894-8 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + } + ], + "duplicate_prs": [ + { + "cluster_id": "cluster-41211-3", + "canonical_pr_number": 44339, + "duplicate_pr_numbers": [ + 41356 + ], + "target_issue_number": 41211, + "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference evidence." + }, + { + "cluster_id": "cluster-43240-3", + "canonical_pr_number": 43251, + "duplicate_pr_numbers": [ + 43254 + ], + "target_issue_number": 43240, + "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43451-2", + "canonical_pr_number": 43451, + "duplicate_pr_numbers": [ + 47237 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43451-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-43698-3", + "canonical_pr_number": 43779, + "duplicate_pr_numbers": [ + 43816 + ], + "target_issue_number": 43698, + "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43979-11", + "canonical_pr_number": 44007, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45647-3", + "canonical_pr_number": 45738, + "duplicate_pr_numbers": [ + 45737 + ], + "target_issue_number": 45647, + "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46159-4", + "canonical_pr_number": 46174, + "duplicate_pr_numbers": [ + 46780, + 47234 + ], + "target_issue_number": 46159, + "reason": "PRs in cluster-46159-4 are treated as duplicates because they converge on issue #46159 with closing_reference evidence." + }, + { + "cluster_id": "cluster-46305-4", + "canonical_pr_number": 47162, + "duplicate_pr_numbers": [ + 46310, + 47231 + ], + "target_issue_number": 46305, + "reason": "PRs in cluster-46305-4 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46693-4", + "canonical_pr_number": 47134, + "duplicate_pr_numbers": [ + 46696, + 47215 + ], + "target_issue_number": 46693, + "reason": "PRs in cluster-46693-4 are treated as duplicates because they converge on issue #46693 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46821-4", + "canonical_pr_number": 46834, + "duplicate_pr_numbers": [ + 47223, + 47229 + ], + "target_issue_number": 46821, + "reason": "PRs in cluster-46821-4 are treated as duplicates because they converge on issue #46821 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46869-3", + "canonical_pr_number": 46886, + "duplicate_pr_numbers": [ + 46922 + ], + "target_issue_number": 46869, + "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46894-8", + "canonical_pr_number": 46903, + "duplicate_pr_numbers": [ + 46895, + 46958, + 47090, + 47235 + ], + "target_issue_number": 46894, + "reason": "PRs in cluster-46894-8 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-47205-3", + "canonical_pr_number": 47218, + "duplicate_pr_numbers": [ + 47219 + ], + "target_issue_number": 47205, + "reason": "PRs in cluster-47205-3 are treated as duplicates because they converge on issue #47205 with closing_reference, shared_issue_target, soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-46894-8", + "issue_number": 46894, + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 8 artifacts, and carries 1 discussion comments plus 12 inbound references.", + "score": 194.0 + }, + "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/20260710T060821Z/analysis-runs/hybrid-model-20260710t060821z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260710T060821Z/analysis-runs/hybrid-model-20260710t060821z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..cd62a355b783abbc24b8ac854d31763e1e150ea4 --- /dev/null +++ b/snapshots/20260710T060821Z/analysis-runs/hybrid-model-20260710t060821z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,27266 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260710T060821Z", + "generated_at": "2026-07-10T06:19:23Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "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:46165|issue:46468", + "issue:44805|issue:45161", + "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:34928|issue:44805", + "issue:43716|issue:46869", + "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:45874|issue:46294", + "issue:44292|issue:45237", + "issue:39290|issue:45081", + "issue:45800|issue:46515", + "issue:45823|issue:45874", + "issue:34928|issue:41720", + "issue:43425|issue:44292", + "issue:43828|issue:45161", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:46468", + "issue:45507|issue:45685", + "issue:44292|issue:44918", + "issue:43716|issue:45685", + "issue:43716|issue:44292", + "issue:44918|issue:45161", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805" + ], + "prepared_review_unit_hash": "2d9aabd2687fc757c99d89071f4208952117f4d0810ee02a8f8bbbd8cc43431f", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 63, + "serialized_chars": 46573, + "estimated_input_tokens": 11644, + "estimated_eval_tokens": 23544 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are clearly unrelated and should not be merged. The only strong duplicate signal is the pair of DeepSpeed ZeRO-3/Bert index errors (issue:43596 and issue:43638), which appear to describe the same underlying failure mode.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43638 is the more specific of the duplicate ZeRO-3/Bert reports, explicitly covering the non-pretrained Bert case and the same \"index 0 is out of bounds for dimension 0 with size 0\" failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43638 is the best representative issue because it is the clearest, most specific description of the shared DeepSpeed ZeRO-3/Bert index error.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different models and different failure modes: missing config attribute vs streaming API failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Both mention GPU/MoE-related problems, but the errors and likely code paths are different (AMD GPU support vs MPS histogram on int)." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different symptom surfaces: image-preprocessor dtype mismatch vs AMD GPU incompatibility for GPT-OSS." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same underlying issue as GPT-OSS on AMD GPUs." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Unrelated models and code paths: GPT-OSS on AMD GPUs vs a broken Nemotron example." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Both are MoE-related, but one is AMD GPU execution and the other is an invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch and ONNX export error are unrelated failures." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ONNX export failure and Qwen3Moe FineGrainedFP8 failure do not share the same underlying bug." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Different model families and different errors: ONNX export vs auto device-map CUDA assert." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash and outdated RAG examples are different documentation/runtime problems." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export error is unrelated to the GenerationMixin import regression." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanup issues, but they cover different removed documentation topics and are not clearly the same bug." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRL embedding unpacking failure is unrelated to resuming training with local models and trust_remote_code." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Training-resume issue and YOLO multi-GPU device-map issue are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask-shape indexing error does not match the Gemma4 PLE device-mismatch forward failure." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are indexing errors, but one is a ZeRO-3/Bert zero-sized tensor issue and the other is a mask/tensor shape mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "DeepSpeed ZeRO-3 Bert index error is unrelated to resume/trust_remote_code behavior." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different error signatures: zero-sized index error in ZeRO-3 initialization vs mask shape mismatch." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask/tensor indexing error is unrelated to Qwen3.5 video token/feature mismatch." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "No shared underlying code path: training resume with remote code vs broken example script." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different failures in different subsystems: tensor mask mismatch vs GPT-OSS tensor-parallel MoE issue." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video StopIteration in Qwen3-vl is unrelated to model-training resume behavior." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but the Jamba collective mismatch is a different failure from the Bert zero-sized index error." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same underlying DeepSpeed ZeRO-3/Bert bug: both report the same zero-sized tensor/index-0 out-of-bounds failure, with the later issue being the more specific report." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross_entropy being called is unrelated to GPT-OSS tensor-parallel behavior." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization mismatch and LoRA merge/save/load mismatch are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error and LoRA weight merge inconsistency are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral and remote-code model_class/config_class error are different problems." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed weight-dimension error and collective mismatch are distinct training failures." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "FSDP activation-checkpointing recompute mismatch is not the same as the mask indexing error." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Mistral-3 dtype mismatch and YOLO multi-GPU device-map issue are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram-on-int error and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Both are about Qwen3_5MoeTextRotaryEmbedding, but the reported failures differ enough (CPU offload compatibility vs uninitialized memory after to_empty) that they are not clearly the same bug." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation-checkpointing/FSDP recompute mismatch and CustomTrainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 Bert index error and GPT-OSS tensor-parallel issue do not share the same code path." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different models and different runtime paths: Bert ZeRO-3 init vs GPT-OSS TP/MoE." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different models and different errors: Mistral-3 dtype mismatch vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Inputs_embeds reverse embedding lookup inefficiency is unrelated to video chat-template feature/token mismatch." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "NVFP4 runtime error and GPT-OSS on AMD GPUs are different issues." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3TextConfig sliding_window_pattern and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": false, + "reason": "Both mention torch 2.4.1, but the incompatibility reports are not the same concrete bug." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 PLE device mismatch and reverse embedding lookup are different forward-path problems." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP activation-checkpointing recompute mismatch is unrelated to Qwen3 auto device-map CUDA assert." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version incompatibility and Qwen-3 NVFP4 runtime failure are not the same issue." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to GPT-OSS tensor-parallel behavior." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure and Mistral-3 dtype mismatch are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and different error classes: autocast dtype mismatch vs Qwen-3 NVFP4 runtime error." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch is unrelated to a broken Nemotron example." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid and MPS histogram-on-int error are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error is unrelated to Qwen3.5 embedding unpacking with TRL SFT." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different models and different device/backend issues: Mistral-3 dtype mismatch vs MPS histogram limitation." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT embedding unpacking failure is unrelated to GPT-OSS tensor parallelism." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy being called and Qwen3.5 embedding unpacking are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading index error and Bert ZeRO-3 index error are similar in shape but clearly different model-specific issues." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but one is about removed pipeline tasks and the other about the transformers run command; not the same artifact." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram-on-int are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy issue is unrelated to mask/tensor shape mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative on the soft-edge pairs. The only accepted duplicate, issue:43596 vs issue:43638, is supported by nearly identical error signatures and titles; the rest are reasonably rejected as different bugs or code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 2, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "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:43975|issue:46015", + "issue:44841|issue:45823", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue: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": "eab0f1028597d054a4c30906b314f89e4d5efc201a710617e7956422f72c8dcb", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39735, + "estimated_input_tokens": 9934, + "estimated_eval_tokens": 20124 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous. I only see two convincing duplicate families: the AutoTokenizer v5 wrong-token-ID regression, and the DeepSpeed ZeRO-3 index-0 loading failure. No pull requests are present.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 45920 is the best canonical issue: it describes the broadest version of the AutoTokenizer regression across multiple model families, while 45812 is a narrower Granite-specific report of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "45920 is the strongest representative of the actual duplicate family because it captures the cross-model impact and reads like the umbrella report for the tokenizer regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Different compatibility regressions: torch-version mismatch vs USE_DISTRIBUTED=0 support breakage." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Different models and failure modes; vLLM/PaddleOCR-VL loading is unrelated to distributed build support." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Checkpoint corruption and missing weight loading are distinct problems on different model families." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different subsystem and symptom: Gemma3/vLLM config attribute error vs Qwen3 auto device-map CUDA assert." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same ZeRO-3 loading failure signature (`index 0 ... size 0`) during model init; one fix could plausibly address both." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Unrelated docs issues: pipeline parameter docs vs removed CLI command." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Completely different areas: AMD GPU model support vs table-question-answering crash." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage/runtime issue is unrelated to the distributed-support regression." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy call and Qwen3-vl video StopIteration are different bugs." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Different model families and different errors: device mismatch vs video token/feature mismatch." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Tokenizer detokenization bug vs outdated RAG docs; unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral is not the same as Gemma4 auto device-map mismatch." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption and Nvidia ModelOpt compatibility are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading failure vs docs content issue." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code breakage and USE_DISTRIBUTED=0 support are different regressions." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same AutoTokenizer v5 regression producing wrong token IDs across models; 45920 is the broader report." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading problems with no shared concrete failure path." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "NVFP4 runtime failure vs docs issue; unrelated." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes storage/type incompatibility is unrelated to distributed build support." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding window, but the model families and concrete failures differ too much to merge safely." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are index errors, but the shapes, model setup, and likely root causes differ." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper runtime failure and table QA crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash test loading issue vs Ovis2 checkpoint corruption are different bugs." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch compatibility and pydantic PretrainedConfig regression are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:47228", + "accept": false, + "reason": "Different compilation/tracing regressions on different model families; not the same concrete bug." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Tokenizer detokenization regression vs table QA task crash are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure and pydantic config regression are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but the API paths and failure signatures are different." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 loading IndexError and torch-version incompatibility are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Mixtral torch-dynamo tracing error vs YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "NVFP4 model runtime error vs table QA crash are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Different models and error classes; no shared concrete bug." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat API failure and MPS histogram Int error are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to the Gemma3/vLLM config issue." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Different failure paths: torch-dynamo grouped_mm vs MPS histogram on Int." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Torch-dynamo grouped_mm tracing failure and autocast dtype mismatch are different bugs." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure and Jinja/template compile error are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "Different model classes and device-map/runtime issues." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral lm_head tying bug and checkpoint corruption are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both mention IndexError, but the concrete shapes, models, and initialization paths differ." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback gating and remote-code config_class failure are different code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45920 is the broader AutoTokenizer v5 regression, 45812 is the narrower Granite-specific report, and there are no PRs in the set. The soft-edge verdicts stay conservative overall, with the only accepted pairs being the two plausible duplicate families (AutoTokenizer and ZeRO-3 loading)." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 3, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43572", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43872", + "issue:43873", + "issue:43994", + "issue:44291", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46640", + "issue:46661", + "issue:46869", + "issue:47228" + ], + "soft_pairs": [ + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:43296|issue:43366", + "issue:43872|issue:47228", + "issue:44805|issue:44918", + "issue:43716|issue:47228", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:44387|issue:45005", + "issue:43531|issue:45070", + "issue:46869|issue:47228", + "issue:41093|issue:43596", + "issue:45507|issue:47228", + "issue:45020|issue:45800", + "issue:43716|issue:46294", + "issue:43054|issue:43994", + "issue:44479|issue:46294", + "issue:46468|issue:46869", + "issue:45759|issue:45902", + "issue:43596|issue:46165", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue: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": "1dd5d673236f00dbe19c4725ddc36bad330b13f1af0f53a19c4ef3ae61aa4040", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38032, + "estimated_input_tokens": 9508, + "estimated_eval_tokens": 19272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a loose similarity cluster of unrelated Transformers issues. I only consider a few pairs true duplicates: Siglip2 quality/regression, Qwen3.5 video-input regression, remote-code custom-module resolution, and input-validation error-message bugs.", + "confidence": 0.66, + "canonical_issue_reason": "issue:44479 is the strongest umbrella-style issue among the similar items: it describes a broad v5.3.0 video-input regression across multiple Qwen VL/MoE variants, which makes it a better representative than the more specific Qwen3.5-only follow-up.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best overall issue representative here because it is the broadest concrete regression report among the accepted duplicates and is phrased as a reusable bug summary rather than a narrow symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Both are version-era config regressions, but one is about a missing pad_token_idx field and the other about a PretrainedConfig pydantic break; different bugs." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Unrelated failure modes: torch/transformers compatibility versus a Gemma4 device-map forward mismatch." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different models and different problems: PaddleOCR-VL loading in vLLM versus gpt-oss GGUF architecture support." + }, + { + "left": "issue:43872", + "right": "issue:47228", + "accept": false, + "reason": "bitsandbytes API incompatibility and a Sam3 bf16 compilation regression are separate code paths." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention shape/index errors, but the model, workflow, and likely root cause differ; too vague to be duplicates." + }, + { + "left": "issue:43716", + "right": "issue:47228", + "accept": false, + "reason": "Different model families and different failures: image-preprocessor dtype mismatch versus compilation regression." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different symptoms and stacks: autocast dtype mismatch versus chat/completions streaming failure." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "No concrete overlap beyond both involving Qwen-family or model serving; not the same bug." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Different issues: unexpected _is_hf_initialized in init_empty_weights versus pydantic config-field breakage." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM/regression and tied-weights translation-model bugs are distinct." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE is unrelated to the PretrainedConfig pydantic issue." + }, + { + "left": "issue:46869", + "right": "issue:47228", + "accept": false, + "reason": "YOLO multi-GPU device-map failure is unrelated to Sam3 bf16 compilation." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but the mask/tensor mismatch and Zero3/BertModel bounds error are different code paths." + }, + { + "left": "issue:45507", + "right": "issue:47228", + "accept": false, + "reason": "GraniteMoEHybrid invalid-method calls are not the same as a Sam3 compilation regression." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Both are broad version regressions, but one is remote_code model breakage and the other is torch/transformers incompatibility; not the same concrete bug." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and video feature/token mismatch are different model-input bugs." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": true, + "reason": "Both point to Siglip2 producing bad outputs/embeddings; they look like the same underlying model regression with different observed symptoms." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both are Qwen video-input regressions centered on video feature/token alignment in the Qwen3.5/VL family." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Broken Nemotron example and YOLO multi-GPU failure are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different multimodal/config edge cases: text_config unwrapping versus uninitialized rotary embedding memory." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Zero3 init bounds error and remote-code resume issues are different failures." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue and remote-code model_class/config_class AttributeError are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different modalities and failure mechanisms; no shared underlying bug is evident." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-dimension error and Qwen3.5 embedding unpacking failure are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization and flash-attn fallback checks are different issues." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss and a GLM5 issue are not the same bug." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both concern trust_remote_code/custom-module resolution and look like the same cache-key/leaf-directory collision leading to the wrong module being loaded." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failure and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is Mistral3 image-text generation and the other is translation-model v5 behavior; too different to merge." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A kernel/indexer discussion and a docs typo are clearly unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization offloading behavior is not the same as tied-weight translation-model bugs." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo and removed run-command documentation are unrelated documentation issues." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is a distinct runtime bug from tied-weight translation models." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 SFT embedding unpacking and GraniteMoEHybrid invalid-method calls are different failures." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Both are about incorrect input-validation/error-message logic, with the T5 decoder-input report looking like a specific instance of the same validation bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis stays grounded in the packet and is suitably conservative. The accepted pairs are limited to closely related symptom families, and the chosen canonical issue (44479) is a reasonable broad representative of the Qwen video-input regression cluster. 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": 27, + "review_unit_index": 4, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue: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:44960", + "issue:44991", + "issue:45005", + "issue:45020", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45701", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:44863|issue:45005", + "issue:43975|issue:44292", + "issue:46489|issue:46491", + "issue:39692|issue:43054", + "issue:43950|issue:44534", + "issue:36331|issue:41762", + "issue:43644|issue:43950", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue: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:45520", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:42947|issue:43856", + "issue:41553|issue:43883", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:43782|issue:44960" + ], + "prepared_review_unit_hash": "d43eb3062a80d68a617efbdcd3123cdab14ab3317b74354869069485030365b2", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36879, + "estimated_input_tokens": 9220, + "estimated_eval_tokens": 18696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a noisy cluster of distinct Transformers issues, but the non-persistent-buffer regression subcluster is broader than initially noted: issue:43950, issue:43644, issue:44534, and issue:45902 all describe the same v5 buffer-corruption/fill-with-junk problem. The other accepted duplicate subclusters remain StaticCache.get_seq_length return-shape issues and Gemma4 quantized embedder dtype casting.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43950 is the clearest and broadest representative of the non-persistent-buffer regression, and it matches the closely related reports in issue:43644, issue:44534, and issue:45902.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best anchor because it states the regression most directly and covers the full duplicate family around non-persistent-buffer corruption in Transformers 5.x.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Different bugs: NemotronH checkpoint loading vs tied-weights behavior in translation models." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Unrelated model-specific failures: DeepSeek-Coder detokenization vs Qwen-3-8B-NVFP4 loading." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and likely different code paths." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Docs/example errors for SigLIP2 vs a text-embedding quality regression; not the same bug." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying v5 non-persistent-buffer corruption/fill-with-junk regression." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different issues: custom trainer argument mismatch vs DeepSpeed ZeRO-3 load-time IndexError." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same underlying v5 non-persistent-buffer corruption regression; both describe junk-filled/corrupted non-persistent buffers." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both involve quantization/storage, but the concrete failures and code paths differ." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; 46932 reads like a duplicate/fix-up report." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality issue vs a generic tokenization-change report; not the same defect." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Tokenizer regressions for different model families; too little evidence they share one concrete code-path bug." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different failures: autocast dtype mismatch for Phi MoE vs Qwen3.5 FlashAttention/position_ids crash." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Related SigLIP2 complaints, but one is a quality symptom and the other is a broader HF-vs-JAX discrepancy." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same StaticCache.get_seq_length contract bug: returning a tensor/device-bound value instead of a plain int-like scalar." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Same non-persistent-buffer corruption family; 45902 is a concrete manifestation after meta -> to_empty(cuda) materialization." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Related SigLIP2 reports, but one is a symptom and the other is a broader HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen3.5 issues: FlashAttention packed-sequence misinterpretation vs CPU-offload incompatibility." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug is unrelated to non-persistent-buffer initialization." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Different memory/training regressions: LoRA checkpointing ineffectiveness vs int4 quantization OOM." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic load-time noise vs a distinct model-loading failure for ScandiBERT." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Completely different training/early-stopping issues." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization bug vs FlashAttention import error on Python 3.13." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Generic loading noise vs a distinct model-loading failure for cjvt/sleng-bert." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both touch remote_code, but one is missing fields in AutoConfig and the other is broad model-loading breakage." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model/configuration failures: ZeRO-3 load IndexError vs FineGrainedFP8Config failure." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Different causes and symptoms: LoRA checkpointing vs MoE training memory inefficiency." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad error message for AutoTokenizer loading Voxtral is unrelated to Molmo tied-weights metadata." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure for a specific model vs FlashAttention2 fallback gating logic." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import error for a Qwen VL class vs bitsandbytes Int8Params incompatibility." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading error vs GLM5; no clear shared bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the soft-edge verdict for issue:43644 vs issue:43950 is not grounded in the packet. The titles are both about Transformers v5 filling/corrupting non-persistent buffers, so this looks like the same regression subcluster, not a different bug. The provided reason also references remote-code field loss, which is a different issue (issue:43643), suggesting a mismatch. As a result, the summary undercounts the non-persistent-buffer duplicate set." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 5, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44368", + "issue:44479", + "issue:44509", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45588", + "issue:45685", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46315", + "issue:46402", + "issue:46489", + "issue:46661", + "issue:46869", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:45081|issue:45399", + "issue:45685|issue:45823", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:41553|issue:43881", + "issue:43828|issue:45823", + "issue:42491|issue:44368", + "issue:45020|issue:45356", + "issue:45715|issue:46315", + "issue:43881|issue:43883", + "issue:43872|issue:46869", + "issue:45759|issue:46661", + "issue:43827|issue:44509", + "issue:45488|issue:46489", + "issue:45020|issue:46661", + "issue:43404|issue:43950", + "issue:46894|issue:46897", + "issue:43257|issue:45305", + "issue:43792|issue:44220", + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:24643|issue:30064", + "issue:44479|issue:44560", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:41553|issue:44991", + "issue:44863|issue:46402" + ], + "prepared_review_unit_hash": "e45cff73187509af410e2450b4caca93097e2922275acfa5353339d09562a5e0", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36987, + "estimated_input_tokens": 9247, + "estimated_eval_tokens": 18750 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous and not a single duplicate cluster. I only see four believable duplicate pairs: two exact/near-exact bug reports, one docs cleanup pair, and one likely shared Qwen video regression; the rest look like adjacent but distinct failures.", + "confidence": 0.84, + "canonical_issue_reason": "There is no single canonical issue for the whole set because the items span many unrelated bugs. If one representative has to be chosen, 46894 is the best anchor because it is the clearest, broader report for the only strong duplicate pair and is still open/reusable for triage.", + "canonical_pr_reason": null, + "best_issue_reason": "46894 is the strongest global issue representative: it is detailed, open, and directly matches 46897\u2019s same underlying training-loss double-shift bug, making it the best triage anchor among the true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Related tokenizer/attention internals, but these are different bugs: Mistral regex loading vs flash-attn2 fallback gating." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different failures: MPS int histogram in MoE vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Both are compatibility regressions, but one is remote-code loading and the other is a forward/device-map issue." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Model-registration helper bug and remote-code loading breakage are different code paths." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and errors; one is a bad tokenizer message, the other is a GLM load failure." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch for Phi-tiny-MoE is unrelated to Gemma4 device placement." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen/LoRA, but one is weight conversion on hf4.x and the other is a config warning about tie_word_embeddings." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer-related, but remote-code breakage and Kimi codec handling are distinct regressions." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they hit different methods and likely different hot spots." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Two separate model-loading failures with different missing pieces." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes init-arg incompatibility is unrelated to YOLO multi-GPU device-map behavior." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Composite config unwrapping and remote-code config_class handling are different loader bugs." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs cleanup: stale references to removed pipeline tasks after the v5 removals." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both touch DeepSeek tokenization, but one is a ByteLevel/Metaspace override bug and the other is a separate DeepSeek-Coder output regression." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Both involve remote-code models, but the failures are different and not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Weight tying in Mistral3 and non-persistent buffer corruption are unrelated regressions." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Same training-loss double-shift bug pattern reported for two models; clearly the same underlying issue." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed, but one is ZeRO-3 weight loading and the other is gradient averaging with loss kwargs." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Likely audio-related, but the reports are too different to call duplicate from titles alone." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different bugs: Trainer API TypeError vs tensor/mask shape mismatch." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing symptoms differ: PEFT/LoRA ineffectiveness vs missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 load failures on Qwen variants, but the model families and failure details differ." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different load failures." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely unrelated: DeepSpeed weight-shape error vs image processor void-segmentation failure." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Likely the same v5.3.0 video-input regression in the Qwen3/Qwen2.5 VL family, with 44560 as a model-specific manifestation." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Gradient explosion NaNs and flash_attention s_aux=None crashes are different failure modes." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same mask/index shape mismatch IndexError; these read like duplicate reports of the same bug." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading issues, but they concern different models and different error behavior." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different models and different loader failures; not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The four accepted soft pairs are all plausible from the titles/bodies, and choosing 46894 as the representative issue is reasonable because it is open and clearly matches 46897. No obvious overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 6, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:41553", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45672", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:46489", + "issue:46515", + "issue:46858", + "issue:46899" + ], + "soft_pairs": [ + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:43366|issue:43531", + "issue:43596|issue:46515", + "issue:45325|issue:45902", + "issue:43366|issue:44589", + "issue:43638|issue:46515", + "issue:44155|issue:45584", + "issue:45663|issue:45823", + "issue:41553|issue:44488", + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:43950|issue:45834", + "issue:43716|issue:44560", + "issue:43645|issue:43646", + "issue:42617|issue:43366", + "issue:44910|issue:46858", + "issue:44560|issue:45685", + "issue:36010|issue:42915", + "issue:43550|issue:44910", + "issue:44683|issue:46515", + "issue:44560|issue:44918", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:45672|issue:46899", + "issue:42491|issue:43720", + "issue:43632|issue:45834", + "issue:44661|issue:44805" + ], + "prepared_review_unit_hash": "3765715a0b1766995130bc82003112b3a8de5edd412aec9e75a975ea2e694f52", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37490, + "estimated_input_tokens": 9373, + "estimated_eval_tokens": 19002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose topical group around Transformers regressions, but only a few pairs look like true duplicates; the rest are different model/code-path failures despite superficial similarity.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different models and failure modes: Qwen3.5 PagedAttentionCache/linear_attention crash vs NemotronH checkpoint loading." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated bugs: GGUF gpt-oss architecture support vs Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Both mention Qwen/MoE-ish areas, but one is GGUF architecture support and the other is a sliding_window behavior bug." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Bert/Zero3 init IndexError is a specific loading bug; the other is a broad torch 2.4.1 incompatibility report." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different Qwen families and different bugs: rope scaling for Qwen2.5-VL vs uninitialized inv_freq after meta->to_empty on Qwen3_5Moe." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "No shared code path; GGUF gpt-oss support is unrelated to a missing Float8 storage type error." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different scope and root cause: Zero3/Bert index error vs general torch version incompatibility." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 track-leak bug and Whisper empty-transcription bug are separate pipelines." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4, but one is FSDP2 shared_kv_states rebuild KeyError and the other is a device mismatch in PLE forward." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading issues, but Voxtral AutoTokenizer error and cjvt/sleng-bert load failure are different models and symptoms." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and meta-device loading regressions are distinct problems." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Importing Qwen2_5_VLForConditionalGeneration is an export/API issue; meta-device loading is a separate code path." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption during from_pretrained is unrelated to Kosmos2.5 long-OCR index errors." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 dtype mismatch in image preprocessing and Qwen3-vl StopIteration are different multimodal bugs." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Both report Transformers 5.0.0 breaking custom model initialization; the notebook case is just a narrower manifestation of the same regression." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure is unrelated to GGUF gpt-oss model support." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Qwen3.5 flash-attention memory access and static-cache seq_length tensor arithmetic are different bugs." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-vl video StopIteration and MPS histogram_mps Int support are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import error and Qwen3Moe FP8 loading failure do not share the same bug." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and Qwen3.5 flash-attention crash are separate code paths." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "torch>=2.9 flex_attention compile failure is not the same as a torch 2.4.1 incompatibility report." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both are Qwen3.5-adjacent, but one is a video embedding StopIteration and the other is an SFT embedding unpacking failure." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but Granite token IDs and DeepSeek-Coder v1 output are different model-specific bugs." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 PLE device mismatch is a specific forward-path bug; the other is a generic torch version incompatibility." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES add-new-model-like failure is unrelated to Gemma4 device placement in forward." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Qwen3-vl video StopIteration and a generic mask/index shape mismatch are not the same failure." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying Siglip2-base-patch16-224 regression: wrong/zero probabilities and nonsensical outputs from AutoModel/pipeline." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": true, + "reason": "Both describe model loading broken by stricter config validation; same regression class, just different affected configs." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Zero3 Bert index error and TOKENIZER_MAPPING_NAMES add-new-model-like failure are distinct issues." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Bert Zero3 initialization crash is unrelated to add-new-model-like token mapping handling." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Same Gemma4 4-bit quantization/dtype-cast problem in multimodal/audio-vision embedders; the latter is a broader symptom set of the same bug." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3_moe LoRA compatibility across hf4.x/hf5.x and BitNet packed-weight unpacking are different loading regressions." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag regression and Kosmos2.5 long OCR index errors are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Token-mapping model registration failure and mask/tensor shape IndexError are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and is suitably conservative: it frames the cluster as mostly topical noise around Transformer regressions, and the accepted soft pairs are all plausibly same-regression cases from the titles alone. The rejected pairs also avoid overclaiming duplicates across different models/code paths. No evidence of overstating the links." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 7, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44756", + "issue:44863", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45588", + "issue:45812", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46846", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:44863|issue:46846", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:46459|issue:46512", + "issue:43644|issue:43645", + "issue:44488|issue:44991", + "issue:43257|issue:43854", + "issue:39692|issue:43994", + "issue:43856|issue:43873", + "issue:42491|issue:45292", + "issue:42491|issue:45335", + "issue:43854|issue:43931", + "issue:43708|issue:44075", + "issue:43856|issue:44387", + "issue:44960|issue:46050", + "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:46897|issue:46901", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:44910|issue:45588", + "issue:44402|issue:44488" + ], + "prepared_review_unit_hash": "813f8bcec6d10bccbe50b6887062af01c51679819e10848eb6bb69b0641ac2de", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36058, + "estimated_input_tokens": 9015, + "estimated_eval_tokens": 18286 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of distinct Transformers regressions, with a few near-duplicate issue pairs around the same v5 behavior. The only clear duplicates are the non-persistent-buffer junk regression and the resize_token_embeddings output-embedding regression.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 43644 is the broadest, most central representative of the cluster\u2019s clear duplicate subset: it describes a general Transformers 5.0.0 regression and has a near-identical duplicate in 44534.", + "canonical_pr_reason": null, + "best_issue_reason": "43644 is the best global issue anchor because it states the regression at the highest level, is not model-specific, and cleanly captures one of the strongest duplicate groups.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory/offload-related, but they describe different failures: dequantized model loading with device_map=auto vs disabling mmap on Strix Halo to avoid OOM." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is a zero-probability inference bug and the other is a docs example/model-processor/quantization issue." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying Transformers 5 regression: non-persistent buffers being initialized with junk; titles are essentially the same bug." + }, + { + "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." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Completely different bugs: Qwen3Moe FP8 config failure vs mmap/offload OOM behavior." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different symptoms and code paths: LoRA model compatibility across HF versions vs resize_token_embeddings not updating embeddings." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failures: GLM5 vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Similar load-failure wording, but different model repos and no clear evidence they share the same concrete bug." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading is unrelated to Qwen3.5 TP plan omissions." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different operations: ZeRO-3 weight loading for language_model vs save_pretrained saving wrong visual encoder keys." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Different models and issues: GraniteMoEHybrid invalid method call vs broken Nemotron example." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both dtype-related, but one is loading composite checkpoints with ignored dtype and the other is from_config(dtype=...) leaving config stale." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "One is a buffer-initialization regression; the other is a Jupyter/custom-model initialization breakage." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading reports, but they affect different repositories and the concrete failure modes are not established as the same." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE loading under accelerate/deepspeed is unrelated to a GLM-4.7-Flash unit-test load problem." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same SigLIP2 family, but the first is a documentation example with processor/quantization errors and the second is nonsensical model outputs via AutoModel/pipeline." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading or memory, but one is Qwen3 MoE training inefficiency and the other is quantization offloading not behaving as expected." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA checkpoint compatibility issue vs a generic resize_token_embeddings output_embeddings bug." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Different bug classes: LoRA model incompatibility after HF upgrade vs T5Gemma embedding resize not propagating." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures: GLM-4.7-Flash test failure vs Qwen3-VL weight shape mismatch." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume step calculation vs SGD optimizer arguments not being used." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is training inefficiency in Qwen3 MoE and the other is a 5.x int4 CUDA reserved-memory OOM regression." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 issue vs sinq save/load corruption; unrelated models and code paths." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling and init_empty_weights unexpected argument are separate loading/saving bugs." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both are resize_token_embeddings regressions, but one is Gemma4-specific output/embedded-layer syncing and the other is T5Gemma decoder.embed_tokens; not clearly the same code path." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Both are training-loss double-shift reports, but they are for different models and no evidence shows they share the same implementation." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer behavior regressions, but one is LlamaTokenizer overriding ByteLevel pre-tokenization and the other is AutoTokenizer producing wrong IDs for Granite models." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different failures: Qwen3.5 chat generation crash vs Gemma4Processor missing _tokenizer in transformers serve." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Flash-attention crashes, but one is Qwen3.5 illegal memory access from 3D position_ids and the other is s_aux=None AttributeError on sink-less models." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch for a specific model vs a separate model-loading regression; not the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative on the soft edges. The chosen anchor issue 43644 is a reasonable broad representative for the non-persistent-buffer regression cluster, and the only accepted pair (43644/44534) is strongly supported by nearly identical titles. One minor note: the resize_token_embeddings cluster is also a strong duplicate set and should be thought of as including 45276/45335 (and 45292 as a related report), but the analyst\u2019s phrasing still captures that safely." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 8, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "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:43854", + "issue:43873", + "issue:43957", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44589", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46326", + "issue:46468", + "issue:46829", + "issue:47228" + ], + "soft_pairs": [ + "issue:43425|issue:43957", + "issue:39692|issue:44960", + "issue:44291|issue:44756", + "issue:41720|issue:44155", + "issue:45663|issue:45759", + "issue:43404|issue:43454", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:44079|issue:46829", + "issue:45663|issue:45859", + "issue:44292|issue:44912", + "issue:42947|issue:43381", + "issue:36010|issue:39404", + "issue:43957|issue:44756", + "issue:44155|issue:45823", + "issue:43335|issue:45663", + "issue:44387|issue:44756", + "issue:45276|issue:45292", + "issue:44863|issue:46468", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:45684|issue:45698", + "issue:43854|issue:45216", + "issue:45292|issue:45335", + "issue:43828|issue:43957", + "issue:43645|issue:44164", + "issue:43425|issue:47228", + "issue:44589|issue:44756", + "issue:44402|issue:44451" + ], + "prepared_review_unit_hash": "86e8da979647a27e53fdf3271e3d0ed58ea6637f781f1ad280c272cce46b64f1", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37299, + "estimated_input_tokens": 9325, + "estimated_eval_tokens": 18906 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are only superficially similar and describe different models/code paths. The only clear duplicate-like pair is the resize_token_embeddings/output_embeddings bug in Gemma4, where the Gemma4-specific report is the better canonical issue.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45276 is the best canonical issue because it is the broader, more specific report of the resize_token_embeddings/output_embeddings bug, with issue:45292 appearing to be the narrower duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 is the strongest representative of the one true duplicate pair and includes the broader Gemma4 context that subsumes issue:45292.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Both are loading/runtime failures, but one is Torch version incompatibility and the other is meta-device loading; different bugs and fixes." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Unrelated topics: SigLIP2 documentation errors vs a GLM5 issue." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Different failure modes: init_empty_weights argument handling vs mmap-related OOM on Strix Halo." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 device-map CUDA assert and AudioFlamingo3 token/embedding leak are unrelated code paths." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different model families and different bugs: Gemma4 FSDP attention state vs Qwen multimodal config unwrapping." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention tied lm_head weights, but they affect different model implementations and are not clearly the same code-path bug." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/PEFT vs an apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both involve quantization/offload regressions, but one is an offloading behavior issue and the other is CUDA reserved-memory growth leading to OOM." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "Generic ModelOutput key handling is a different problem from VideoPrism returning the wrong tensor field." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP key error and Qwen3_5Moe rotary embedding CPU-offload incompatibility are distinct." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization formats and symptoms: NVFP4 runtime error vs MXFP4 load fallback to bf16." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is about LoRA ineffectiveness and the other about eval-mode usage." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Import path breakage for GenerationMixin is unrelated to Whisper pipeline return_language regression." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading failures and mmap OOM are different mechanisms." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batched inference leak is unrelated to Gemma4 PLE device mismatch with auto device mapping." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Gemma4 shared_kv_states/FSDP are different bugs." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 CUDA reserved-memory OOM is not the same issue as disabling mmap on Strix Halo." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "These describe the same underlying resize_token_embeddings failure affecting output embeddings; 45276 is the broader Gemma4-specific report and 45292 the narrower duplicate." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading failure and a broken official Nemotron example are not the same concrete bug." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video input regression for Qwen VL/3.5 models and strict granite_speech config loading are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to Qwen3.5 RLHF NaN explosion from 3D position_ids/SDPA fallback." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to mmap-on-Strix-Halo OOM." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both touch Mistral-based tokenizers, but BPE marker handling and continue_final_message are different code paths." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash attention sinkless-model crash and Gemma4 FSDP shared_kv_states rebuilding are unrelated." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Custom-model file permissions during save_pretrained and wrong custom-module loading after save_pretrained are different bugs." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7-Flash load/test failure and Qwen3.5 save_pretrained regression are separate model/version issues." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to meta-device loading failures." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter custom-model initialization breakage and extra_state save/load handling are distinct." + }, + { + "left": "issue:43425", + "right": "issue:47228", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as the Sam3 bf16 compilation regression." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure and mmap OOM on Strix Halo are unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch and failure to load ScandiBERT are different problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The review is mostly conservative and grounded in the packet. The Gemma4 resize_token_embeddings pair is the only clearly near-identical issue pair, and choosing issue:45276 as the broader canonical issue is reasonable. The other false verdicts are generally cautious and supported by the differing model families/failure modes in 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": 27, + "review_unit_index": 9, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491", + "issue:46665", + "issue:46821", + "issue:46869", + "issue:46894", + "issue:46897", + "issue:46899", + "issue:46901" + ], + "soft_pairs": [ + "issue:43646|issue:43708", + "issue:46894|issue:46901", + "issue:43425|issue:43828", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:44530|issue:45084", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:46869", + "issue:39404|issue:46665", + "issue:44683|issue:45823", + "issue:43425|issue:43716", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43901|issue:44509", + "issue:43994|issue:44079", + "issue:43906|issue:44530", + "issue:44164|issue:45759", + "issue:36032|issue:43452", + "issue:44265|issue:44898", + "issue:46050|issue:46326", + "issue:43906|issue:46326", + "issue:44991|issue:45081", + "issue:44671|issue:44991", + "issue:39404|issue:44912", + "issue:45823|issue:46899", + "issue:45479|issue:46894", + "issue:44164|issue:46821", + "issue:43856|issue:44756", + "issue:43596|issue:44683", + "issue:45479|issue:46897" + ], + "prepared_review_unit_hash": "6b5e6ada28271c42022ff21aa53e798507cd82727a6c15d56fdbc0f688aa6e3e", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36685, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue set with a few loose same-family regressions. I would anchor the cluster on the broad Transformers 5.0 custom-model initialization regression, and only treat the training-loss double-shift pair as a likely duplicate match.", + "confidence": 0.64, + "canonical_issue_reason": "Issue 43646 is the broadest, most representative report of the repeated Transformers 5.0 custom-model initialization regression family.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 best captures the main user-facing regression theme here and is the most suitable anchor for triage among the issues provided.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Different failure modes: custom model initialization/loading versus Trainer checkpoint-resume step counting." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": true, + "reason": "Both describe the same training-loss double-shift / labels[..., 1:] misalignment pattern, so they look like the same underlying bug." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version compatibility breakage and autocast dtype mismatch are different code-path problems." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer conversion slowdown and CodeLlama space-stripping regression are unrelated symptoms." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs for Granite and slow convert_tokens_to_ids are distinct tokenizer regressions." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and template compilation failure are different subsystems and bugs." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression and broad tokenization changes are not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Base_model_prefix loading failure and notebook-specific custom model initialization are related only at a very high level." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch 2.10 incompatibility and YOLO multi-GPU device-map failure are separate issues." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline behavior change and from_pretrained-inside-classes inconsistency do not share a concrete code path." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are unrelated failures." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Generic torch compatibility and Mistral-3 dtype mismatch are different problems." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Qwen video-input regression and a generic mask shape IndexError are not the same underlying bug." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and non-template-node compilation failure are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs regressions, but they cover different removed/changed API mentions and should not be merged as duplicates." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 wrong outputs and ModelOutput key assignment are different layers of behavior." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue and a PagedAttentionCache crash are not the same change or bug." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "save/from_pretrained extra_state handling and composite-config unwrapping are different loading/saving issues." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict and gguf_file loading breakage are unrelated tokenizer/model-loading failures." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export failure on torch_compilable_check and Perceiver interpolation failure are different code paths." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "sinq save/load breakage and continue_final_message behavior are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "This is an isolated repro of a different issue, not the same tokenizer bug as continue_final_message." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer load failure for EMBEDDIA/est-roberta and Mistral regex patch backend_tokenizer error are separate tokenizer-loading problems." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT MLM regression and tokenizer loading failure on another model are not the same bug." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language regression and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 device-map forward mismatch and unsafe dtype casting in multimodal embedders are different bugs." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Degenerate zero-loss classification bug and training-loss double-shift bug are not the same concrete failure." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state save/load handling and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE memory usage and Strix Halo mmap OOM avoidance are different performance/memory issues." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed ZeRO3/BertModel indexing failure and compiled flex_attention torch>=2.9 breakage are unrelated." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Zero-loss sequence-classification bug and Florence2 training-loss double-shift bug are distinct code-path problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it correctly centers the clear Transformers 5.0 custom-model initialization family, and the only accepted soft-edge pair (46894/46901) is plausibly the same double-shift bug pattern. The remaining soft-edge rejections are cautious and well-justified from the issue titles/body metadata." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 10, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43317", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43931", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44462", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:47050" + ], + "soft_pairs": [ + "issue:43299|issue:43931", + "issue:44488|issue:44987", + "issue:43632|issue:47050", + "issue:44488|issue:45081", + "issue:43611|issue:43644", + "issue:36032|issue:42915", + "issue:44462|issue:46489", + "issue:42796|issue:43404", + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:44661|issue:44683", + "issue:32090|issue:39404", + "issue:43643|issue:44530", + "issue:44451|issue:44987", + "issue:42915|issue:44530", + "issue:43541|issue:45084", + "issue:44737|issue:45859", + "issue:40990|issue:43421", + "issue:34567|issue:40444", + "issue:43644|issue:43646", + "issue:42175|issue:46178", + "issue:40444|issue:46326", + "issue:36032|issue:43645", + "issue:43582|issue:43632", + "issue:44206|issue:44220", + "issue:43452|issue:43482", + "issue:44987|issue:44991", + "issue:44811|issue:45584", + "issue:45084|issue:45507", + "issue:43317|issue:43482" + ], + "prepared_review_unit_hash": "2d44c95f647e66d3b17960c87ad0a00c17eb3f79605eb10f0a4f87aa972c05c5", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36710, + "estimated_input_tokens": 9178, + "estimated_eval_tokens": 18612 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of distinct Transformers regressions, especially around v5 model/tokenizer loading, initialization, and a few model-specific failures. Only a couple of soft pairs look close enough to be true duplicates; most are related thematically but not the same underlying bug.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 43646 is the broadest and most representative user-facing regression in the set: it describes generic custom model initialization breakage in Transformers 5.0.0 and overlaps conceptually with several other v5 init/loading complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best single issue to anchor the cluster because it is general, clearly phrased, and covers the core v5 initialization regression theme better than the model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3-VL loading failures, but one is a generic v5 breakage report and the other is a specific weight-shape mismatch; too likely to be different root causes." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both mention model loading regressions, but they target different models and do not point to the same concrete code path." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "Unrelated failures: one is an internal flag regression, the other is an ONNX dtype mismatch in Canine attention." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different subsystems and symptoms: general tokenizer loading vs a Mistral regex patch crash." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 model-init regressions, but one is about base_model_prefix loading and the other about non-persistent buffers; not the same bug." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer special-token method conflict vs Qwen3Moe FP8 config failure; no shared code-path." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer-related, but one is AutoTokenizer ignoring tokenizer.json and the other is a DeepSeek-Coder tokenizer output regression; too different." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Different model families and problems: BPE marker handling vs untied lm_head weights." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Different CLIP structure vs SAM3 text encoder weight loading; not a duplicate." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral image-preprocessor dtype mismatch and a template compilation error are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "One is a model-registration edge case, the other is a torch flex_attention compilation regression." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and Whisper return_language pipeline behavior are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss vs PagedAttentionCache invalid group type; different layers entirely." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both involve model loading failures, but they appear to be separate model-specific regressions." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Both are Qwen-related, but one is FP8 config handling and the other is cache/group-type handling; not the same issue." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Different runtime failures: Dynamo tracing grouped_mm error vs template-node compilation error." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both involve device/offload concerns, but they affect different models and different code paths." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression and runtime post-processor update behavior are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token counting bug vs Qwen2.5-VL iterable dataset failure; no overlap." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions around model initialization, but one is a buffer-initialization issue and the other is a generic custom-model init failure; not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Different backend/package problems: missing tensorflow in extras vs unsupported tensorflow_text backend mapping." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Qwen2.5-VL multi-image finetuning failure and Mistral-common continue_final_message behavior are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method name conflict vs custom model initialization in notebooks; different failures." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator TypeError and _is_hf_initialized regression do not share a concrete bug." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the same audio feature-extraction path; the unsupported center argument crash is plausibly the same `_torch_extract_fbank_features()` bug." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both are GGUF loading regressions under Transformers v5 and look like the same loader-path breakage affecting different entry points/models." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are v5 tokenizer loading failures, but they involve different repositories and likely different tokenizer configs." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper-related, but batch_decode skip_special_tokens and empty transcription after align_special_tokens are not the same bug." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Completely different issues: template compilation error vs GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Device-map/offload loading failure vs GGUF loading failure; different code paths and symptoms." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. The cluster summary accurately reflects a loose grouping of mostly distinct v5 loading/initialization regressions, and the two accepted soft pairs are plausibly the same bugfix area without overclaiming. No clear evidence of overstated duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 11, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43208", + "issue:43262", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43531", + "issue:43540", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45987", + "issue:46326", + "issue:46661", + "issue:46821", + "issue:46869", + "issue:46899", + "issue:47013" + ], + "soft_pairs": [ + "issue:43746|issue:46326", + "issue:43262|issue:43377", + "issue:43208|issue:47013", + "issue:44403|issue:45081", + "issue:43792|issue:46869", + "issue:43645|issue:46661", + "issue:43646|issue:44534", + "issue:42915|issue:45084", + "issue:44849|issue:45325", + "issue:43377|issue:43819", + "issue:44987|issue:45081", + "issue:28530|issue:34567", + "issue:43404|issue:44466", + "issue:42915|issue:44291", + "issue:36032|issue:43742", + "issue:44451|issue:45081", + "issue:43994|issue:44610", + "issue:44062|issue:44987", + "issue:44464|issue:45987", + "issue:43883|issue:44488", + "issue:44008|issue:46899", + "issue:44265|issue:44610", + "issue:42915|issue:44589", + "issue:43531|issue:44877", + "issue:43322|issue:43540", + "issue:36032|issue:41720", + "issue:43632|issue:46821", + "issue:44479|issue:45325", + "issue:43089|issue:45987" + ], + "prepared_review_unit_hash": "24a662f149c0c97ecda94acb9c4f3cf351203668fdc7272025aaf162540936c2", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36615, + "estimated_input_tokens": 9154, + "estimated_eval_tokens": 18564 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated bug reports. The Qwen VL items are only loosely family-related, but the packet does not justify treating them as the same duplicate bug; 44849 is a separate hidden-states symptom, and 44479 vs 45325 is still too weak to merge confidently.", + "confidence": 0.69, + "canonical_issue_reason": "issue:44479 is the best representative of the Qwen VL regression family: it is broader than 45325 and explicitly covers multiple affected Qwen VL variants in v5.3.0.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest standalone issue to anchor this small Qwen VL subgroup because it is the broadest and clearest regression description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "Different components and failure modes: GraniteSpeech PEFT checkpoint loading vs tokenizer chat-template continuation behavior." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Both are audio-related, but one is a 16kHz default mismatch in chat templating and the other is missing padding-mask support in MIMI batching." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Related xLSTM area, but 43208 is a broad multi-bug training report while 47013 is a specific return_last_states unpacking crash." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated bugs: loading noise vs Mistral regex patch crash." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Completely different models/subsystems: Whisper runtime failure vs YOLO multi-GPU device-map failure." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Both involve model initialization, but one is a Jupyter/custom-model regression and the other is a remote-code config_class AttributeError in from_pretrained." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both concern v5 model initialization changes, but the second is specifically about non-persistent buffer serialization, not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "No shared code path beyond both being Transformers errors; Qwen3MoE FP8 loading is unrelated to template compilation errors." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "The titles point to different symptoms: output_hidden_states=True in Qwen3.5 vs get_rope_index temporal position scaling in Qwen2.5-VL, with no evidence they are the same bug." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-model correctness issues, but they affect different model families and different mechanisms (padding mask vs STE mismatch)." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different loading failures with no clear shared bug beyond both touching tokenizer/model loading." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Both are Trainer-related, but early stopping metric selection and num_input_tokens_seen tracking are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head tying, but one is a specific model class missing tied weights and the other is device-dependent serialization behavior." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Different regressions: Qwen3MoE FP8 config failure vs init_empty_weights/_is_hf_initialized argument handling." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer construction error for T5 vs key error loading a specific MobileLLM model." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer/model loading failures; no evidence they share the same underlying bug." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different vision issues: nonsensical outputs from AutoModel/pipeline vs processor/model input-size mismatch." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword collision is unrelated to loading physical-intelligence/fast." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Both touch generation/cache behavior, but one is chunked generation inconsistency under compilation and the other is a cache-length return-type contract bug." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Different problems: missing all_tied_weights_keys vs inability to load a specific BERT model." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Both are multimodal, but the failures are in different model families and unrelated code paths." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export + torch_compilable_check is unrelated to OmDet-Turbo processor image-size handling." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 quantization/model config failure is unrelated to missing Float8 storage deserialization." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug is unrelated to strict config loading for granite_speech." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal failures: Llava Next loading crash vs Qwen3OmniMoe video-input processing error." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer load-time exception vs GPU device-map runtime assert are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "Both mention v5-era regressions, but one is _is_hf_initialized flag behavior and the other is a TimesFM window_size attribute error." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "These look like the same Qwen VL regression family, but the packet only supports a shared-family relation, not a confident same-bug duplicate merge." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead is unrelated to a StaticCache return-type bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly conservative, but one soft-edge verdict is too strong: `issue:44849` \u2194 `issue:45325` is not well grounded by the packet. The titles point to different symptoms (`output_hidden_states=True` in Qwen3.5 vs `get_rope_index` temporal position scaling in Qwen2.5-VL), and the packet does not provide evidence they are the same bug. `issue:44479` \u2194 `issue:45325` is a more plausible shared-family relation, but even that is only weakly supported. Because the analyst accepted a likely non-duplicate pair, I can\u2019t accept the output." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 12, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43872", + "issue:43883", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899" + ], + "soft_pairs": [ + "issue:43425|issue:44403", + "issue:45216|issue:45357", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:43611|issue:44534", + "issue:44991|issue:46315", + "issue:44220|issue:44683", + "issue:43872|issue:44291", + "issue:43716|issue:46899", + "issue:44403|issue:44991", + "issue:43381|issue:45923", + "issue:43883|issue:44991", + "issue:45812|issue:46491", + "issue:42796|issue:43746", + "issue:33666|issue:40444", + "issue:44291|issue:44589", + "issue:43632|issue:44756", + "issue:43792|issue:44589", + "issue:40990|issue:44811", + "issue:42796|issue:46710", + "issue:35707|issue:40444", + "issue:43482|issue:43525", + "issue:44079|issue:45663", + "issue:43531|issue:44291", + "issue:43421|issue:44568", + "issue:41720|issue:45081", + "issue:42175|issue:45542", + "issue:44462|issue:45812", + "issue:43482|issue:45538", + "issue:43296|issue:46821", + "issue:44079|issue:44534" + ], + "prepared_review_unit_hash": "ac96bc0c33327a68a93c4bbbbd365a1789dbbd732d08dfb5f52d51afe6fe3c3f", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36488, + "estimated_input_tokens": 9122, + "estimated_eval_tokens": 18500 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is an over-broad mix of mostly unrelated Transformers v5 regressions (tokenizers, model loading, multimodal, packaging, and torch-compatibility). None of the soft pairs look like the same concrete bug/change, so I rejected all soft edges.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 44991 is the most centrally connected and broadly framed in this set, and it best represents the tokenizer/regression-heavy portion of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "44991 is the best overall issue representative here because it is the most connected node and captures the common v5 regression theme better than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Different problems: torch-version compatibility vs. noisy logging when loading a transformer." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen3.5 save_pretrained, but one is general checkpoint correctness and the other is incorrect visual-encoder key naming; not the same concrete bug." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM vs. a Qwen3-MoE sliding_window issue; different code paths and symptoms." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Multi-image finetuning/dataset handling vs. Qwen2.5-VL still-image rope indexing; related model family, different bug." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading regression vs. non-persistent buffer initialization; different underlying failures." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading failure vs. slow convert_tokens_to_ids performance; not the same bug." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction issue vs. compiled flex_attention failure on newer torch; unrelated." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "Both mention _is_hf_initialized, but one is a bitsandbytes Int8Params compatibility problem and the other is an init_empty_weights loading error; related, not duplicate." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Different multimodal dtype bugs in different models and code paths (Mistral-3 preprocessor/model mismatch vs. Gemma4 4-bit cast issue)." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Extra loading noise is not the same as a tokenizer load failure." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient-checkpointing restriction vs. missing supports_gradient_checkpointing flag; different bugs." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing all_tied_weights_keys vs. tokenizer loading regression; unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Granite token-ID regression vs. CodeLlama leading-space round-trip regression; both tokenizer bugs, but different behavior and root cause." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer post-processing/BPE-marker handling vs. PEFT local checkpoint loading; different subsystems." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Multi-GPU training support vs. iterable-dataset multi-image finetuning failure; not the same issue." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both are loading-related regressions, but one is about an unexpected _is_hf_initialized argument and the other about missing Float8 storage; distinct failures." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag regression vs. mmap OOM avoidance on Strix Halo; unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure vs. Float8 storage lookup error; different models and code paths." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on a language model vs. Whisper batch_decode special-token handling; unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer marker handling vs. model accuracy regression after upgrade; different issues." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values vs. iterable-dataset multi-image finetuning; not the same bug." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure vs. missing pad_token_id on Llama4Config; different model-loading problems." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key bookkeeping bug vs. Gemma4 FSDP2 shared_kv_states KeyError; different code paths." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs. _is_hf_initialized loading error; not duplicates." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor updating after special-token changes vs. add_special_tokens BOS/EOS omission; related tokenizer area, different concrete bug." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "CUDA assert during Qwen3 auto device mapping vs. Mistral regex patch AttributeError; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Packaging/backend availability problem vs. tensorboard-only TF backend error; different dependency issues." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json vs. Granite token-ID regression; different tokenizer bugs." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure vs. CLIPTokenizer max-length constant; unrelated." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "PaddleOCR-VL load failure vs. TimesFM window_size AttributeError; different models and failure modes." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment bug vs. non-persistent buffer junk initialization; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 13, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43606", + "issue:43611", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43818", + "issue:43828", + "issue:43856", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44509", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45701", + "issue:45823", + "issue:45834", + "issue:46402", + "issue:46821", + "issue:46909", + "issue:47217" + ], + "soft_pairs": [ + "issue:44509|issue:46909", + "issue:42175|issue:43296", + "issue:43317|issue:43856", + "issue:43611|issue:43646", + "issue:43377|issue:45491", + "issue:43644|issue:44079", + "issue:43818|issue:46402", + "issue:44265|issue:45072", + "issue:43818|issue:45357", + "issue:40444|issue:45381", + "issue:43493|issue:43994", + "issue:45325|issue:45834", + "issue:44829|issue:45479", + "issue:45325|issue:45381", + "issue:43454|issue:44466", + "issue:40444|issue:47217", + "issue:44291|issue:44877", + "issue:42915|issue:43482", + "issue:43701|issue:45325", + "issue:43873|issue:45701", + "issue:42796|issue:45381", + "issue:43606|issue:44265", + "issue:40990|issue:45584", + "issue:44479|issue:45823", + "issue:43262|issue:43746", + "issue:35707|issue:41720", + "issue:43828|issue:46821", + "issue:34634|issue:35707" + ], + "prepared_review_unit_hash": "1f9b6b6b42f497f0be2c6e4dddeee77117e37b308aa058c51acf30fc2d34bb1f", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36291, + "estimated_input_tokens": 9073, + "estimated_eval_tokens": 18402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated model-loading, multimodal, tokenizer, and docs issues. The only pair that looks like the same underlying bug is the two SigLIP2 reports; the rest are too different to merge as duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "If a representative is needed, issue 43493 is the best anchor because it describes the underlying SigLIP2 implementation discrepancy most directly; 43994 reads more like a downstream symptom. That said, the overall cluster is too mixed to treat as one duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43493 is the strongest issue to keep as the cluster anchor: it is concrete, model-specific, and closest to a root-cause report rather than a symptom-only complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation-related, but one is about removed pipeline task names and the other is a broken DIA example; different docs bugs." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend availability vs vLLM model loading failure are unrelated problems." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "One is a quantized model offload/loading failure; the other is a training memory-usage issue in Qwen3 MoE." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both concern v5 loading/initialization regressions, but they point to different code paths and failure modes." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both affect batched inference/training, but one is a padding-mask bug in MIMI and the other is a Gemma3 sliding-window NaN issue." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer serialization junk and ModelOutput key assignment are different internals." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different models and different loading defects: missing temporal attention/shared weights vs missing text-encoder weights." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/compilable-check failure is unrelated to bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Both are multimodal model regressions, but one is about Video-LLaVA architecture/weights and the other is about Qwen3.5 save_pretrained key names." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both involve VL inputs, but the first is multi-image iterable dataset finetuning and the second is a video position-id regression." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model family and both describe incorrect HF behavior leading to bad outputs; the latter looks like a symptom of the former discrepancy." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different multimodal indexing bugs: Qwen2.5-VL temporal rope scaling vs Kosmos2.5 OCR long-input indexing." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both are degenerate training/loss bugs, but one is tied to flash_attention_3 and the other to single-label classification with num_labels=1." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL input bugs, but one is still-image temporal position scaling and the other is video vision_position_ids; not the same defect." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Tied lm_head weight serialization and inconsistent lm_head.weight saving are related thematically, but not the same specific bug." + }, + { + "left": "issue:40444", + "right": "issue:47217", + "accept": false, + "reason": "Both mention VL image handling, but one is finetuning with multiple images per prompt and the other is placeholder placement in user text." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected init_empty_weights argument handling vs strict config rejection are distinct loading issues." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different quantization/loading failures in different models; no shared code-path evidence." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/position-id scaling." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization behavior and tokenization differences across versions are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE marker handling is not the same as Qwen2.5-VL video position-id computation." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch for Bark is unrelated to torch.export failing on torch_compilable_check." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on a language benchmark and Whisper empty-transcription failure after token alignment are different bugs." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen video-input regression and Gemma4 PLE device mismatch are separate model-specific issues." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio processor sample-rate defaulting and GraniteSpeech PEFT checkpoint loading are different bugs." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values and Qwen3 device-map CUDA asserts are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and a TimesFM window_size AttributeError are different failures." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values have no common bug path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The soft-edge decisions are mostly appropriately negative, and the single accepted SigLIP2 pair is the only one with a plausible shared root cause from the provided titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 14, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36331", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43550", + "issue:43572", + "issue:43582", + "issue:43606", + "issue:43720", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:44186", + "issue:44265", + "issue:44387", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46821" + ], + "soft_pairs": [ + "issue:41553|issue:43582", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:43257|issue:45923", + "issue:42796|issue:46209", + "issue:44568|issue:45920", + "issue:43377|issue:44610", + "issue:45823|issue:46821", + "issue:43454|issue:45072", + "issue:42617|issue:42915", + "issue:40990|issue:42947", + "issue:46305|issue:46315", + "issue:43749|issue:44534", + "issue:43377|issue:44898", + "issue:43454|issue:43720", + "issue:43572|issue:45759", + "issue:43317|issue:43873", + "issue:36331|issue:42617", + "issue:41720|issue:43322", + "issue:43322|issue:46050", + "issue:36331|issue:42915", + "issue:41720|issue:44977", + "issue:44877|issue:44991", + "issue:44387|issue:45704", + "issue:40990|issue:45701", + "issue:43450|issue:45701", + "issue:41720|issue:42617", + "issue:44466|issue:45357", + "issue:26413|issue:28530" + ], + "prepared_review_unit_hash": "578ca6c15c48858b67f4af8219cadae31b9495ad35fe49677dba5f46c76a473c", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37059, + "estimated_input_tokens": 9265, + "estimated_eval_tokens": 18786 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are unrelated model-, tokenizer-, loading-, or runtime-specific regressions that only share broad Transformers vocabulary. I reject all soft edges as duplicates; none look like the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "If a representative is forced, issue:43873 is the broadest open item and sits nearest the shared offloading/quantization theme, but it is not a true duplicate hub for this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the least-specific open issue here, but the set is too diverse for any issue to serve as a strong canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Different subsystems: tokenizer error messaging vs an Apple Silicon allocator helper TypeError." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/NER crash and torch.export failure are unrelated code paths." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device_map=auto, but different models and different failure modes/root causes." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DAC latent/STE forward mismatch." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight tying serialization issue and SDPA/torch.compile failure are different bugs." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "MoE loading with accelerate+deepspeed and a missing gradient-checkpointing flag are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are separate problems." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Special-token insertion for one tokenizer is not the same bug as broad wrong-token-id regression." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batching/padding-mask inconsistency and a vision processor size mismatch do not share a root cause." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Device-mapped multimodal forward mismatch is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head weight tying corruption and bf16 dtype mismatches are distinct failure classes." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel execution failure and Qwen3MoE FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity quality regression and LoRA gradient-checkpointing ineffectiveness are different issues." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "A sliding-window off-by-one bug is unrelated to convert_tokens_to_ids performance regression." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU-efficient loading breakage and non-persistent buffer junk values are different loading/state bugs." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Batch-vs-single encoder output mismatch is not the same as Perceiver resolution handling failure." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Weight tying vs packed-weight unpacking are separate model-loading problems." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in a config and text_config unwrapping for composite configs are different config regressions." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Specific gpu+cpu offload load failure and a broad quantized offloading complaint are not clearly the same bug." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer signature breakage and 3d_parallel.py runtime failure are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device mapping assert and Llava Next segmentation fault are different model/runtime failures." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segfault on load and sinq save/load corruption are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer API change and Qwen3MoE FP8 loading failure are different code paths." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "A800 device-map assert and Qwen3.5 flash-attention generation issue are different runtime problems." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading and tokenizer loading regression are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "CUDA reserved-memory inflation under int4 quantization is not the same as an apex RMSNorm memory leak." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity on a model/dataset pair and a tokenization-version change are different issues." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape bug and tokenizer behavior changes do not match." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Device-map assert and 3d_parallel run failure are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve save_pretrained regressions, but different models and different serialized keys." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume iterator failure and early-stopping metric lookup are unrelated trainer behaviors." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 15, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:28530", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44423", + "issue:44451", + "issue:44464", + "issue:44488", + "issue:44610", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44756", + "issue:44898", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46402", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:43873|issue:44756", + "issue:43881|issue:44488", + "issue:44186|issue:45072", + "issue:43065|issue:46402", + "issue:43295|issue:45701", + "issue:46612|issue:46858", + "issue:45685|issue:46821", + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "issue:36010|issue:42617", + "issue:43646|issue:46665", + "issue:44451|issue:47020", + "issue:43550|issue:43606", + "issue:44186|issue:44610", + "issue:43404|issue:45357", + "issue:42915|issue:43317", + "issue:44610|issue:44898", + "issue:46821|issue:46869", + "issue:28530|issue:33666", + "issue:41720|issue:45161", + "issue:44734|issue:46858", + "issue:43531|issue:43572", + "issue:44423|issue:45406", + "issue:44008|issue:45823", + "issue:42915|issue:46291", + "issue:36331|issue:41720", + "issue:44464|issue:46858", + "issue:44671|issue:44743" + ], + "prepared_review_unit_hash": "7af7402f97a6ed052a9768825fb8d76ad375bbe837ed71ee8e28d132620e3353", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36110, + "estimated_input_tokens": 9028, + "estimated_eval_tokens": 18312 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous. A few issues share a loose theme around loading/offloading/quantization/device_map regressions, but most pairs are clearly different model- or subsystem-specific bugs and should not be deduplicated.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43873 is the broadest and most central issue in the recurring offloading/quantization/device_map theme, and it is open with a scope that can absorb related reports better than the narrower model-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative of the dominant subtheme in this set (offloading/quantization-related failures) and is general enough to serve as the cluster anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Different problems: quantization/offloading behavior vs disabling mmap to avoid OOM." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but they involve different models and no shared concrete code-path is evident." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/padding vs dtype mismatch in inference are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Same model family, but pixel-decoder dummy conv and text-encoder weights not loading are different bugs." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Both mention tokenization/version changes, but one is a processor.tokenizer regression and the other is a broader tokenization behavior change." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache/generation, but one is beam-search cache reorder omission and the other is a prefill slice-arithmetic bug." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "Completely different failures: MPS histogram dtype issue vs TimesFM window_size attribute error." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Different code paths: torch.compile/SDPA failure vs accelerate loading/unpacking of packed weights." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Dtype propagation in model loading vs Trainer checkpoint max_steps calculation are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin vs inability to run a script; no shared underlying bug." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both relate to custom loading/init patterns, but the concrete bug descriptions are too different to treat as duplicates." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Model load failure vs tokenizer constructor accepting the wrong vocab type; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both are model/runtime failures, but one is compile+SDPA and the other is CPU-offload device mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer/padding crash vs image processor resolution mismatch are different issues." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Weight tying in Mistral3 conditional generation vs incorrect visual-encoder keys on save_pretrained are different bugs." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8Config failure vs dequantized-model loading with gpu+cpu offload are related only at a broad loading level." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both concern vision input sizing, but one is processor output size and the other is non-default-resolution classification handling." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map failure are unrelated." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric resolution vs Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different model families and failures: Qwen3 auto device mapping crash vs GPT-OSS MoE tensor parallel issue." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache, but one is serve KV continuation indexing and the other is static-cache seq_length tensor arithmetic." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and missing StableLmConfig pad_token_idx are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Two different serve crashes with different processor/model attribute errors and likely different fixes." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma/Gemma3n vs Gemma4 forward/device-mismatch bugs." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "MoE FP8 config failure vs pipelines import dependency/version requirement are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer custom compute_loss signature breakage vs Qwen3 device-map crash are different bugs." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Chunked generation inconsistency under compilation vs cache.get_seq_length() device-tensor arithmetic bug are not the same issue." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression vs Qwen3.5 recurrent-state reset under cache are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 16, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43425", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44361", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44913", + "issue:44991", + "issue:45059", + "issue:45406", + "issue:45464", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:46665", + "issue:46821", + "issue:47020", + "issue:47145" + ], + "soft_pairs": [ + "issue:45632|issue:45684", + "issue:43881|issue:44991", + "issue:44186|issue:44361", + "issue:43526|issue:43883", + "issue:28530|issue:30064", + "issue:43425|issue:46821", + "issue:43316|issue:44913", + "issue:45701|issue:47145", + "issue:42915|issue:43322", + "issue:33357|issue:35707", + "issue:29159|issue:36032", + "issue:30064|issue:34634", + "issue:43873|issue:45704", + "issue:43540|issue:43782", + "issue:43531|issue:45759", + "issue:44492|issue:44509", + "issue:43550|issue:43653", + "issue:43452|issue:47020", + "issue:44534|issue:46665", + "issue:41720|issue:43746", + "issue:42490|issue:43329", + "issue:43606|issue:43720", + "issue:34567|issue:35707", + "issue:43531|issue:46821", + "issue:34634|issue:41720", + "issue:45406|issue:45464", + "issue:43606|issue:43653", + "issue:43388|issue:45059" + ], + "prepared_review_unit_hash": "3af2611f30f0c29a555e6a5872ec498907da21d06092fc41a98c6d362755d0f6", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36074, + "estimated_input_tokens": 9019, + "estimated_eval_tokens": 18294 + }, + "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 vocabulary, not the same underlying bug or change. No PRs are present. I would not merge any of the soft pairs; issue:43873 is only a weak anchor because it has the most activity, not because it truly represents the whole set.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43873 has the strongest discussion/reference activity, so it is the best available anchor if one issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most broadly discussed and referenced report here; however, the cluster is too mixed for any issue to be a strong canonical representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Different bugs: local cache-path collision vs read-only permission propagation in save_pretrained." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Both are load failures, but on unrelated models and failure modes (glm-4v-9b vs tokenizer loading)." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Tokenizer crashes, but different tokenizers and different code paths/failure conditions." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Image processor label reduction bug vs missing all_tied_weights_keys attribute; unrelated." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early-stopping metric lookup issue vs void segmentation-map processing failure; unrelated." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch version compatibility issue vs TimesFM window_size attribute error; not the same bug." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but one is an API discrepancy and the other is config value loss on reload." + }, + { + "left": "issue:45701", + "right": "issue:47145", + "accept": false, + "reason": "Tokenization changes across versions vs FP8 checkpoint weight_scale corruption; different problems." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different model-loading failures in different multimodal stacks; no shared code-path bug." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error in CLIP loading vs generation with inputs_embeds/past_key_values; unrelated." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Tokenizer inconsistency across slow/fast implementations vs T5 add_special_tokens name conflict." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Segmentation-map processing vs Bark voice_preset handling; only both touch processors." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading issue vs apex RMSNorm memory leak; not the same code-path." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both involve Qwen multimodal models, but one is video input handling and the other is weight_only loading." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen-family titles are not enough: sliding_window generation bug vs config unwrapping bug." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Cache-strategy typo vs docs mentioning removed pipelines; unrelated change types." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba vs tokenizer special-token registration bug; different subsystems." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "gguf_file/from_pretrained handling vs Unigram vocab type mismatch in XLMRobertaTokenizer; distinct issues." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization bug vs inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Auto device mapping CUDA assert vs PEFT local-checkpoint loading failure; unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash import warning vs multimodal token counting video-branch bug; not the same defect." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch vs packed-weight unpacking during accelerate loading; different mechanisms." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counter not updating vs progressive generation bug; no shared root cause." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Different models and different attributes: Qwen3-MoE sliding window vs TimesFM window_size error." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset bug vs Qwen3 auto device mapping CUDA assert; unrelated." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Serve crash from missing processor tokenizer attribute vs chat/completions streaming inference failure; different paths." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload mismatch vs tokenizer special-token registration; no common bug." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering drops tuple labels vs SAM3 text/bounding-box behavior; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 17, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43644", + "issue:43653", + "issue:43746", + "issue:43844", + "issue:43873", + "issue:43881", + "issue:43927", + "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:45072", + "issue:45357", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46050", + "issue:46402", + "issue:46655", + "issue:46665", + "issue:46693", + "issue:46858" + ], + "soft_pairs": [ + "issue:43531|issue:44589", + "issue:45759|issue:45859", + "issue:43540|issue:46858", + "issue:44451|issue:44991", + "issue:45357|issue:46402", + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:43381|issue:43844", + "issue:44898|issue:45072", + "issue:44625|issue:45479", + "issue:39692|issue:44610", + "issue:41720|issue:45704", + "issue:44368|issue:45357", + "issue:43746|issue:46050", + "issue:43381|issue:45704", + "issue:44918|issue:44936", + "issue:46655|issue:46693", + "issue:43421|issue:43927", + "issue:43526|issue:43881", + "issue:43746|issue:43873", + "issue:45759|issue:45923", + "issue:43531|issue:45923", + "issue:42886|issue:44843", + "issue:30064|issue:36010", + "issue:43421|issue:43653", + "issue:39692|issue:43493", + "issue:44514|issue:44545" + ], + "prepared_review_unit_hash": "c365a0c39ad8f97e6b6d7a62bbc58a3f665df44bdd033ca9995b2b2ccd128212", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36030, + "estimated_input_tokens": 9008, + "estimated_eval_tokens": 18272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of superficially similar but distinct bug reports. I found one clear duplicate pair around Qwen2_5_VLProcessor.apply_chat_template with padding=False; the rest should be kept separate.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44545 is the cleanest canonical for the duplicate Qwen2_5_VLProcessor.apply_chat_template crash: it describes the same batched-input + padding=False failure as 44514, with a tighter title and slightly stronger engagement.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the best representative issue in the only true duplicate pair; it most directly names the method and reproducer for the shared bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Both are inference/runtime errors, but they involve different models and different failure mechanisms." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "One is about from_config unwrapping text_config; the other is a CPU-offload rotary embedding incompatibility." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Different subsystems and root causes: video input processing vs cache sequence-length arithmetic." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading reports, but they affect different models and the symptom/root cause is not the same." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both concern multimodal model loading, but one is visual-encoder key saving and the other is text-encoder weight loading." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "These are separate config issues for different models; the reported bugs are not the same." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "One is a Transformers 5.0 buffer initialization bug; the other is inconsistent from_pretrained behavior in Python classes." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Both touch loading/image-processing paths, but one is a package loading failure and the other is an incorrect torchvision dependency." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Different tokenizer bugs with different symptoms; no evidence they share the same underlying cause." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to the ZeRO-3 gradient increase report." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Distinct problems: image resolution handling vs bfloat16 dtype mismatches." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both concern classification configs, but one is missing num_labels propagation and the other is a degenerate zero-loss bug across models." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both mention processor/model mismatches, but they are different models and different concrete failures." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Completely unrelated bugs: CUDA assert during device mapping vs a T5 RMSNorm memory leak." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A training-time warning about tie_word_embeddings is unrelated to incorrect visual-encoder keys on save_pretrained." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both involve loading/saving checkpoints, but one is PEFT local checkpoint loading and the other is quantized model round-tripping." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "No shared bug: gradient checkpointing eval-mode behavior vs an apex RMSNorm leak." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer-related failures with no shared code path or reproducer." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video padding logic and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both involve token metadata, but one is runtime post-processor updates and the other is save/load of custom token IDs." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Completely unrelated: BEiTImageProcessorFast label reduction vs glm-4v-9b loading failure." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Both mention loading/quantization, but the underlying bugs are different." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Different model/config issues; no shared underlying code-path problem." + }, + { + "left": "issue:43531", + "right": "issue:45923", + "accept": false, + "reason": "Sliding-window MoE behavior is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both relate to offline tokenizer access, but 44843 is a specific Mistral-regex model_info call while 42886 is a broader cache-loading failure; not enough to treat as the same bug." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Different domains entirely: image processor segmentation vs GenerationMixin import failure." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both are tokenizer-related, but one is post-processor updates and the other is special-token registration causing empty decode output." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both concern SigLIP2, but one is a documentation/example mismatch and the other is an implementation discrepancy with the original JAX model." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same Qwen2_5_VLProcessor.apply_chat_template crash, same batched-input + padding=False reproducer, and the titles/body clearly describe the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted duplicate pair (44514/44545) is supported by matching titles and reproducer details. The other soft-edge verdicts are appropriately conservative and do not overstate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 18, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43643", + "issue:43653", + "issue:43720", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44464", + "issue:44488", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44857", + "issue:44898", + "issue:44991", + "issue:44995", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45834", + "issue:45907", + "issue:45987", + "issue:46032", + "issue:46294", + "issue:46463", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:47050" + ], + "soft_pairs": [ + "issue:43994|issue:44671", + "issue:44464|issue:47050", + "issue:46032|issue:46463", + "issue:43782|issue:45381", + "issue:45081|issue:45356", + "issue:44857|issue:47050", + "issue:43421|issue:44186", + "issue:45356|issue:45907", + "issue:39692|issue:43873", + "issue:44995|issue:46858", + "issue:39692|issue:47050", + "issue:43720|issue:43819", + "issue:43295|issue:45834", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:43653|issue:43720", + "issue:43596|issue:44220", + "issue:46829|issue:46832", + "issue:44625|issue:47050", + "issue:43531|issue:43643", + "issue:44062|issue:44488", + "issue:43540|issue:46294", + "issue:45381|issue:46693", + "issue:43611|issue:46665", + "issue:45987|issue:46829", + "issue:41720|issue:44991", + "issue:30064|issue:36331", + "issue:44220|issue:44661", + "issue:43653|issue:43819", + "issue:44186|issue:44898" + ], + "prepared_review_unit_hash": "90e5b04e834b0885b8e250e8c401bc5c7c38ec4b3e030152f534624f8587999a", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36412, + "estimated_input_tokens": 9103, + "estimated_eval_tokens": 18462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated singleton bugs. None of the soft pairs look like the same concrete underlying bug/change, so I would not merge any of them. The closest thematic overlap is in tokenizer/multimodal-regression reports, but still not enough to treat as duplicates.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 46693 is the most globally representative umbrella candidate here: it has the highest discussion activity, broad impact, and a clear reproducible regression description. That said, this set does not form a tight duplicate cluster, so the choice is only a weak canonical fit.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46693 is the best overall issue to anchor on because it is active, impactful, and describes a concrete performance regression that could plausibly attract related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both are model-quality regressions, but they involve different models and failure modes: SigLIP2 pipeline/AutoModel mismatch vs CamemBERT masked-LM predictions in v5. Not the same underlying bug." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Different code paths and symptoms: compiled forward/chunked generation inconsistency vs fp16 ONNX export dtype mismatch in attention. Same broad area, not the same bug." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2 cache correctness bug vs T5 decoder-input validation error message. One is a runtime correctness issue, the other is error wording/validation behavior." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen VL-related, but one is a from_pretrained weight_only loading error and the other is a video position-id/input bug. Different failures and fixes." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "They both mention fix_mistral_regex, but one is an AttributeError in tokenizer patching while the other is a tokenizer regression with codec handling/warning behavior. Related area, not clearly the same bug." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Different model/tooling paths: float16 AMP crash in image loss vs ONNX export dtype mismatch in attention. Not mergeable as one bug." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Special-token/post-processor update behavior is distinct from LayoutLMv2 NER/padding crashes. Both tokenizer bugs, but not the same issue." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression vs repo listing API forwarding bug. No shared underlying code-path problem." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Documentation example/model-processor mismatch and quantization failure is not the same as a general offloading/quantization runtime issue." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Model load failure for a specific checkpoint vs static-cache seq-length type/device bug under torch.compile. Different subsystems." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "Documentation/quantization example issues do not match ONNX export dtype mismatch in attention." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight unloading during accelerate load is unrelated to DAC.from_latents missing STE mismatch." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer API regression is different from Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba-9B-v2 is unrelated to DiaConfig token-ID persistence after save/load." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba compile/SDPA crash and MLukeTokenizer AttributeError are different models and failure modes." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token registration bug is unrelated to BitNet packed-weight unpacking during load." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Zero3/BertModel initialization IndexError and fbank feature extraction issue are separate code paths." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Both are vision-model forward/output issues, but one is hidden_states wiring and the other is RT-DETR feature-level mismatch. Not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:47050", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is unrelated to Canine ONNX attention dtype mismatch." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and trust_remote_code config field loss are not the same underlying bug." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-argument duplication and loading a specific tokenizer checkpoint are different tokenizer issues." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve video inputs in Qwen models, but one is a ValueError in video processing and the other is a chat-template/token-feature mismatch. Different concrete bugs." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Video-position-id bug in Qwen2.5-VL is unrelated to the FA2 long-context performance regression." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "base_model_prefix loading breakage and generic from_pretrained behavior inside Python classes are related only at a very high level, not the same fixable bug." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache seq-length return-type bug is unrelated to VideoPrism hidden_states output wiring." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Auto device mapping CUDA assert on one model and tokenizer loading failure for another model are not the same issue." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor void segmentation-map handling and CustomTrainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Torch fbank feature extraction issue and add-new-model-like/tokenizer mapping failure are different subsystems." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Special-token registration bug and DAC latent/STE mismatch are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding vs Perceiver non-default resolution failure are separate model/tokenizer bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 19, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:39692", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43697", + "issue:43749", + "issue:43756", + "issue:43818", + "issue:43819", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44488", + "issue:44561", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "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:46858", + "issue:46932", + "issue:47020" + ], + "soft_pairs": [ + "issue:43335|issue:43756", + "issue:43550|issue:43819", + "issue:44488|issue:47020", + "issue:43618|issue:43697", + "issue:45987|issue:46932", + "issue:43643|issue:44877", + "issue:34634|issue:36010", + "issue:44008|issue:46858", + "issue:44821|issue:45084", + "issue:44843|issue:45081", + "issue:39692|issue:45834", + "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:43540|issue:44008", + "issue:45584|issue:45834", + "issue:45183|issue:45479", + "issue:44991|issue:47020", + "issue:44991|issue:46291", + "issue:43644|issue:43749", + "issue:44561|issue:45020", + "issue:43606|issue:45072", + "issue:43322|issue:45685", + "issue:43421|issue:44811", + "issue:43577|issue:43818", + "issue:43550|issue:45072", + "issue:44479|issue:45834", + "issue:44805|issue:44936" + ], + "prepared_review_unit_hash": "997bbfb2d2af9520e8290f7426b11af948b4a6f3b4f0b0d013ef0ffea74f4857", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35520, + "estimated_input_tokens": 8880, + "estimated_eval_tokens": 18016 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of mostly unrelated transformer/model regressions; the soft edges are generally only high-level similarity, not duplicate bugs. I\u2019d anchor the cluster on the broad remote_code regression issue, but none of the paired items should be merged as duplicates from the available evidence.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45020 is the broadest, most representative report in the set: it describes a general regression affecting remote_code models across recent Transformers versions, which is closer to a cluster umbrella than the narrower model-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 has the clearest cross-cutting scope and strongest chance to serve as the canonical issue for triage, since it frames a family of loading regressions rather than a single model edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Both are model-configuration bugs, but they affect different architectures and different mechanisms (sparse encoder layer creation vs RoPE layer dropping). Not the same underlying defect." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Completely different failure modes: torch.compile/SDPA on Bamba vs DAC latent reconstruction/STE mismatch. No shared code-path evidence." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Both involve tokenizer loading, but one is a model-specific load failure and the other is an XLMRoberta/Unigram constructor type mismatch. Different root causes." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Unrelated regressions: CLIPOutput attentions field assignment vs RTDetrV2 output divergence in v5." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache sequence-length contract bug and Gemma4 quantized embedder dtype casting are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading issues, but one is trust_remote_code field loss and the other is strict config rejection for granite_speech. Different bugs and fixes." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset behavior and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n audio_mel_mask variable collision and cache.get_seq_length returning a device tensor are different code paths and symptoms." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and a template-node compilation TypeError are not the same issue." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper function area, but different failures: unconditional model_info() call vs missing backend_tokenizer attribute. Related code, not duplicate bug." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 docs example errors and Kosmos2.5 long-OCR index errors are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding vs AutoTokenizer failing to load FastSpeech2ConformerTokenizer. Different failure modes." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v4-v5 behavior regressions, but they concern different models and different outputs. Not a duplicate." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and Gemma3n audio attribute collision are unrelated multimodal bugs." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation and Kosmos2.5 long OCR index errors are unrelated." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation error messaging vs degenerate zero-loss classification behavior are different problems." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer loading problems, but they affect different models and appear to come from different tokenizer construction paths." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading for est-roberta and pipelines import breakage from kernels version constraints are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both touch model/loading behavior in v5, but one is non-persistent buffer initialization and the other is FSDP CPU-efficient loading. Not the same bug." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code breakage, but one is specifically removal of is_torch_fx_available and the other is a broader recent-version regression. Too broad to treat as the same defect." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch for Bark and bfloat16 dtype mismatches for SwitchTransformers/TimmWrapperModel are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Segfault when loading Llava Next models and an MPS histogram limitation for Int are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Tokenizer backend post-processor update bug and Whisper batch_decode skip_special_tokens handling are different issues despite both involving special tokens." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing problems are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression and Kosmos2.5 OCR index error do not share the same root cause." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask shape IndexError and trainer.evaluate() failure after train are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 20, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43388", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43653", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44857", + "issue:44912", + "issue:44977", + "issue:45003", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45701", + "issue:46032", + "issue:46175", + "issue:46285", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46846", + "issue:46932", + "issue:47217" + ], + "soft_pairs": [ + "issue:43782|issue:44977", + "issue:43582|issue:46512", + "issue:43825|issue:43994", + "issue:43388|issue:46032", + "issue:46294|issue:46463", + "issue:43931|issue:46846", + "issue:28218|issue:29159", + "issue:43716|issue:44008", + "issue:43540|issue:45381", + "issue:44610|issue:45072", + "issue:43749|issue:44291", + "issue:43720|issue:45072", + "issue:43645|issue:46665", + "issue:34634|issue:36331", + "issue:43825|issue:43827", + "issue:44671|issue:45701", + "issue:42175|issue:45081", + "issue:43577|issue:43582", + "issue:45003|issue:46285", + "issue:46175|issue:46932", + "issue:43262|issue:47217", + "issue:46697|issue:46728", + "issue:43262|issue:43819", + "issue:43653|issue:44912", + "issue:43782|issue:45325", + "issue:43582|issue:44857", + "issue:44589|issue:45042" + ], + "prepared_review_unit_hash": "eb931b68c0c1db18bafefd9ab2af80f4cff4cfc53eb7e8f7d81ff948f31a00fa", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36285, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The only plausible near-duplicate theme is tokenizer-related, but the listed pairs mostly describe different concrete bugs, models, or code paths. I would not merge any of the soft edges based on the available evidence.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #28218 is the most specific and concrete of the tokenizer-related candidates, describing a clear bug in added-token spacing; the nearby tokenizer issue #29159 is broader and not clearly the same defect.", + "canonical_pr_reason": null, + "best_issue_reason": "#28218 is the best issue representative here because it names a single reproducible tokenizer bug with a clear symptom and is earlier/more concrete than the broader alternatives.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different failures: one is a weight_only load error for Qwen3-VL, the other is a flash-attention generation problem in Qwen3.5." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "One is an Apple Silicon TypeError in caching_allocator_warmup; the other is stale config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Different issues: incorrect v5 translation error messaging vs nonsensical SigLIP2 results with AutoModel/pipeline." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Different subsystems and bugs: metric gathering drops labels in the last batch vs Mamba2 use_cache correctness." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Different models and code paths: Qwen3.5-VL chat-template video feature mismatch vs T5 decoder input validation messaging." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "One is a Qwen3-VL weight-shape load mismatch; the other is a tensor-parallel plan omission causing OOM/shape errors." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Both are tokenizer-related, but one is specifically about added-token spacing while the other is a broader slow-vs-fast inconsistency without clear evidence it is the same bug." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different failures in different models: image preprocessor/model dtype mismatch vs Gemma3n forward variable-name collision." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both concern video inputs, but they affect different Qwen variants and different mechanics (input processing vs vision_position_ids computation)." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated bugs: OmDet-Turbo processor size mismatch vs dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both involve loading, but the concrete problems differ: FSDP CPU RAM efficient loading vs unexpected _is_hf_initialized argument with init_empty_weights." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Different code paths: BitNet packed-weight loading failure vs bfloat16 inference dtype mismatch in other models." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Related only loosely through model initialization/import behavior; the concrete notebook custom-model issue is not the same as from_pretrained inside classes." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Completely different areas: BarkProcessor voice_preset vs CustomTrainer.compute_loss signature change." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is an incorrect runtime error message; the other is outdated docs still mentioning pipeline() after removal." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM regression is not the same as a broad tokenizer-version change report." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Different problems: missing tensorflow backend in installation extras vs a Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated bugs: dtype state on BLIP2 components vs Apple Silicon TypeError in caching allocator warmup." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Different issues: unsafe sys.modules access in modeling_utils vs structural inconsistency between CLIP text model classes." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Both are Gemma4-related, but one is a huge one-hot materialization in position embeddings and the other is dtype casting for quantized embedders." + }, + { + "left": "issue:43262", + "right": "issue:47217", + "accept": false, + "reason": "Different modalities and bugs: audio chat-template sampling rate default vs image placeholder handling in VL models." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-processing bugs, but they concern different models and different counting/padding logic." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default is unrelated to DAC.from_latents mismatching forward pass." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Different areas: tokenizer special-token registration vs MXFP4 quantization loading fallback." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Same broad Qwen-VL family, but distinct bugs: load-time weight_only error vs rope index scaling for still images." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different failures: missing Float8 storage object vs PIL backend image processors incorrectly requiring torchvision." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 21, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46209", + "issue:46291", + "issue:46326", + "issue:47050" + ], + "soft_pairs": [ + "issue:43742|issue:45020", + "issue:45372|issue:46326", + "issue:43550|issue:44912", + "issue:36010|issue:43645", + "issue:36010|issue:36331", + "issue:43257|issue:43329", + "issue:43526|issue:43697", + "issue:43531|issue:45042", + "issue:43638|issue:44936", + "issue:43452|issue:44991", + "issue:43906|issue:46209", + "issue:42175|issue:46291", + "issue:43819|issue:43927", + "issue:45081|issue:45406", + "issue:44060|issue:44368", + "issue:43329|issue:45600", + "issue:42490|issue:43257", + "issue:43526|issue:44554", + "issue:45084|issue:45538", + "issue:43746|issue:44811", + "issue:43854|issue:44977", + "issue:43643|issue:45759", + "issue:45859|issue:47050", + "issue:38175|issue:44610", + "issue:43262|issue:44811", + "issue:39692|issue:44912", + "issue:43257|issue:43696", + "issue:43329|issue:44479" + ], + "prepared_review_unit_hash": "d6cfdc29177be5e924a82a28021c7ada34bade2ea5f8a846b75c0d09fb75ac6e", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36571, + "estimated_input_tokens": 9143, + "estimated_eval_tokens": 18542 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items span unrelated import, tokenizer, loading, multimodal, and training regressions. The soft edges mostly reflect superficial similarity in theme or model family, not the same concrete bug, so none should be merged.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 45020 is the broadest and most representative loading/regression report in the set; it sits closest to the recurring theme of recent-version breakage around remote code and model loading.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best single issue to represent the cluster because it is high-signal, broad, and centrally about a version-induced loading regression rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Both are loading-related, but one is a specific MobileLLM key error and the other is a broad remote_code regression; not the same underlying bug." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common, but one is an ImportError for ReasoningEffort and the other is a continue_final_message tokenizer behavior bug." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different failures: torch.compile+SDPA on Bamba versus MXFP4 quantization fallback on git-oss-20b." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Importing GenerationMixin and defining custom models in Jupyter are unrelated failure modes." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "One is a transformer import path issue; the other is a Trainer API signature change." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to the undefined video-token helper bug." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output drift are different model/processor problems." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Sliding_window on Qwen3-MoE and PIL image processor torchvision dependency are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "The former is a ZeRO-3 index error during model init; the latter is a train/evaluate lifecycle bug." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both mention tokenizer loading, but one is gguf_file handling and the other is a specific tokenizer regression on EMBEDDIA/est-roberta." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an earlier issue is not the same as an FP8 inference failure on B200 hardware." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Package/backend dependency mismatch for pip install '.[torch]' is unrelated to kernels v0.15 requiring version/revision." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC from_latents mismatch and DiaConfig save/load losing token IDs are different audio/config bugs." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both concern Gemma-related tokenization/loading, but one is a tokenizer regex crash and the other is a missing _tokenizer attribute in transformers serve." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both are tied-weights warnings around Qwen models, but the specific incorrect tie target and the ms-swift LoRA warning are not the same bug." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video token counting in VLM processors is unrelated to stale auto_mappings references for removed Sam3LiteText configs." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path trailing-slash import warning and Qwen3 MoE weight conversion under deepspeed are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Beit label reduction and an MPS attention correctness issue are unrelated code paths." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error and CLIPTokenizer max_length constant bug are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local checkpoint loading and Whisper batch_decode skip_special_tokens handling are distinct issues." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Model load failures for zai-org/GLM-4.7-Flash and flash-attention generation regressions on Qwen3.5 are different problems." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "A missing-field bug in AutoConfig with trust_remote_code and an AutoModelForCausalLM text_config unwrap issue are related only at a high level, not the same defect." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is unrelated to a Canine fp16 ONNX attention dtype mismatch." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and OmDet-Turbo processor/model input-size mismatch are different vision-model bugs." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate default and Whisper decode special-token behavior are unrelated processor issues." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 doc/example errors and MXFP4 quantization fallback are not the same underlying bug." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE conversion under distributed loading and a GPT-oss-20b OOM are different failure modes." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "The undefined-video-helper bug and the v5.3.0 video input regression overlap on video processing, but the symptoms and affected code paths are not 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": 1, + "component_count": 27, + "review_unit_index": 22, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39379", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43329", + "issue:43425", + "issue:43450", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43650", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43906", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44554", + "issue:44568", + "issue:44617", + "issue:44756", + "issue:44821", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45459", + "issue:45538", + "issue:45803", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701", + "issue:47145" + ], + "soft_pairs": [ + "issue:43257|issue:43931", + "issue:43329|issue:43450", + "issue:42915|issue:43742", + "issue:34567|issue:40990", + "issue:44291|issue:45042", + "issue:44912|issue:47145", + "issue:44387|issue:44617", + "issue:42915|issue:44821", + "issue:29159|issue:34567", + "issue:45459|issue:45803", + "issue:46421|issue:46424", + "issue:43650|issue:43906", + "issue:28282|issue:29870", + "issue:43525|issue:46291", + "issue:43749|issue:44756", + "issue:44987|issue:45538", + "issue:28282|issue:34689", + "issue:43425|issue:46291", + "issue:43540|issue:46701", + "issue:44568|issue:45356", + "issue:33357|issue:34567", + "issue:43454|issue:43577", + "issue:39379|issue:44554", + "issue:42175|issue:43824", + "issue:45137|issue:45405", + "issue:43697|issue:45357" + ], + "prepared_review_unit_hash": "1bd46722e052f17cdb597d7cde331e334a4628b9b297952366fa0ace3075cacb", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34922, + "estimated_input_tokens": 8731, + "estimated_eval_tokens": 17718 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: loading/import errors, tokenizer regressions, multimodal/video bugs, quantization issues, and trainer-state problems. The soft-similarity pairs are mostly subsystem-adjacent but not the same underlying bug, so none should be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43749 is the strongest representative to anchor the cluster because it has substantial discussion/inbound references and a concrete, user-visible runtime failure. The rest of the items are too diverse to support a true duplicate canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the best single issue to represent the set: clearly described, high-impact, and likely to attract useful triage context. It is still not a duplicate target for the other issues, just the most broadly representative one here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen-related loading bugs, but one is MOE weight conversion with accelerate+deepspeed and the other is a shape mismatch when loading Qwen3-VL. Different failure modes and code paths." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both involve video, but one is an internal multimodal-token counting bug with undefined helpers and the other is a processor output-shape bug. Not the same underlying defect." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different models and symptoms: FineGrainedFP8Config failure for Qwen3Moe versus a KeyError loading MobileLLM-125M." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counting and perplexity on gpt-oss are unrelated issues in different parts of the stack." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Init-empty-weights argument handling and PIL image-processor torchvision dependency are unrelated code paths." + }, + { + "left": "issue:44912", + "right": "issue:47145", + "accept": false, + "reason": "Both mention loading/quantization, but one is MXFP4 fallback behavior and the other is FP8 compressed-tensors weight_scale application. Different bugs." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Int4 quantization OOM from reserved memory and Sam3Video CUDA OOM are distinct memory problems with different triggers." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and AutoImageProcessor-from-URL loading are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer inconsistency and TrainerState token counting are different components with different symptoms." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but one hides tokenizer decode errors without protobuf and the other is a bare-except in Fuyu tensor conversion. Not the same bug." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is lazy cache initialization causing recompilation and the other is max_cache_length being ignored except for Quantized Cache. Related area, different defect." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "A generic 'ADD THE DATA' issue and an isolated reproduction of another issue are not duplicates." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "AutoModel PyTorch import error and Bart generate decoder_attention_mask assignment error are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4Config pad_token_id attribute error and pipelines import failing on kernels version/revision requirements are different loading/import problems." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both mention OOM, but one is broken FSDP CPU RAM efficient loading and the other is disabling mmap on Strix Halo. Different causes and fixes." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading physical-intelligence/fast on transformers>=5.1.0 and CLIPTokenizer model_max_length behavior are unrelated tokenizer/model-loading issues." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch import missing and Llama 3.2 Vision model loading regression are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 incompatibility and kernels import requirements are different dependency/version issues." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and DiffusionGemmaGenerationOutput pipeline failure are different multimodal bugs." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer add_special_tokens BOS/EOS regression and Kimi-K2.5 codec handling / warning regression are both tokenizer-related but clearly distinct." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error with a community CLIP model and TrainerState token tracking are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision lm_head tying bug and Blip2 dtype propagation bug affect different model-loading paths and different model components." + }, + { + "left": "issue:39379", + "right": "issue:44554", + "accept": false, + "reason": "mllama multimodal mask handling and MPS attention correctness with differing value/query head dims are different correctness bugs." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "TensorFlow backend packaging and Qwen2_5_VL import availability are unrelated import/package issues." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque pop error and bumped unreleased MIN_PEFT_VERSION are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output differences in v5 and Qwen3.5 save_pretrained visual-encoder key regression are different model-specific bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 23, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43742", + "issue:43749", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44792", + "issue:44821", + "issue:44849", + "issue:44857", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45127", + "issue:45381", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:43404|issue:45127", + "issue:45081|issue:47020", + "issue:28282|issue:29127", + "issue:44857|issue:46832", + "issue:44936|issue:46821", + "issue:43742|issue:44291", + "issue:44479|issue:46693", + "issue:42915|issue:45538", + "issue:45538|issue:46869", + "issue:44062|issue:44991", + "issue:24643|issue:29159", + "issue:27957|issue:28282", + "issue:42915|issue:43749", + "issue:43452|issue:43582", + "issue:44849|issue:45701", + "issue:41720|issue:43540", + "issue:43577|issue:46512", + "issue:42175|issue:44488", + "issue:44987|issue:45907", + "issue:43540|issue:44560", + "issue:44291|issue:44821", + "issue:43540|issue:44479", + "issue:34567|issue:36331", + "issue:44479|issue:45381", + "issue:44792|issue:44964", + "issue:38175|issue:44898", + "issue:44568|issue:45488", + "issue:44062|issue:45081", + "issue:45042|issue:45081" + ], + "prepared_review_unit_hash": "9ed381754bd1b388e31b11fc6fc642ffe71987a935cf59a6be3a94c56ba7ca89", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35854, + "estimated_input_tokens": 8964, + "estimated_eval_tokens": 18184 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer, model-loading, training, vision/video, and packaging regressions. I do not see any soft-edge pair that clearly describes the same underlying bug or fix.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45488 is the broadest and most actively discussed issue in the set, with inbound references and a clear, high-impact tokenizer regression; if one issue must represent the cluster, this is the strongest candidate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45488 is the best single representative issue because it is specific enough to be actionable yet broad enough to reflect a recurring tokenizer regression affecting multiple models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Different problems: untied lm_head weights in Mistral3 vs LoRA merge collapse after vocab extension." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Different tokenizer code paths and failure modes: Mistral regex patching vs XLMRoberta/Unigram init error." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "ImportError for missing PyTorch vs a layoutlmv3 box-validation error; unrelated." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Both are detection-model errors, but the concrete failures differ: AMP/CUDA crash in loss vs RTDetr forward mismatch." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Training/evaluate lifecycle bug vs TimesFM window_size AttributeError; no shared code-path evident." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Different loading failures: MobileLLM key error vs init_empty_weights unexpected _is_hf_initialized argument." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Video-input regression vs FA2 long-context performance regression; different subsystems." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FineGrainedFP8Config failure vs CLIPTokenizer model_max_length constant; unrelated." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "Tokenizer constant bug vs YOLO multi-GPU device-map failure; unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-related, but one is AddedToken keyword handling and the other is a model-specific tokenizer load failure." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training runtime error vs slow/fast tokenizer inconsistency; different areas." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 with XLMRoberta vs missing-PyTorch ImportError; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "FP8 config failure and FSDP CPU RAM efficient loading are both training-related, but not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading bug vs Apple Silicon caching_allocator_warmup TypeError; unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states bug vs a generic tokenization change across versions; not the same issue." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert vs Qwen3OmniMoe video-input processing; unrelated failures." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "BLIP2 dtype propagation issue vs stale model.config.dtype after from_config; related only loosely by dtype handling." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend installation issue vs a model load failure; no shared bug." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading failure vs list_repo_files not forwarding revision; different APIs and root causes." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both involve video input, but they affect different Qwen model families and report different errors." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unexpected constructor argument in init_empty_weights vs AutoImageProcessor URL loading; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Broad video-input issue vs a specific v5.3.0 regression across several Qwen VL models; not the same concrete bug." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting vs CustomTrainer.compute_loss signature change; different trainer behaviors." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen VL video bugs, but one is a broad regression report and the other is a specific vision_position_ids complaint; not enough to treat as the same bug." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus test failure vs Phi-4 multimodal load failure; different models and failure points." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model bugs: SIGLIP zero probabilities vs Perceiver interpolation failure." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Different tokenizer regressions: missing BOS/EOS insertion vs LlamaTokenizer overriding ByteLevel pre-tokenizer." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken special-argument collision vs Mistral regex patch crash; unrelated." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image-processor torchvision dependency regression vs tokenizer regex crash; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 24, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:41762", + "issue:43257", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44821", + "issue:44877", + "issue:44913", + "issue:44936", + "issue:45072", + "issue:45216", + "issue:45325", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45663", + "issue:45672", + "issue:45674", + "issue:45823", + "issue:46121", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46829", + "issue:46846", + "issue:46899" + ], + "soft_pairs": [ + "issue:43257|issue:43756", + "issue:43742|issue:44589", + "issue:43582|issue:46821", + "issue:43756|issue:46399", + "issue:43531|issue:44821", + "issue:43756|issue:45325", + "issue:45405|issue:45600", + "issue:44737|issue:46463", + "issue:44568|issue:46491", + "issue:43716|issue:46701", + "issue:45823|issue:46463", + "issue:24643|issue:29870", + "issue:43906|issue:46693", + "issue:45672|issue:45674", + "issue:43577|issue:45072", + "issue:44625|issue:44877", + "issue:43452|issue:44488", + "issue:43540|issue:46693", + "issue:28282|issue:32090", + "issue:43906|issue:46468", + "issue:44913|issue:46121", + "issue:43697|issue:46829", + "issue:45663|issue:46846", + "issue:43526|issue:45479", + "issue:44737|issue:45588", + "issue:46463|issue:46899", + "issue:43697|issue:45216", + "issue:41762|issue:44936" + ], + "prepared_review_unit_hash": "93d35a8996a93dbadbc91b4e4c0d5dc735bc636cadf82db0fa1ff53e82d21c3e", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36554, + "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 collection of unrelated Transformers issues, with the soft matches driven mostly by shared vocabulary like loading, dtype, rotary, and trainer. I don't see any true duplicate pair or a coherent PR-level merge candidate.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue is a good canonical for this cluster: the items span unrelated bugs (DeepSpeed, tokenizer loading, RoPE/config, vision/audio, quantization, and trainer errors). If forced to pick one representative, issue:46693 is the broadest and most discussed, but it does not actually represent the rest of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global best for deduping this set; most candidates are false-positive similarities rather than the same underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Both mention Qwen/MoE-style loading behavior, but one is about DeepSpeed weight conversion and the other about RoPE layers; different bugs." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "A model-loading KeyError and a float8 storage TypeError are unrelated failure modes." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to TimesFM window_size attribute handling." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Both are rotary-related Qwen issues, but one is missing RoPE layers and the other is a kernel-registration decorator bug." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Sliding-window MoE behavior and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both concern Qwen and positional encoding, but they target different models and different RoPE miscalculations." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A version pin bump and removed auto-mapping config references are different maintenance issues." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU arange placement is unrelated to T5 decoder-input validation messaging." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer BOS/EOS insertion regression and CodeLlama leading-space round-trip are distinct tokenizer bugs." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Mistral-3 image dtype mismatch and DiffusionGemma pipeline failure are different multimodal issues." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-map mismatch in forward is unrelated to T5 decoder validation." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed training weight-dimension error and Bart generate() unboundlocal error are different code paths." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "A reproduction of one prior bug and a FA2 long-context performance regression are not the same underlying issue." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are 4-bit inference bugs, but one is unsafe dtype casting in Gemma4 embedders and the other is skip_modules clearing the lm_head exclusion." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype mismatches, but they affect different models and different inference paths." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and strict config loading for granite_speech are unrelated config bugs." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading problems, but one is a gguf_file API break and the other is a specific model that still fails to load." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Video-input processing failure and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch installation and a NoneType broadcast error in Trainer have no common bug root." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "A reproduction issue and a broken Nemotron example are not the same failure." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Rotary_pct reload defaulting and rope-validation list type handling are separate RoPE/config issues." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "RTDetrV2 output drift and VideoPrism hidden_states misassignment are different model-output bugs." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states KeyError and Qwen3.5 linear_attn TP-plan omissions are unrelated architecture-specific bugs." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and zero-loss single-label classification are different label-handling problems." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU placement bug and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder-input validation messaging and Gemma4 4-bit audio/vision dtype casting are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 inference differences and Qwen3.5 checkpoint save regression are separate regressions." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading index error and trainer.evaluate() failing after train are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 25, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43819", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44493", + "issue:44568", + "issue:44811", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:45005", + "issue:45200", + "issue:45356", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:45920", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46402", + "issue:46463", + "issue:46701", + "issue:46829", + "issue:46832", + "issue:46932", + "issue:47000" + ], + "soft_pairs": [ + "issue:45357|issue:45920", + "issue:44466|issue:45005", + "issue:43720|issue:44898", + "issue:45200|issue:46463", + "issue:43643|issue:45375", + "issue:43688|issue:43749", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:44493|issue:46050", + "issue:38175|issue:43295", + "issue:43452|issue:44843", + "issue:43531|issue:43742", + "issue:43819|issue:44811", + "issue:43994|issue:44898", + "issue:44857|issue:47000", + "issue:29159|issue:33357", + "issue:43761|issue:46829", + "issue:45372|issue:46170", + "issue:43525|issue:46701", + "issue:43688|issue:45704", + "issue:45542|issue:46178", + "issue:43688|issue:45701", + "issue:43295|issue:45356", + "issue:46832|issue:46932", + "issue:43653|issue:44568", + "issue:43756|issue:46402", + "issue:43646|issue:43749", + "issue:43653|issue:43927" + ], + "prepared_review_unit_hash": "08d836294220390ff8adada3d86b70d5a8fcfe434098d904b5fdf5c84d44f937", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36435, + "estimated_input_tokens": 9109, + "estimated_eval_tokens": 18474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is almost entirely a collection of unrelated issue reports; most soft pairs are only loosely similar by subsystem or symptom, not the same underlying bug. No pull requests are present in the input.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45920 is the broadest and clearest tokenizer regression here, affecting multiple model families with wrong token IDs and pointing to a shared tokenizer code path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest representative issue because it is user-visible, cross-model, and describes a concrete regression rather than a model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Different bugs: one is incorrect visual-encoder key serialization for Qwen3.5, the other is wrong token IDs across several tokenizer families." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent lm_head serialization while the other is a broader translation-model tied-weights issue; not enough to treat as the same bug." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Unrelated failures: BitNet packed-weight loading vs Perceiver non-default image resolution handling." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Different model families and different failures: Gemma 4 token-type defaults vs T5 decoder-input validation messaging." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config fields, but one is a generic trust_remote_code AutoConfig issue and the other is a specific missing field dropped by strict serialization." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization in MoE models is unrelated to the FSDP CPU RAM efficient loading regression." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer loading problems, but they affect different tokenizers and different error modes." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration is unrelated to MLukeTokenizer task-time AttributeError." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected state_dict keys on many models is not the same as quantized sinq save/load breakage." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero-probability output is a model/inference issue; the other is a processor.tokenizer API regression." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading failures and offline model_info() calls are separate code paths and different bugs." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error are different model-specific loading issues." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent/forward mismatch is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different models and failure modes: Siglip2 nonsensical outputs vs Perceiver interpolate_pos_encoding crash." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Both are detection losses, but the crashing conditions and root causes are different (AMP float16 vs infeasible cost matrix)." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to a MacOS bus error in CLIP community model loading." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both concern hidden_states fields, but they are different model classes and distinct output bugs." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma processor loading import failure is unrelated to the Windows ROCm torch.distributed dependency problem." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4Config pad_token_id missing is unrelated to DiffusionGemma image-text-to-text pipeline failure." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "MoE auxiliary-loss normalization is not the same as T5's apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend/dependency issues, but they are different backends and different failure paths." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization and tokenization-version differences are not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but one is processor.tokenizer/image handling and the other is Kimi-K2.5 codec handling plus a warning." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR backbone/feature-level crash is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but BigBird mask-token registration and mdeberta add_special_tokens BOS/EOS behavior are different issues." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and Sam3 text encoder weights not loading are unrelated model-specific defects." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are different problems." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Special-token registration in BigBird is not the same as DiaConfig losing custom token IDs on save/load." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 26, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42898", + "issue:43278", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43688", + "issue:43720", + "issue:43761", + "issue:43782", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44554", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:44991", + "issue:45405", + "issue:45440", + "issue:45491", + "issue:46002", + "issue:46050", + "issue:46491", + "issue:46612", + "issue:46693", + "issue:46821", + "issue:46846", + "issue:47013" + ], + "soft_pairs": [ + "issue:42898|issue:46491", + "issue:44464|issue:44743", + "issue:44821|issue:46821", + "issue:44843|issue:44991", + "issue:44479|issue:44625", + "issue:33666|issue:36010", + "issue:43761|issue:47013", + "issue:43452|issue:43577", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:44484|issue:44704", + "issue:43688|issue:45440", + "issue:41720|issue:44464", + "issue:44977|issue:46693", + "issue:44464|issue:44977", + "issue:44734|issue:46612", + "issue:43504|issue:43550", + "issue:33666|issue:36331", + "issue:43278|issue:43688", + "issue:43504|issue:43720", + "issue:43720|issue:43927", + "issue:43782|issue:46693", + "issue:43606|issue:43927", + "issue:43611|issue:46846", + "issue:43577|issue:44554", + "issue:43504|issue:44610", + "issue:43525|issue:43572", + "issue:43720|issue:44361", + "issue:45491|issue:46002", + "issue:44964|issue:45405" + ], + "prepared_review_unit_hash": "6a0117b8b728f2616ab877e021300f740502a74a90c1310169bd9c422145bae6", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36277, + "estimated_input_tokens": 9070, + "estimated_eval_tokens": 18396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: tokenizer regressions, config/serialization issues, generation/cache bugs, model-loading failures, and a few multimodal/model-specific regressions. The soft-similarity edges are mostly topical rather than true duplicates, so almost all should be rejected.", + "confidence": 0.29, + "canonical_issue_reason": "issue:46693 is the broadest and most active open regression report in the set, so it is the best representative anchor even though the cluster is not a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46693 has the strongest engagement and the most general regression framing, making it the safest single issue to anchor on if one must choose.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer behavior regressions, but one is a global v5 cleanup flag change and the other is a CodeLlama-specific leading-space round-trip bug." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/caching, but they affect different mechanisms: compiled forward inconsistency vs recurrent-state reset in modular_qwen3_5." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated areas: image processor loading from URL vs TimesFM window_size attribute handling." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but one is an offline model_info call in a regex patch and the other is a model-specific tokenizer load failure." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Different bugs: a video input regression across Qwen VL models vs num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL is unrelated to the GenerationMixin import failure." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "Both are forward/output-shape bugs, but they are model-specific and have different failure modes and code paths." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "One is gguf/AutoModel loading, the other is a dtype propagation bug in Blip2." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast NoneType error is not the same underlying problem as Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both concern save/load behavior, but one is tied-weight serialization and the other is quantized sinq checkpoint restoration." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Unrelated: save_pretrained shard sizing question vs AutoProcessor kwargs forwarding bug." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both are MoE-related, but they describe different correctness problems in different implementations." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping cuda assert on A800 is unrelated to compiled-forward generation inconsistency." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Both mention flash-attention/Qwen3.5 generation, but one is correctness and the other is a long-context performance regression; not clearly the same bug." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Different generation failures: compiled-forward inconsistency vs flash-attention-specific Qwen3.5 generation issue." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Both are cache-related generation bugs, but one is server KV-cache continuation indexing and the other is beam-search cache reorder skipping in different model families." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Different model/load paths: legacy preset loading vs torch.compile+SDPA failure." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Both involve training, but one is a multi-GPU training report and the other is a Trainer API signature break." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "A dtype mismatch during evaluate is unrelated to auxiliary-loss normalization in MoE models." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Pretrained preset loading with a legacy field is not the same as processor/model image-size mismatch." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Both are load/save related, but one is packed-weight loading and the other is config token-ID persistence." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DiaConfig token ID loss after save/load." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Generic base_model_prefix loading regression is not the same as Qwen3.5 tensor-parallel plan omissions." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation and an MPS attention correctness issue are different bugs." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different loading bugs in different models and mechanisms." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing pad-token-related config fields after v5, but they are model-specific and not clearly the same underlying defect." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight loading failure and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both involve NaNs, but in different components and with different triggering conditions." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "A specific model-loading failure and a dependency-version bump problem are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 27, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:42796", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44291", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44625", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44977", + "issue:45290", + "issue:45357", + "issue:45405", + "issue:45584", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46710" + ], + "soft_pairs": [ + "issue:43643|issue:44561", + "issue:44625|issue:45584", + "issue:44514|issue:45290", + "issue:43493|issue:43825", + "issue:44977|issue:46209", + "issue:28218|issue:33357", + "issue:44554|issue:46365", + "issue:43452|issue:44451", + "issue:45823|issue:46050", + "issue:42796|issue:44977", + "issue:43493|issue:43844", + "issue:43994|issue:46192", + "issue:39692|issue:43295", + "issue:43278|issue:43844", + "issue:43278|issue:43701", + "issue:43646|issue:44466", + "issue:46209|issue:46710", + "issue:44568|issue:46489", + "issue:43927|issue:44361", + "issue:44849|issue:46209", + "issue:33357|issue:33666", + "issue:44792|issue:45405", + "issue:43575|issue:45405", + "issue:44568|issue:45812", + "issue:44488|issue:44843", + "issue:43572|issue:44291", + "issue:44849|issue:45357", + "issue:43334|issue:45759", + "issue:43504|issue:43606" + ], + "prepared_review_unit_hash": "8bfb98f5cbe660cebc188a77fd2c38df5ca04b4592086de4a81ed8ce0ff91ba9", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36579, + "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 grab bag of unrelated issue reports; several are tokenizer or model-loading regressions, but none of the soft-edge pairs look like the same concrete bug/change. I would not merge any of the suggested pairs.", + "confidence": 0.29, + "canonical_issue_reason": "Issue 45812 is the best single representative of the cluster\u2019s main theme because it describes a concrete, high-impact v4\u2192v5 tokenizer regression with broad model impact and a clear failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "45812 is the strongest standalone issue here: it is specific, reproducible, and broadly impactful, making it the most useful representative even though it does not duplicate the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code/v5 breakage, but one is missing fields in AutoConfig and the other is removal of is_torch_fx_available; different failures and fixes." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated models and symptoms: Qwen3.5 num_labels propagation vs Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both hit apply_chat_template, but one is batched input with padding=False and the other is assistant tool-call messages with no content; not the same code-path bug." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and a pipeline translation error message are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Different model/backend problems: Qwen3.5 flash-attention generation vs FP8 inference on B200." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer extra-space behavior and a MacOS bus error in CLIP are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness and Trainer import failure are different subsystems and failure modes." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file/from_pretrained API breakage is not the same as loading a specific pretrained model failing." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device-map PLE mismatch and sinq save/load quantization breakage are different bugs." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling and flash-attention generation are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 model discrepancy and ZeRO-3 gradient growth are different problems." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Wrong SigLIP2 outputs and return_tensors kwarg handling are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation example errors and processor/tokenizer regression are not the same underlying bug." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift in evaluate and gradient explosions with ZeRO-3 are distinct issues." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "dtype mismatch in evaluation and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and inconsistent lm_head serialization are different code paths." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "Both are regressions after upgrading, but one is FP8 inference failure on B200 and the other is accuracy regression on DeepSeek-R1; not the same concrete bug." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion for mdeberta and the other is DeepSeek-Coder BPE-marker output; different model-specific bugs." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Config save/load custom token IDs and MLukeTokenizer AttributeError are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-state bug and FP8 inference failure are different issues." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure and a PEFT version bump are not the same bug/change." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and init_empty_weights argument handling are different problems." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug and incorrect visual encoder keys on save_pretrained are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-VL pad_token_id missing and AutoModelForCausalLM.from_config text_config unwrapping are different configuration bugs." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "BEiT legacy-field loading failure and Bark CPU offload device mismatch are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 28, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:38175", + "issue:42490", + "issue:43257", + "issue:43299", + "issue:43334", + "issue:43504", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43994", + "issue:44112", + "issue:44464", + "issue:44493", + "issue:44589", + "issue:44849", + "issue:44869", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46285", + "issue:46399", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46832", + "issue:46846", + "issue:47145" + ], + "soft_pairs": [ + "issue:46821|issue:46832", + "issue:43824|issue:44589", + "issue:44589|issue:45520", + "issue:45245|issue:46710", + "issue:43334|issue:43572", + "issue:43257|issue:43299", + "issue:44493|issue:46285", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:44849|issue:47145", + "issue:45072|issue:46832", + "issue:46399|issue:46846", + "issue:44464|issue:45584", + "issue:43844|issue:44964", + "issue:43994|issue:44493", + "issue:43873|issue:46050", + "issue:29159|issue:32090", + "issue:43937|issue:46701", + "issue:44869|issue:46752", + "issue:45200|issue:45229", + "issue:45229|issue:45823", + "issue:42490|issue:43696", + "issue:28218|issue:34567", + "issue:45588|issue:46050", + "issue:45084|issue:45520", + "issue:29942|issue:30333", + "issue:15354|issue:38175" + ], + "prepared_review_unit_hash": "9276397255dd27c98f3532d31ebc87a48e39e4bf145bafcace457423ff365d20", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35864, + "estimated_input_tokens": 8966, + "estimated_eval_tokens": 18188 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster does not look like a duplicate set: the items span many unrelated model-loading, tokenizer, generation, quantization, and CI issues. None of the soft pairs appear to be the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43873 is the broadest standalone bug here (active, open, and with repeated reports about quantization/offloading behavior), but it is not a true duplicate anchor for the rest of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best single issue to keep as the cluster representative because it is the most general and actively discussed, though the cluster itself is heterogeneous.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "Different subsystems and failures: TimesFM attribute error vs RT-DETR feature-level forward error." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated import error for a missing class vs float8 storage lookup failure." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Different code paths: storage-object error vs flash_attn import key error on Python 3.13." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-count runtime limit and an accuracy regression are not the same defect." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are config-attribute issues after 5.0, but they affect different models and different missing fields." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MOE loading, but one is accelerate/deepspeed conversion and the other is a dev-version load break for Qwen3VL." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id key vs CLIP class structure divergence are unrelated bugs." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Legacy-field load failure and tokenizer special-token registration are different components and failure modes." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to a stale CI test failure." + }, + { + "left": "issue:44849", + "right": "issue:47145", + "accept": false, + "reason": "Output_hidden_states regression and FP8 weight_scale loading corruption are different bugs." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Bfloat16 dtype mismatch and RT-DETR feature-level type error are not the same issue." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Decorator/registration crash vs missing TP-plan entries causing OOM/shape errors are distinct root causes." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward generation inconsistency is unrelated to Whisper empty-transcription decoding failure." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient behavior and Phi-4 multimodal loading are different code paths." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Siglip2 output regression and an unexpected position-id key are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both touch quantization/offloading, but one is an offload behavior bug and the other is save/load corruption for sinq quantization." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency vs GPU broadcast NoneType error are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Invalid GenerationConfig and a pipeline output-type failure are not the same underlying bug." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decode crash on trailing replacement characters differs from empty chat-template input handling." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Gemma4 text-only token defaults and multi-GPU OOM are separate issues." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning is unrelated to CUDA out-of-memory." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing behavior and TrainerState token counting are different areas." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sink-less crash and quantized save/load corruption are different defects." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compilation node type error and import_utils KeyError are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention CI failures and MLflow reporting on failed jobs have no shared root cause." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and Siglip2 zero-probability outputs are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 29, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:28218", + "issue:29870", + "issue:29942", + "issue:35141", + "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:43957", + "issue:44186", + "issue:44423", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44977", + "issue:44987", + "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:46821" + ], + "soft_pairs": [ + "issue:43493|issue:43701", + "issue:44554|issue:45446", + "issue:41720|issue:46710", + "issue:43065|issue:46369", + "issue:44977|issue:46701", + "issue:44423|issue:44734", + "issue:37428|issue:43957", + "issue:43295|issue:43450", + "issue:44977|issue:46710", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:45406|issue:46121", + "issue:43295|issue:43873", + "issue:43540|issue:45200", + "issue:43572|issue:46821", + "issue:44186|issue:46192", + "issue:43550|issue:43844", + "issue:43295|issue:44610", + "issue:43450|issue:43575", + "issue:45823|issue:46192", + "issue:29870|issue:29942", + "issue:43572|issue:44987", + "issue:45520|issue:46178", + "issue:37428|issue:43824", + "issue:45200|issue:45823", + "issue:42490|issue:43493", + "issue:43295|issue:43493", + "issue:39692|issue:46192", + "issue:44521|issue:45290", + "issue:42915|issue:43824", + "issue:28218|issue:35141" + ], + "prepared_review_unit_hash": "b0616322aacf5d38efb62e476f1170718ed9064d8f9274dd497bcb690db8848a", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36563, + "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 thematically noisy: tokenizers, chat templates, multimodal processors, model loading, attention backends, and serving bugs are mixed together. None of the soft pairs look like the same concrete underlying bug, so they should stay separate.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 44521 is the strongest standalone representative in this set: it is a clear multimodal chat-template bug with active discussion and inbound references, while the other items are distinct problems.", + "canonical_pr_reason": null, + "best_issue_reason": "44521 is the best single issue to anchor the cluster because it has the clearest user-facing reproduction and the most engagement among these unrelated issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "Different problems: SigLIP2 HF-vs-JAX discrepancy vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "Separate attention/MPS correctness bug vs flex_attention import version-check bug." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Runtime cudaErrorAssert on auto device mapping is unrelated to an accuracy regression after upgrade." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 dummy Conv2d implementation issue is not the same as a memory overflow when calling sam3-litetext." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Flash-attention generation failure for Qwen3.5 is unrelated to the DiffusionGemma pipeline failure." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve crashes, but with different failure points and causes: multimodal .to() error vs KV-cache indexing." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import error and meta-device model loading breakage are different code paths." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression is distinct from batched video processor shape handling." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug is not the same as the DeepSeek accuracy regression." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Dtype mismatch in bfloat16 inference is unrelated to save_pretrained/tokenization failure." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "flash_attention.py s_aux=None crash is a different bug from missing text_config unwrapping in composite configs." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor _tokenizer crash and rope validation TypeError are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression is not the same as quantization offloading not working." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video input processing error in Qwen3OmniMoe is unrelated to mm_token_type_ids defaults in Gemma 4." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "StableLm pad_token_idx config regression and TimesFM window_size AttributeError are different model-specific issues." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash is different from silently ignored return_tensors handling." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile+SDPA failure for Bamba is unrelated to ZeRO-3 gradient growth." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor.tokenizer regression does not match the OmDet-Turbo 640px vs 224px size mismatch." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batched-shape bug is unrelated to Qwen2-57B-A14B-Instruct OOM under tp." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device-map mismatch and ignored return_tensors are separate bugs." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart generate() decoder_attention_mask bug is unrelated to Flash Attention 2 test failures." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is not the same as loading physical-intelligence/fast failing." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "flash_attn key lookup on Python 3.13 and tensorflow_text backend mapping are different import-utils issues." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "_flash_supports_window_size import error is unrelated to the Qwen2_5_VLForConditionalGeneration import error." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Missing mm_token_type_ids defaults and Gemma4 PLE device mismatch are different Gemma 4 bugs." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path trailing-slash import warning has nothing to do with SigLIP2 HF/JAX mismatch." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Processor.tokenizer regression 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." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is zero assistant masks for multimodal inputs and the other is a crash on tool-call messages." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to the Qwen2_5_VL import error." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer extra-space behavior and post_init reinitializing output embeddings are different bugs in different layers." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 30, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43450", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44466", + "issue:44561", + "issue:44610", + "issue:44737", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45381", + "issue:45412", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:45381|issue:46209", + "issue:44466|issue:45127", + "issue:43278|issue:43856", + "issue:44737|issue:46894", + "issue:43653|issue:44112", + "issue:43262|issue:43450", + "issue:43452|issue:46512", + "issue:43824|issue:43975", + "issue:44442|issue:45198", + "issue:43334|issue:43525", + "issue:43950|issue:46285", + "issue:43526|issue:46192", + "issue:45200|issue:46899", + "issue:45200|issue:46932", + "issue:44792|issue:45563", + "issue:44898|issue:45412", + "issue:43819|issue:44112", + "issue:43335|issue:43550", + "issue:45200|issue:45325", + "issue:41720|issue:46209", + "issue:44561|issue:46234", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:43827|issue:43901", + "issue:43606|issue:45083", + "issue:44857|issue:45593", + "issue:43335|issue:43653", + "issue:43388|issue:43526", + "issue:44206|issue:45584" + ], + "prepared_review_unit_hash": "057598286138a5b73e79aaf0c89619dd4c2ce7b76e022d8a6f2c2f4274ce6f3f", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36848, + "estimated_input_tokens": 9212, + "estimated_eval_tokens": 18680 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly false positives: they share broad model-family or subsystem keywords but describe different bugs. No pull requests are present, and there is no strong duplicate cluster in this set.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45200 is the most central node in the provided set (it has the most soft links) and is a concrete, reproducible regression report, so it is the best available issue representative even though it is not a duplicate of its neighbors.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45200 is the clearest user-facing bug with direct impact and the strongest connectivity among the listed issues, making it the best issue candidate for representative triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Different failures: Qwen2.5-VL position-id logic vs FP8 inference on B200. Same broad multimodal/quantization space, but not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied/serialized weights, but one is device-dependent serialization and the other is LoRA merge collapse with extended vocab. Different root causes." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype mismatch during evaluate is unrelated to Qwen3 MoE memory usage during training." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU device placement bug and CohereASR double-shift training loss bug are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration issue vs a stale CI test about device override; not the same underlying problem." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sample-rate default and batched video processor shape bug affect different processors and code paths." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "Tokenizer/model loading for gguf_file is unrelated to stale config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Import failure for Qwen2.5-VL and incorrect detokenization for DeepSeek Coder are different regressions." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Both are speech/tokenizer loading issues, but they target different models and symptoms (loading vs save/tokenization failure)." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Missing pad_token_id on different config classes is similar in shape but not the same concrete bug or fix." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption on load is unrelated to CLIP text model structure differences." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "reduce_labels truncation and return_tensors being ignored are separate preprocessing bugs." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 text-only mm_token_type_ids defaulting issue is unrelated to 4-bit quantized vision/audio dtype casting." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Text-only multimodal token-type defaults and quantized embedder dtype casting are different regressions." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image generation test failure and stale num_return_sequences warning in paged generate are not the same bug." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution handling and RT-DETR memory release after deletion are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:43975", + "accept": false, + "reason": "DAC latent reconstruction mismatch is unrelated to DeepSeek Coder detokenization." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Bamba torch.compile+SDPA failure are different code paths." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting and Qwen2.5-VL temporal position-id scaling are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3 auto device mapping assert on A800 is not the same as FP8 inference failure on B200." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Missing utility helper in import_utils is a different regression from removal of is_torch_fx_available." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor output size mismatch and LwDetr mixed-precision crash are separate detection bugs." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent/forward mismatch does not share the same underlying cause as qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they cover different pipelines and deprecations." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch for Bark and qwen3_omni_moe output-length helper behavior are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP/CUDA crash in loss computation is not the same as D-FINE omitting auxiliary losses." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer configuration bug and BigBirdTokenizer special-token registration bug are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Distributed metrics label handling and BeitImageProcessorFast label reduction are different bugs." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported feature-extractor arg and Whisper empty-transcription failure after token alignment are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 31, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44351", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44743", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45290", + "issue:45412", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45859", + "issue:46170", + "issue:46285", + "issue:46326", + "issue:46424", + "issue:46512", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:37428|issue:43425", + "issue:46512|issue:46821", + "issue:45759|issue:46285", + "issue:29942|issue:32090", + "issue:46424|issue:46858", + "issue:28282|issue:33357", + "issue:38175|issue:45412", + "issue:43335|issue:43504", + "issue:43611|issue:44466", + "issue:44855|issue:45083", + "issue:43550|issue:44112", + "issue:45520|issue:46170", + "issue:43335|issue:45083", + "issue:43335|issue:44112", + "issue:37428|issue:44351", + "issue:44448|issue:44743", + "issue:43335|issue:45593", + "issue:43278|issue:43825", + "issue:34689|issue:35141", + "issue:42490|issue:43854", + "issue:45290|issue:46326", + "issue:45588|issue:45859", + "issue:29127|issue:32090", + "issue:44514|issue:44521", + "issue:43606|issue:44857", + "issue:39692|issue:43526", + "issue:43819|issue:44493" + ], + "prepared_review_unit_hash": "3aa21a2c055be0366bf0ce23dcaa6d922d410cfc08edd91d36ef1163a3e7f4d6", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35612, + "estimated_input_tokens": 8903, + "estimated_eval_tokens": 18062 + }, + "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 Transformers regressions, import errors, cache bugs, chat-template problems, and model-specific failures. The soft-similarity pairs mostly share broad subsystem vocabulary, but not the same concrete bug or mergeable fix.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue is a strong canonical duplicate target here; the cluster is too heterogeneous. If forced to pick a loose hub, issue:44521 has the strongest activity/references, but it is not a true representative of the whole set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the closest thing to a cluster hub because it is open and has relatively high discussion/inbound signal, but it only covers one specific chat-template bug and should not be treated as a real canonical for this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Both involve Torch/flash-attn compatibility, but one is a missing internal symbol and the other is a broad torch version incompatibility." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "A stale config.dtype bug and a TimesFM window_size AttributeError are different failures in different code paths." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both touch multimodal model/config structure, but they affect different model families and different concrete loading paths." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to the Trainer _gpu_broadcast_one NoneType error." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache-related, but one is about max_cache_length handling and the other is a static-cache seq_length tensor arithmetic bug." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch at import time and a MacOS bus error are distinct environment/runtime problems." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unexpected zero probabilities and an RT-DETR memory-release leak are unrelated model behaviors." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Beit legacy-field loading are separate model/config bugs." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 loading regressions, but one is base_model_prefix loading and the other is tied-weight serialization; different code paths." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "A Python 3.13 import parsing failure in DebertaV2 is unrelated to the qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "torch.compile+SDPA model failure and a stale CI device-override test are not the same bug." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "A flash_attn import KeyError on Python 3.13 and a Windows ROCm torch.distributed import issue are different dependency failures." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and qwen3_omni_moe length computation are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "A model-config bug and a GraniteSpeech CI test failure do not share the same underlying fix." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but the missing flash-attention helper and missing HybridCache export are separate symbols/problems." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Output drift in Pegasus and recurrent-state reset in qwen3 modular code are different model-behavior regressions." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers layer creation and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "A dtype mismatch in training/eval is not the same as a pipeline error-message regression." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model loading breakage for Llama 3.2 Vision and embedding reinitialization after resize are different issues." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "A trailing-slash import warning and a GLM-4.7 test-loading failure are separate model-loading bugs." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve chat-template/tokenizer logic, but one is tool-call/no-content handling and the other is continue_final_message for mistral_common tokenizers." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "flash_attention integration null-handling and Qwen3 rotary CPU-offload incompatibility are different code paths." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and Trainer GPU broadcast TypeError are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both are apply_chat_template bugs, but one crashes on batched padding=False input while the other produces all-zero assistant masks; not the same fix." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU-offload device mismatch in bark-small and float16 AMP crashes in LwDetrImageLoss are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "A SigLIP2 docs/example failure and a BeitImageProcessorFast reduce_labels bug are different issues." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent/STE mismatch and unexpected position-id keys are unrelated model bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 32, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:26413", + "issue:27957", + "issue:28218", + "issue:29870", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43550", + "issue:43575", + "issue:43701", + "issue:43720", + "issue:44112", + "issue:44206", + "issue:44448", + "issue:44464", + "issue:44493", + "issue:44617", + "issue:44779", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45593", + "issue:45823", + "issue:46234", + "issue:46424", + "issue:46431", + "issue:46566", + "issue:46697", + "issue:47000" + ], + "soft_pairs": [ + "issue:46431|issue:46566", + "issue:28218|issue:32090", + "issue:45310|issue:45478", + "issue:43720|issue:44112", + "issue:39692|issue:44493", + "issue:44448|issue:44779", + "issue:43701|issue:45083", + "issue:44206|issue:45823", + "issue:26413|issue:31501", + "issue:45127|issue:45245", + "issue:44617|issue:46697", + "issue:45459|issue:46234", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:44857|issue:45072", + "issue:43550|issue:45083", + "issue:45593|issue:47000", + "issue:27957|issue:34689", + "issue:44464|issue:46424", + "issue:38175|issue:44493", + "issue:29942|issue:35141", + "issue:29870|issue:32090", + "issue:10000|issue:15354", + "issue:43278|issue:43329", + "issue:45290|issue:45381", + "issue:29870|issue:33290", + "issue:44448|issue:44977" + ], + "prepared_review_unit_hash": "b09a8ed1b4de813e48aaa81d6aba53b47d4c9bf4112edff3fb343924db745852", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35783, + "estimated_input_tokens": 8946, + "estimated_eval_tokens": 18148 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous issue reports across unrelated models, runtimes, and failure modes. The only clear duplicate pair is the Qwen3.5 MoE `from_pretrained` regression (`issue:45310` / `issue:45478`); all other soft pairs look like false matches.", + "confidence": 0.94, + "canonical_issue_reason": "`issue:45310` is the earliest and clearest report of the same Qwen3.5 MoE `from_pretrained` failure, and `issue:45478` repeats the exact same bug title, so 45310 is the best canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45310` is the best representative issue for the only real duplicate subcluster because it is the original report of that concrete regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Different bugs: one is `apply_chat_template`/missing chat template, the other is `device_map=\"auto\"` leaving DiffusionGemma weights on `meta`." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing after added token is unrelated to Trainer `_gpu_broadcast_one` NoneType errors." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same concrete regression: identical Qwen3.5 MoE `from_pretrained` error report, clearly a duplicate." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight unpacking in accelerate loading is unrelated to a GraniteSpeech stale device override CI failure." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 doc example errors are unrelated to the generic unexpected position-id key issue." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "PEGASUS v4/v5 output differences and DeepSeek tokenizer regressions are different models and different code paths." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to the qwen3_omni_moe helper behavior." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "A feature-extractor center-arg regression is not the same as Gemma4 PLE device placement with `device_map=\"auto\"`." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Both mention training startup, but one is checkpoint resume epoch-iterator failure and the other is FineWeb SLM training not starting; different root causes." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA vocab/weight tying collapse is unrelated to the 2^24 category limit runtime error." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "SAM3Video OOM and Swin2SR over-padding are unrelated problems in different processors/models." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error handling is unrelated to a missing `is_falcon_mamba_ssm_available` utility." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast TypeError and MacOS CLIP bus error are different failure modes with no shared code-path evidence." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash local model import warning is unrelated to tensor-parallel OOM when loading Qwen2-57B-A14B-Instruct." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "AMP float16 crash in LwDetrImageLoss is not the same as bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to the qwen3_omni_moe feature-length helper bug." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior and RTDetrLoss infeasible cost matrix are different detection-loss issues." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Llama 3.2 90B Vision model loading." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is not the same as cache length only applying to quantized cache." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to unexpected position-id keys." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing Flash Attention 2 tests and embedding reinitialization after resize are unrelated model mechanics." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART `generate()` decoder_attention_mask bug is unrelated to Trainer `_gpu_broadcast_one` NoneType broadcast errors." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and torch.jit GeneratorExp export failure are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16-to-FP32 evaluation dtype drift is unrelated to an undefined video-token counting helper." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and Qwen2.5-VL video position-id bug are different subsystems and failure paths." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "BART generation unbound variable and Adafactor/DeepSpeed OOM are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "PEGASUS output drift across versions is not the same as Qwen3.5 flash-attention generation failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The canonical/representative choice of issue:45310 is supported by the packet: issue:45310 and issue:45478 have the same title and describe the same Qwen3.5 MoE `from_pretrained` regression. The reject calls on the other soft pairs are also appropriately cautious, with no clear evidence of same-root-cause duplication in the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 33, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:37428", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43381", + "issue:43526", + "issue:43575", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44186", + "issue:44360", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46421", + "issue:46655", + "issue:46858" + ], + "soft_pairs": [ + "issue:37428|issue:42175", + "issue:43278|issue:43381", + "issue:44855|issue:46399", + "issue:44360|issue:44561", + "issue:32090|issue:33290", + "issue:40444|issue:43526", + "issue:45920|issue:46192", + "issue:43927|issue:45698", + "issue:45290|issue:46655", + "issue:44977|issue:45229", + "issue:42490|issue:43873", + "issue:25251|issue:32090", + "issue:46421|issue:46858", + "issue:43381|issue:43701", + "issue:43873|issue:45229", + "issue:44448|issue:44466", + "issue:43976|issue:45440", + "issue:44871|issue:44977", + "issue:29127|issue:34567", + "issue:33357|issue:39692", + "issue:43278|issue:43575", + "issue:44561|issue:44779", + "issue:44568|issue:45491", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:45198|issue:45803", + "issue:41720|issue:45229", + "issue:45588|issue:45823", + "issue:44977|issue:45563" + ], + "prepared_review_unit_hash": "023d8a975f77b0fe4a6bd987ca301624d2d220029b6fa7801f993df4e88a2898", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36081, + "estimated_input_tokens": 9021, + "estimated_eval_tokens": 18298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; the soft edges look like false positives rather than true duplicates. The best representative issue is the broad v5 tokenizer regression report, but there is no single cohesive duplicate set across the cluster.", + "confidence": 0.61, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster, which spans many unrelated bugs. If one must be chosen, issue 45920 is the broadest/highest-impact regression report and the most representative of the v5 tokenizer-focused subset.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the strongest cluster representative because it has the broadest scope, clear user impact, and overlaps with several other tokenizer/regression-style reports more than the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Different problems: flash-attention import error vs missing TensorFlow backend in a torch-only install." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Both mention eval/training behavior, but one is dtype drift and the other is gradient checkpointing in eval mode; not the same bug." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Unrelated failure modes: Python 3.13 indentation parsing vs missing decorator registration for a kernel function." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to the v5 trust_remote_code breakage." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Different code paths: Trainer broadcast TypeError vs DeepSpeed/Adafactor OOM." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Multimodal finetuning with multiple images is not the same as BeitImageProcessorFast label reduction." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Both involve tokenizer APIs, but one is wrong token IDs across models and the other is return_tensors being ignored in a specific kwargs path." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both are save/load related, but one corrupts custom token IDs in config while the other loads the wrong custom module." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat template tool-call crash and video padding bug are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Different symptoms and subsystems: flash-attention generation issue vs multi-GPU OOM." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path import warning is unrelated to quantization offloading behavior." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting bug is unrelated to Trainer broadcast errors." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache/prefill, but one is recompilation behavior and the other is device-tensor slice arithmetic." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode checkpointing and resume_from_checkpoint key mismatch are different issues." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading failure is not the same as Gemma4 multi-GPU OOM." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "One is a generation-output regression and the other is serialization of tied weights; related theme, different bug." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python-version compatibility problem vs model divergence from remote implementation; no shared code-path." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos-token config mismatch is unrelated to Qwen flash-attention generation failure." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging and TrainerState token counting are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error on CLIP and SigLIP2 docs example errors are not the same underlying bug." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift and Qwen2-57B tensor-parallel OOM are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Trust_remote_code breakage from removed helper is unrelated to DeepSeek tokenizer regression." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token addition bug and Gemma3 NaN embeddings are different failures." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save_pretrained/tokenization failures are different model-specific bugs." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash and Wav2Vec2 save/tokenization failure are unrelated." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Tokenization/save failure is not the same as bare-except error swallowing in FuyuBatchFeature." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "cudaErrorAssert on auto device mapping is different from multi-GPU OOM." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention s_aux=None crash and Gemma4 device mismatch are different forward-pass bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 34, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43994", + "issue:44206", + "issue:44265", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44743", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:46121", + "issue:46369", + "issue:46693", + "issue:46701", + "issue:47217" + ], + "soft_pairs": [ + "issue:43611|issue:46121", + "issue:29870|issue:34689", + "issue:29942|issue:30064", + "issue:43653|issue:44743", + "issue:44206|issue:44479", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:42915|issue:42994", + "issue:43575|issue:43701", + "issue:44265|issue:45198", + "issue:29127|issue:33357", + "issue:42490|issue:43381", + "issue:45491|issue:46693", + "issue:43412|issue:45588", + "issue:43065|issue:43994", + "issue:43065|issue:45412", + "issue:45372|issue:45588", + "issue:29127|issue:35141", + "issue:45245|issue:45563", + "issue:45459|issue:45712", + "issue:45440|issue:45593", + "issue:43526|issue:47217", + "issue:43575|issue:44387", + "issue:43421|issue:45491", + "issue:45406|issue:46701", + "issue:43066|issue:44462", + "issue:43994|issue:45412", + "issue:45372|issue:45406", + "issue:44442|issue:45072", + "issue:45412|issue:46369", + "issue:45372|issue:45459" + ], + "prepared_review_unit_hash": "602dc62d1430c473d59cf7695df1aab1ca5025b44f3f8da970585e96d9517f90", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36528, + "estimated_input_tokens": 9132, + "estimated_eval_tokens": 18520 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: most items are unrelated bugs across tokenizers, model loading, vision, quantization, export, and CI. I found no true duplicate group among the soft pairs, so all soft-edge candidates should be rejected.", + "confidence": 0.38, + "canonical_issue_reason": "Issue 44462 is the clearest, most self-contained bug report in the set: it has a concrete failure mode (AutoTokenizer ignoring repo tokenizer.json), a focused scope, and a likely broad user impact compared with the more specialized reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44462 is the best representative issue because it is specific, reproducible, and about a core loading path rather than a niche model-specific regression or an ambiguous error message.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Different code paths: model loading/base_model_prefix vs rope-parameter validation and JSON list handling." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "Unrelated failures: BART generate() decoder mask bug vs Llama 3.2 Vision loading regression." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to void segmentation map processing in an image processor." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration bug vs Qwen recurrent-state reset logic; different subsystems and symptoms." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature extractor API regression vs Qwen video-input regression; not the same underlying bug." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "RoPE layer count mismatch in Smollm3 is unrelated to DeepSeekV3MoE divergence." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token issue and FastSpeech2ConformerTokenizer loading failure are different tokenizer bugs." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config failure in one model is not the same as quantized model saving failure." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export export failure for torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue vs MacOS bus error with a CLIP model; no shared root cause." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning and gradient-checkpointing-in-eval-mode are different behaviors." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 NaNs from padding/windowing are not the same as the FA2 long-context performance regression." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n export failure and flash_attention.py s_aux=None crash are distinct bugs." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 producing nonsensical outputs." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy layer cleanup and RT-DETR memory-leak behavior are different issues." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import failure vs flash-attention sink-less-model crash; different failure modes." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error handling and token-embedding reinitialization are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count overflow and stale num_return_sequences warning are unrelated generation/modeling issues." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking by protobuf import handling is unrelated to leftover dummy classes in dummy_pt_objects.py." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE divergence from remote implementation is not the same as D-FINE auxiliary-loss omission." + }, + { + "left": "issue:43526", + "right": "issue:47217", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and VL image-placeholder handling are different problems." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is tensor-parallel model loading and the other is int4 quantization memory regression; different root causes." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor update bug is unrelated to Gemma3 NaN embeddings." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve and DiffusionGemma pipeline output issue are not the same bug." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder-type mismatch in v5 and ignoring tokenizer.json are both tokenizer-related, but they are separate loading/serialization bugs." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 inference quality regression and RT-DETR memory leak have no shared code-path." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma4, but one is an import dependency failure and the other is a missing processor attribute; too different to merge." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer load failure and dtype mismatches in inference are unrelated." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR garbage-collection memory leak is unrelated to SAM3 litetext memory overflow." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 import failure and protobuf-related tokenizer error masking are different bug classes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 35, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29870", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43334", + "issue:43381", + "issue:43526", + "issue:43531", + "issue:43646", + "issue:43720", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44206", + "issue:44279", + "issue:44442", + "issue:44479", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45245", + "issue:45250", + "issue:45381", + "issue:45440", + "issue:45588", + "issue:45834", + "issue:45859", + "issue:46121", + "issue:46234", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693", + "issue:46821" + ], + "soft_pairs": [ + "issue:27957|issue:33290", + "issue:27957|issue:29127", + "issue:43526|issue:45834", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:43824|issue:44279", + "issue:43526|issue:46693", + "issue:44857|issue:45588", + "issue:43334|issue:43531", + "issue:45250|issue:46640", + "issue:42915|issue:43931", + "issue:43994|issue:46369", + "issue:43381|issue:43873", + "issue:45588|issue:46821", + "issue:46121|issue:46399", + "issue:44514|issue:45381", + "issue:43646|issue:44077", + "issue:44977|issue:45245", + "issue:43761|issue:45859", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:43262|issue:44206", + "issue:42490|issue:44743", + "issue:27957|issue:29870", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:44077|issue:44479", + "issue:45003|issue:45440" + ], + "prepared_review_unit_hash": "485c3fe4011d19692c880f30395fb33b7a075ffbec36a771afde921f80cb4d15", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35383, + "estimated_input_tokens": 8846, + "estimated_eval_tokens": 17948 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated, model-specific regressions and integration bugs. The apparent similarities are usually just shared buzzwords (Flash Attention, Qwen, vision, offload, etc.), not the same concrete failure, so the soft matches should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue cleanly represents this heterogeneous set. If forced to pick an anchor, issue:46640 is the broadest flash-attention-related item, but it is not a true duplicate hub for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "There is no strong global best issue because the items do not describe one underlying bug. Issue:46640 is only the closest broad representative, not a valid duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLM-RoBERTa/Flash Attention vs Adafactor OOM in DeepSpeed are unrelated failures." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention support and LayoutLMv3 error-message clarity are different problems." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Different image-processing bugs: label reduction vs long OCR index overflow." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "DeepSpeed optimizer OOM and Llama 3.2 Vision load breakage are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer memory usage and embedding reinitialization are separate code paths." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "ImportError for a specific model class vs a generic dependency issue are not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Image processor label handling and FA2 long-context performance regression are different issues." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA loss crash is unrelated to flash_attention sink-less AttributeError." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL and Qwen3-MoE sliding_window behavior are different bugs." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention, but one is a generic title and the other is a specific sink-less-model crash; not the same defect." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3MoE and Qwen3-VL shape mismatch are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 incorrect outputs and sam3-litetext memory overflow are different model-specific problems." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading are separate behaviors." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-params JSON-list TypeError and missing decorator in Qwen3.5 kernels are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Batched chat-template crash and wrong vision_position_ids are both VL-related but distinct bugs." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model init regression and patchtsmixer post_init policy are not the same underlying change." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and category-count limit are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIP hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are different code paths." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state caching and Whisper batch_decode skip_special_tokens are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver image-resolution failure are different subsystems." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and tokenizer loading are not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Missing TensorFlow backend in extras and missing import_utils helper are unrelated dependency issues." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen video-input regression are different defects." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access and DeepSeekV3MoE divergence are unrelated implementation bugs." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Flash Attention on XLM-RoBERTa and BART decoder_attention_mask error are different generation/model issues." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet accelerate-loading bug does not match FastSpeech2Conformer tokenizer loading failure." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio processor chat-template sampling-rate default and LasrFeatureExtractor center-arg crash are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning and Qwen3.5 recurrent-state reset are not the same issue." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Both mention generation, but the model families and failure modes differ completely." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "No shared concrete bug; one is loading packed weights, the other tokenizer class resolution." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Extras-install backend omission and missing availability helper are distinct packaging problems." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Different Qwen/video and patchtsmixer issues with no shared failing code path." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "General modeling_utils import safety and DeepSeek model divergence are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 36, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44496", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45325", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:45907", + "issue:46178", + "issue:46506", + "issue:46697", + "issue:46829", + "issue:46932" + ], + "soft_pairs": [ + "issue:43493|issue:43827", + "issue:43316|issue:43525", + "issue:43873|issue:44871", + "issue:44062|issue:45907", + "issue:44855|issue:45137", + "issue:43643|issue:44913", + "issue:45325|issue:46697", + "issue:43316|issue:45759", + "issue:43749|issue:43931", + "issue:44987|issue:46178", + "issue:44190|issue:44496", + "issue:43931|issue:45216", + "issue:43701|issue:46506", + "issue:42617|issue:43575", + "issue:43550|issue:43701", + "issue:44442|issue:45803", + "issue:43232|issue:43388", + "issue:43575|issue:43742", + "issue:43761|issue:44079", + "issue:27957|issue:32090", + "issue:43606|issue:43701", + "issue:43761|issue:44188", + "issue:25251|issue:28282", + "issue:46829|issue:46932", + "issue:42907|issue:45698", + "issue:16998|issue:22355", + "issue:43295|issue:44871", + "issue:43295|issue:43825" + ], + "prepared_review_unit_hash": "15a45a5f4361d7e1e71d2ac3815e0166e0d13dc221d0b7d9e59e4646978d884a", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36166, + "estimated_input_tokens": 9042, + "estimated_eval_tokens": 18340 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate: most pairs are broad topic matches at best, but they describe different code paths, models, or failure modes. If one issue has to serve as the representative anchor for this set, #43749 is the strongest candidate because it has the most discussion and inbound references and reports a concrete high-impact loading bug.", + "confidence": 0.94, + "canonical_issue_reason": "#43749 is the most representative issue in this set: highest engagement, multiple inbound references, and a concrete reproducible bug in model loading/offloading behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "#43749 is the best single issue to anchor triage here because it has the clearest signal of impact and cross-references; however, it is not a duplicate of the other issues in the list.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "One is SigLIP2 implementation parity; the other is v5 docs still referencing removed pipelines. Different problem and fix." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config API issues, but they concern different models and different missing fields/attributes." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior vs Gemma eos_token_id config mismatch; not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer AddedToken keyword collision is unrelated to Hub file listing forwarding revision." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 import/parsing failure is unrelated to DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Remote-code config field loss vs GPTNeoX rotary_pct not persisting on reload; different code paths." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope indexing bug is unrelated to Swin2SR image padding behavior." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy vs Qwen multimodal config unwrapping; different model/config handling." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "General FSDP CPU RAM loading breakage vs a specific Qwen3-VL shape-mismatch load error." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Model load regression for physical-intelligence/fast vs backend mapping error for tensorflow_text; unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Dataset loading in training script vs unrecognized model/config loading; different failure surfaces." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch on load vs save_pretrained checkpoint regression; opposite operations and different defects." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to CPU/CUDA result divergence in PPDocLayoutV3." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3D parallel script failure is not the same as TP loading OOM for Qwen2-57B." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure for Bamba is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "AutoTokenizer loading failure for one tokenizer vs bare-except error handling in Fuyu batch conversion." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync issue is unrelated to gather_for_metrics dropping tuple labels." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM when tensor-parallel loading a large model vs key error loading a small MobileLLM model." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states omission is not the same as ModelOutput key assignment after None." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 model support issue vs Trainer broadcast TypeError; different subsystems." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to checkpoint resume key mismatch." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden states bug in CLIPVisionModel is unrelated to torch.compile attention-kernel divergence." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output shape bug is unrelated to missing PyTorch dependency import error." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism output-field mixup is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals is a different bug from loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "model_max_length question for DeBERTa-V3 is unrelated to missing transformers.onnx module." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression in v4.57.5 is unrelated to Gemma eos_token_id inconsistency." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom processor/tokenizer regression is unrelated to the v5 translation-support error message." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 37, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:43065", + "issue:43316", + "issue:43352", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43646", + "issue:43716", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44464", + "issue:44496", + "issue:44514", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46424", + "issue:46640", + "issue:46821", + "issue:46894", + "issue:47217" + ], + "soft_pairs": [ + "issue:44871|issue:45584", + "issue:44521|issue:47217", + "issue:46234|issue:46291", + "issue:43316|issue:43716", + "issue:43316|issue:46821", + "issue:43646|issue:44913", + "issue:44077|issue:44534", + "issue:44464|issue:46421", + "issue:43452|issue:44496", + "issue:44871|issue:46050", + "issue:45803|issue:46365", + "issue:44162|issue:44792", + "issue:43404|issue:43441", + "issue:44242|issue:46894", + "issue:45632|issue:46424", + "issue:43065|issue:44617", + "issue:43540|issue:44514", + "issue:43572|issue:46178", + "issue:45381|issue:47217", + "issue:45542|issue:46234", + "issue:44610|issue:46369", + "issue:44792|issue:45600", + "issue:44792|issue:44977", + "issue:43504|issue:45698", + "issue:45803|issue:46170", + "issue:43352|issue:46640", + "issue:45127|issue:45200" + ], + "prepared_review_unit_hash": "07a29c97b70dd54b1f6302a26acac186562149055c2ca36cadfcc3cca0358095", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35087, + "estimated_input_tokens": 8772, + "estimated_eval_tokens": 17800 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most items are model-specific regressions, config-load issues, or unrelated dependency failures. No soft edge looks like a true duplicate, so all candidate pairs are rejected. The closest thing to an umbrella issue is the broad Transformers v5 custom-model initialization regression.", + "confidence": 0.39, + "canonical_issue_reason": "issue:43646 is the broadest representative: it describes a general Transformers v5 initialization break, while most other items are narrower model- or feature-specific regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 has the widest scope and best captures the cluster\u2019s general v5-regression theme, even though the cluster is not actually a clean duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Different bugs: Gemma eos_token_id config mismatch vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:44521", + "right": "issue:47217", + "accept": false, + "reason": "Both are multimodal template issues, but one is assistant-mask generation and the other is image-placeholder handling; not the same bug." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Different dependency problems: missing import_utils helper vs kernels version/revision requirement when importing pipelines." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Unrelated: Gemma3TextConfig API discrepancy vs Mistral-3 image preprocessor/model dtype mismatch." + }, + { + "left": "issue:43316", + "right": "issue:46821", + "accept": false, + "reason": "Different config/API issues with no shared code-path." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config behavior, but custom model initialization breakage and GPTNeoX rotary_pct persistence are separate issues." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Different v5 regressions: optional post_init enforcement vs junk-filled non-persistent buffers." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked/compiled behavior, but one is inconsistent generation and the other is spurious recompilation from lazy cache init." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both are load failures, but gguf_file handling and missing model_type are different root causes." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Different serialization/config problems: eos_token_id mismatch vs quantized model save/load corruption." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Unrelated: exception-swallowing in tensor conversion vs Trainer import conflict with datasets." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "Both are model-specific failures, but they affect different models and code paths." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Different problems: tied lm_head weights vs FlashAttention support/runtime failure." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Different loss-calculation bugs in different models; only loosely similar by topic." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Different cache bugs: local trust_remote_code path collision vs max_cache_length being ignored except for quantized cache." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and Sam3Video OOM are not the same underlying bug." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are multimodal input issues, but video input validation and batched chat-template padding failure are distinct." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Different dependency/config failures: missing pad_token_idx vs unsupported tensorflow_text backend registration." + }, + { + "left": "issue:45381", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL input-position related, but video vision_position_ids and image-placeholder placement are separate defects." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Different optional-dependency issues: TensorFlow backend detection vs missing falcon_mamba_ssm helper." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Different SAM3-family problems: processor/model size mismatch vs memory overflow." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Separate CI/model issues: janus image-generation test failure vs stale auto_mappings reference." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation-related, but janus image generation and Qwen3.5 flash-attention behavior are different bugs." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both concern loading/saving, but legacy-field preset loading and wrong custom-module resolution are distinct root causes." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Different failure modes: broad exception swallowing vs Windows/ROCm import error from torch.distributed dependency." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but they are different model-specific support issues." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Different bugs: LoRA merge with extended vocab and tied embeddings vs Gemma 4 mm_token_type_ids defaulting." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 38, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43335", + "issue:43388", + "issue:43475", + "issue:43525", + "issue:43531", + "issue:43644", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44855", + "issue:44869", + "issue:44877", + "issue:44913", + "issue:44964", + "issue:45072", + "issue:45245", + "issue:45406", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46082", + "issue:46202", + "issue:46617", + "issue:46693", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", + "issue:46932", + "issue:47217" + ], + "soft_pairs": [ + "issue:43650|issue:46202", + "issue:44479|issue:47217", + "issue:44534|issue:44913", + "issue:43525|issue:43531", + "issue:35141|issue:42490", + "issue:43673|issue:44743", + "issue:41950|issue:43475", + "issue:43388|issue:43688", + "issue:44190|issue:44964", + "issue:46693|issue:47217", + "issue:44855|issue:45588", + "issue:29870|issue:35141", + "issue:44869|issue:46832", + "issue:45632|issue:46617", + "issue:44734|issue:45406", + "issue:45245|issue:46858", + "issue:45072|issue:46932", + "issue:43827|issue:43994", + "issue:46082|issue:46697", + "issue:43644|issue:44913", + "issue:43335|issue:44855", + "issue:25251|issue:27957", + "issue:44617|issue:45584", + "issue:43931|issue:44060", + "issue:44077|issue:44877", + "issue:44242|issue:46897" + ], + "prepared_review_unit_hash": "8c54341c0e54273fa1826598030cffcb27b09702185c136c6f75d9b23dad25b0", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35672, + "estimated_input_tokens": 8918, + "estimated_eval_tokens": 18092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab-bag of distinct issues rather than true duplicates. I did not find any soft pair that clearly shares the same underlying bug/change, so all soft edges are rejected. I picked the most current, high-signal regression report as the canonical issue.", + "confidence": 0.84, + "canonical_issue_reason": "issue:46693 is a broad, well-scoped, currently active regression report with clear performance impact and discussion activity, making it the best representative issue in this mixed set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46693 is the strongest standalone issue here: it is specific, actionable, and has the most obvious user impact among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Unrelated: one is an empty/placeholder issue, the other is a Gemma pipeline roundtrip bug." + }, + { + "left": "issue:44479", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL-related, but the failures differ: video-input regression vs placeholder-in-user-text handling." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Different bugs: non-persistent buffer initialization versus GPTNeoX config reload behavior." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different model/config paths: missing pad token attribute in Llama4Config vs sliding_window handling in Qwen3-MoE." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Resizing embeddings reinitialization is unrelated to local-path import warning behavior." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache/state, but one is chunked_prefill cache handling and the other is recurrent-state reset in modular Qwen code." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Different subsystems and symptoms: video-classification processor lookup vs SAM3 vision encoder output attributes." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Evaluation label truncation and auxiliary-loss normalization are different code paths and bug classes." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "A local dataset loader script issue is not the same as a multimodal model loading failure." + }, + { + "left": "issue:46693", + "right": "issue:47217", + "accept": false, + "reason": "Performance regression in FA2 long-context generation is unrelated to image-placeholder parsing in VL text." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing error is unrelated to flash_attention crash on sink-less models." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Generate-time decoder_attention_mask bug is unrelated to output-embedding reinitialization after resize." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper timestamp decoding and RT-DETR feature-level handling are unrelated failures." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both concern trust_remote_code cache behavior, but one is a leaf-directory collision and the other is a file-not-found cache failure; different root causes." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation indexing in serve is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Category-cardinality limits and static-cache slice arithmetic are different bugs." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both are dtype-related, but they affect different models and code paths; not the same fixable bug." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is not the same as a runtime AutoModel/pipeline correctness issue." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Config validation for head_dim is unrelated to Swin2SR over-padding." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffers filled with junk and rotary_pct reload reverting are separate configuration/runtime bugs." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformersConfig is unrelated to the DebertaV2Model import parsing error." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting change and XLMRoberta Flash Attention 2 are unrelated." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video is not the same as Whisper empty-transcription decoding failure." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Both are Qwen-family issues, but one is a model weight-shape mismatch and the other is an incorrect tied-weights warning." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Missing load-balancing loss and Florence2 double-shift training loss are different bugs despite both touching training losses." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 39, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:25251", + "issue:29870", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43540", + "issue:43550", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:44112", + "issue:44190", + "issue:44246", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45907", + "issue:46369", + "issue:46421", + "issue:46489", + "issue:46655", + "issue:46752", + "issue:47013" + ], + "soft_pairs": [ + "issue:43673|issue:46421", + "issue:45563|issue:45584", + "issue:43550|issue:44190", + "issue:45381|issue:46369", + "issue:41720|issue:45245", + "issue:44933|issue:45362", + "issue:43335|issue:44190", + "issue:45588|issue:47013", + "issue:43854|issue:44792", + "issue:44479|issue:44734", + "issue:43065|issue:44610", + "issue:45381|issue:46655", + "issue:44617|issue:46369", + "issue:43295|issue:45276", + "issue:39692|issue:44190", + "issue:45127|issue:45357", + "issue:44464|issue:45563", + "issue:44779|issue:46489", + "issue:45276|issue:45584", + "issue:43540|issue:44734", + "issue:25251|issue:29870", + "issue:44112|issue:45600", + "issue:45290|issue:46752", + "issue:44462|issue:45907", + "issue:43643|issue:44496", + "issue:44521|issue:45381", + "issue:44938|issue:45542", + "issue:43854|issue:44964", + "issue:44246|issue:45003" + ], + "prepared_review_unit_hash": "2c449258fe345b110ebb32833bc4ebcc7c5c7e7b59653bc3dcc61664575b3699", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36420, + "estimated_input_tokens": 9105, + "estimated_eval_tokens": 18466 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Heterogeneous set of unrelated Transformers issues; no duplicate cluster emerges from the soft pairs, so all candidate edges are rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated bugs across generation, tokenizers, multimodal processors, configs, CI, and model loading.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong global representative because none of these issues subsumes the others as the same underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both involve cache/prefill behavior, but one is a missing GenerationMixin cache in chunked prefill and the other is spurious recompilation from lazy cache init; different bugs." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Stale warning for num_return_sequences vs empty-transcription crash after align_special_tokens; different generation paths and failures." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and local dataset loading error are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video vision_position_ids bug vs Sam3-LiteText memory overflow; different models and code paths." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "cudaErrorAssert in Qwen3 auto device mapping is unrelated to the 2^24 category limit error." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils and Qwen3.5 chat crash are unrelated issues." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs local dataset loading script failure; no shared underlying bug." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Flash-attention s_aux=None crash and xLSTM train-mode unpacking error are different code paths." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "Model load/test failure for GLM-4.7-Flash vs janus image-generation test failure; different models and bugs." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in Qwen models and serve KV-cache continuation indexing bug are not the same failure." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo 640px/224px mismatch are different model-processing bugs." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but one is Qwen2.5-VL vision-position IDs and the other is SmolVLM padding calculation; not the same bug." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Sam3Video CUDA OOM and Sam3-LiteText memory overflow are different resource issues in different models." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor.tokenizer regression and gemma4 resize_token_embeddings propagation bug are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/example errors vs local dataset loading script failure are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge with extended vocab collapse and incorrect visual encoder keys on save_pretrained are different bugs." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation inconsistencies with compiled forward vs a stale warning about num_return_sequences; different issues." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Both touch DeepSeek tokenizers, but one is a v5 regression and the other is a gap in a prior fix for DeepSeek-Coder v1; not clearly the same bug." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding-resize propagation bug vs Whisper empty-transcription crash; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError and serve KV-cache indexing crash are different subsystems." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Top_k pipeline nesting change and BART generate decoder_attention_mask UnboundLocalError are unrelated generation bugs." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Stale GraniteSpeech CI test and broken auto_mappings references to removed Sam3LiteText configs are different CI failures." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both hit apply_chat_template edge cases, but one is assistant messages with tool calls/no content and the other is an empty-list crash; not the same concrete bug." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are unrelated API issues." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "trust_remote_code returning missing fields and unrecognized-model config missing model_type are different config-loading problems." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant_masks in multimodal apply_chat_template and Qwen2.5-VL video vision_position_ids bug are different multimodal bugs." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure and undefined tf backend from tensorboard-only install are unrelated environment issues." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-load failures, but they involve different models and different root causes." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import-time slowness in transformers and unsafe sys.modules access 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": 27, + "review_unit_index": 40, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:27957", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:43295", + "issue:43381", + "issue:43404", + "issue:43526", + "issue:43531", + "issue:43582", + "issue:43673", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44112", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44336", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44737", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45446", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46424", + "issue:46506", + "issue:46697", + "issue:46858", + "issue:46932", + "issue:47217" + ], + "soft_pairs": [ + "issue:43526|issue:46697", + "issue:27957|issue:35141", + "issue:43673|issue:46858", + "issue:44737|issue:45803", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:42175|issue:44279", + "issue:44496|issue:47217", + "issue:45632|issue:46234", + "issue:32090|issue:35141", + "issue:42796|issue:44521", + "issue:36246|issue:41628", + "issue:36246|issue:38617", + "issue:43404|issue:45216", + "issue:43531|issue:45600", + "issue:44295|issue:46506", + "issue:43673|issue:46424", + "issue:43295|issue:45335", + "issue:46082|issue:46121", + "issue:41950|issue:44016", + "issue:45083|issue:46506", + "issue:44496|issue:45042", + "issue:43673|issue:44336", + "issue:43976|issue:44987", + "issue:43582|issue:46932", + "issue:43526|issue:43901", + "issue:43901|issue:44496", + "issue:44683|issue:45446", + "issue:43381|issue:45593", + "issue:44016|issue:44220" + ], + "prepared_review_unit_hash": "4c835521fbe11b797454eccaf05514fdeca936f59c2457dbddadcf7ec23d11b8", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36890, + "estimated_input_tokens": 9223, + "estimated_eval_tokens": 18702 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft links are mostly weak title-level similarities across unrelated Transformers bugs, so none should be merged as duplicates and there is no clear canonical artifact.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue is a convincing canonical representative; the issues span unrelated areas (model loading, tokenizers, caches, CI, docs, vision/audio processors, and backend regressions).", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global best-fit target for deduplication because the cluster does not describe one underlying bug or change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Both involve image processors, but one is a BEiT Fast label-reduction bug while the other is Swin2SR over-padding; different code paths and symptoms." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to token embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache behavior, but one is a missing GenerationMixin cache in chunked_prefill and the other is a static-cache seq-length tensor/device-arithmetic bug." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU arange placement and FuyuBatchFeature's bare except swallowing interrupts are unrelated bugs." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "One is a Phi-4 multimodal model-loading failure; the other is stale auto_mappings references to removed Sam3LiteText configs." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A GraniteSpeech CI test issue is not the same as a latest-transformers model-loading failure for Phi-4 multimodal." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Missing TensorFlow in a torch extra install is a packaging/backend issue, not the same as the generic dependency problem reported here." + }, + { + "left": "issue:44496", + "right": "issue:47217", + "accept": false, + "reason": "Unrecognized model/config loading is different from VL models failing when the image placeholder appears in user text." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "A local cache-path collision for trust_remote_code is unrelated to a missing import_utils availability helper." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer gpu_broadcast_one rejecting NoneType is a distributed-training error, not an embedding reinitialization problem." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to multimodal assistant_mask generation in apply_chat_template." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "These are both ImportErrors, but for different symbols and different model families; no shared code path is evident." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor and missing layer_type_validation are unrelated import failures." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "lm_head weight tying in Mistral3ForConditionalGeneration and Qwen3.5 save_pretrained checkpoint correctness are different regressions." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText config references are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Reading position_ids after buffer registration is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Missing generation cache in chunked_prefill and max_cache_length only applying to quantized cache are distinct cache semantics bugs." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression with images is different from resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-parameter JSON list handling are separate configuration-validation bugs." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "A video-classification pipeline image-processor bug is unrelated to a syntax error in a tutorial notebook." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3_omni_moe feature-length helper behavior is unrelated to PPDocLayoutV3 CPU/CUDA discrepancies." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "A model-config import error is not the same bug as PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache behavior and ANSI codes in loading_report are completely unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility for Transformers 5.1.0 is not the same as a specific model-load failure for physical-intelligence/fast." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "Apple Silicon warmup TypeError and Gemma4 quantized embedder dtype casting are different backend/model bugs." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BEiT Fast label reduction and TextClassificationPipeline docs mention are not the same underlying issue." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "A documentation mismatch does not match a model-loading Import/ValueError." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and an incorrect PyTorch version check for AuxRequest import are separate version-gating bugs." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss handling are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "A notebook syntax error and a feature-extraction helper issue are clearly 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": 27, + "review_unit_index": 41, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43577", + "issue:43650", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44220", + "issue:44279", + "issue:44327", + "issue:44351", + "issue:44368", + "issue:44466", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:45020", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45375", + "issue:45405", + "issue:45584", + "issue:45588", + "issue:45812", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46515", + "issue:46614", + "issue:46752", + "issue:47000", + "issue:47085", + "issue:47217" + ], + "soft_pairs": [ + "issue:42907|issue:43441", + "issue:43650|issue:44220", + "issue:44016|issue:44062", + "issue:44792|issue:46424", + "issue:43976|issue:44279", + "issue:43441|issue:45588", + "issue:43824|issue:44933", + "issue:44279|issue:46515", + "issue:43479|issue:45375", + "issue:45335|issue:45584", + "issue:43901|issue:47217", + "issue:43299|issue:45216", + "issue:46614|issue:47085", + "issue:44327|issue:46752", + "issue:46123|issue:46369", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:44075|issue:44368", + "issue:43577|issue:45216", + "issue:42796|issue:43650", + "issue:44351|issue:45278", + "issue:41950|issue:45020", + "issue:43976|issue:45405", + "issue:44779|issue:45812", + "issue:43381|issue:47000", + "issue:46082|issue:46399", + "issue:44466|issue:45276", + "issue:43299|issue:45357" + ], + "prepared_review_unit_hash": "08b59a505152ac248f9a6072654e6ca73fd60da0e066ce02faa1160f7b1d8c5d", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36330, + "estimated_input_tokens": 9083, + "estimated_eval_tokens": 18422 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated Transformers regressions, model-specific bugs, and a few docs/issues around imports or tokenizers. The soft pairs are only superficially similar; none look like the same concrete bug or change.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 45020 is the broadest representative regression report in the set: recent versions breaking remote-code models. It best captures the general theme of version-induced model breakage without being as narrow as the model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "45020 is the most useful anchor because it describes a broad compatibility regression rather than one model or one API edge case, making it the closest umbrella issue among this mixed set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both involve Ministral, but one is about saving dequantized models and the other is a FlashAttention inference crash; different code paths and symptoms." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "No meaningful overlap; one is a placeholder issue, the other is a specific audio feature extraction bug." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "A notebook syntax error and an AddedToken constructor bug are unrelated failure modes." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "A janus test failure and a cache-length configuration bug are different issues in different areas." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python-version support breakage is not the same as a vague dependency issue." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but they affect different models and different crashes; not the same underlying bug." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but for different symbols/modules and likely different breakages." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "A generic dependency complaint is not the same as a specific torch 2.4.1 incompatibility." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different multimodal config classes and different missing/defaulted fields; not one shared defect." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings behavior in t5gemma is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:43901", + "right": "issue:47217", + "accept": false, + "reason": "Documentation mismatch for TextClassificationPipeline is unrelated to a VL image-placeholder runtime failure." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one is model loading and the other is save_pretrained serialization; different concrete bugs." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Stale phonemizer backend state and tokenizer thread-safety are separate concurrency/state bugs." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "A QA top-k bounds error and apply_chat_template on an empty list are unrelated crashes." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Dropped results on the final batch and memory overflow in sam3-litetext are different problems." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A generic dependency issue does not match a specific PEFT minimum-version bump problem." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "One is a processor/tokenizer API regression; the other is incorrect Deepseek tokenization outputs. Similar area, different bug." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but one is a SigLIP2 example error and the other is a pipeline parameter docs mismatch." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Unused SGD args and a tie_word_embeddings warning are unrelated model/training issues." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Loading dtype propagation for Blip2 is not the same as Qwen3.5 save_pretrained serialization corruption." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling has nothing to do with the placeholder issue." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad umbrella for import errors, but 44351 is just one specific missing import; not enough evidence of the same concrete bug." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "A video-classification processor lookup bug is unrelated to remote_code model breakage." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python support regression and PEFT version bump are different environment/dependency problems." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Deepseek tokenization regressions and Granite AutoTokenizer ID regressions are distinct tokenizer bugs." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient-checkpointing eval-mode behavior and RTDetrLoss infeasibility are unrelated training/detection issues." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "A config validation constraint on head_dim is not the same as a missing decorator causing a rotary-embedding kernel registration failure." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of tied weights and resize_token_embeddings not updating embeddings are different weight-tying behaviors." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen3.5 save/load regressions, but they affect different saved artifacts and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 42, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:33290", + "issue:41950", + "issue:42175", + "issue:42994", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43873", + "issue:43931", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44336", + "issue:44462", + "issue:44623", + "issue:44683", + "issue:44749", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46512", + "issue:46851", + "issue:47000", + "issue:47145", + "issue:47217" + ], + "soft_pairs": [ + "issue:43653|issue:45593", + "issue:46082|issue:46512", + "issue:41950|issue:45823", + "issue:44242|issue:45200", + "issue:43644|issue:47145", + "issue:43650|issue:46209", + "issue:43299|issue:43854", + "issue:44462|issue:45081", + "issue:43931|issue:47145", + "issue:45588|issue:47000", + "issue:44683|issue:45542", + "issue:44016|issue:44291", + "issue:43479|issue:43525", + "issue:45081|issue:45907", + "issue:44336|issue:46851", + "issue:33290|issue:45656", + "issue:42994|issue:43317", + "issue:44623|issue:44749", + "issue:43441|issue:45834", + "issue:44261|issue:44263", + "issue:43873|issue:47145", + "issue:45859|issue:46851", + "issue:45103|issue:45372", + "issue:44246|issue:47217", + "issue:44623|issue:45397", + "issue:42175|issue:43976" + ], + "prepared_review_unit_hash": "481b0c0156bcd5d37dd374a37d60c776728c629c649a686f3912597e2031eaf9", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34839, + "estimated_input_tokens": 8710, + "estimated_eval_tokens": 17676 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated bug reports; there is no PR evidence. The soft pairs are superficial keyword matches rather than the same underlying defect, so none should be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43873 has the strongest engagement (discussion and inbound refs) and is the best representative anchor for the broad quantization/offload subset in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most actionable and broadly scoped current bug report, making it the best single issue to keep as the cluster representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated bugs." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Config validation for head_dim is unrelated to stale model.config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video pipeline processor lookup and Gemma4 device-map mismatch are different code paths." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Missing load-balancing loss and mm_token_type_ids defaulting are separate model-training issues." + }, + { + "left": "issue:43644", + "right": "issue:47145", + "accept": false, + "reason": "Non-persistent buffer junk and missing FP8 weight_scale application are distinct loading/corruption bugs." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "A generic data request is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model-loading failures for different models and failure modes." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is not the same as Mistral regex patch crashing." + }, + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and FP8 weight_scale omission are different defects." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "FlashAttention aux handling and RTDetr loss infeasibility are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Torch flex_attention compilation and TensorFlow backend installation are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights argument handling are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config initialization bugs in different model families." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI color leakage and Qwen3.5 variable-length position_ids are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Adafactor OOM and optimizer.step being called twice in deepspeed are not the same bug." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and dequantized offload loading failure are different code paths." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained file output and slow filtering in Transformers 5.3.0 are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure on Ministral-3 and Kosmos2.5 OCR index error are unrelated model-specific bugs." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Layernorm epsilon precision issue and torch.split return values issue are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "Both involve quantization/offload, but one is offloading behavior while the other is silent FP8 checkpoint corruption; not the same bug." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "CPU offload incompatibility and variable-length position_ids are different Qwen3.5 problems." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation handling and Gemma 4 processor import failure are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:47217", + "accept": false, + "reason": "Import-time performance regression and VL image-placeholder parsing failure are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing processor save files and gemma-4 zero3 from_pretrained are different bugs." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TensorFlow backend packaging and Python version compatibility are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 43, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:41628", + "issue:42796", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43575", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44186", + "issue:44188", + "issue:44246", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44671", + "issue:44779", + "issue:44871", + "issue:44987", + "issue:45003", + "issue:45083", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45600", + "issue:45712", + "issue:45823", + "issue:46291", + "issue:46399", + "issue:46655", + "issue:46726", + "issue:46851", + "issue:47000", + "issue:47145", + "issue:47176", + "issue:47177", + "issue:47217" + ], + "soft_pairs": [ + "issue:47176|issue:47177", + "issue:45600|issue:45712", + "issue:44671|issue:44779", + "issue:43901|issue:44246", + "issue:43673|issue:43761", + "issue:43525|issue:43881", + "issue:44188|issue:44336", + "issue:44186|issue:47000", + "issue:43575|issue:47145", + "issue:44336|issue:44373", + "issue:44016|issue:45823", + "issue:43824|issue:43976", + "issue:43525|issue:43643", + "issue:43723|issue:44162", + "issue:44987|issue:45542", + "issue:42796|issue:43441", + "issue:44589|issue:45362", + "issue:45325|issue:46851", + "issue:46291|issue:46399", + "issue:44297|issue:45397", + "issue:44246|issue:44496", + "issue:45083|issue:46851", + "issue:44871|issue:47145", + "issue:41628|issue:43976", + "issue:43784|issue:45542", + "issue:46655|issue:46726", + "issue:45003|issue:47217", + "issue:46399|issue:46851", + "issue:43526|issue:45003" + ], + "prepared_review_unit_hash": "efa5b1d85f34363428890e7bf4e11eba6e276fa7476703094c49f446df6fc297", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36338, + "estimated_input_tokens": 9085, + "estimated_eval_tokens": 18426 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster here: the items are a heterogeneous mix of unrelated model bugs, tokenizer regressions, docs issues, perf issues, and security reports. All soft pairs are false positives.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47176", + "right": "issue:47177", + "accept": false, + "reason": "Both are security-related, but one is a shell allowlist bypass and the other is an archive extraction file-write/RCE issue; different vulnerabilities and code paths." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "One is stale auto-mapping references to removed configs; the other is leftover dummy classes leaking into exports. Both are cleanup regressions, not the same bug." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different models and symptoms: CamemBERT masked-LM predictions vs DeepSeek tokenizer output. No shared code-path evidence." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs/behavior mismatch for a pipeline option versus intermittent import slowness; unrelated problems." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Both are v5 regressions, but one is generation cache/chunked prefill and the other is CLIPVision hidden_states handling. Different components." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "A missing config attribute on Llama4Config is unrelated to a GLM-4V loading failure." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Torch.compile attention-kernel branching bug versus ANSI codes emitted by loading_report. Completely different subsystems." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash versus RTDetrLoss infeasible cost matrix. Different models and failure modes." + }, + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "Tensor-parallel OOM on model load is unrelated to FP8 weight_scale not being applied on load." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Loading-report terminal coloring bug versus a wrong docstring. One is runtime behavior, the other documentation." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device-mapping mismatch are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Importing a specific VL class and Python-version compatibility are distinct issues." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and missing fields with trust_remote_code are both config issues, but not the same underlying bug." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading in v5 and ESM2 breakage are unrelated model-specific regressions." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Loading a specific model on transformers>=5.1.0 versus a TensorFlow backend availability problem are different failures." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but one is tokenizer BPE-marker handling and the other is FlashAttention loading in v5 RC; different code paths." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Missing Float8 storage support is unrelated to Qwen3.5 chat loading/runtime crashes." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both mention position_ids, but they affect different Qwen models and different positional-encoding bugs." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernel import/version requirements versus a missing decorator on apply_rotary_pos_emb registration are different kernel-related bugs." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer config serialization mismatch and Gemma-4 ZeRO3 from_pretrained failure do not share a concrete code path." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import-time slowness is unrelated to unrecognized model/config loading." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Different Qwen-family bugs: feature-extractor length helper behavior versus variable-length position_ids handling." + }, + { + "left": "issue:44871", + "right": "issue:47145", + "accept": false, + "reason": "Gemma3 eos_token_id inconsistency is unrelated to FP8 compressed-tensors weight_scale loss." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import failure is unrelated to Python 3.9/3.10 support in transformers 5.1.0." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers import NameError and TensorFlow backend detection are different dependency issues." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video padding math in SmolVLM and missing-vision-backend handling in AutoProcessor are distinct problems." + }, + { + "left": "issue:45003", + "right": "issue:47217", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to VL image-placeholder handling." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Kernel registration/decorator failure and variable-length position_ids are unrelated bugs." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and sys.modules access in modeling_utils have no overlap." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 44, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43299", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43901", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44451", + "issue:44479", + "issue:44485", + "issue:44749", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45103", + "issue:45137", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:46132", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851", + "issue:47217" + ], + "soft_pairs": [ + "issue:45103|issue:46399", + "issue:43540|issue:46752", + "issue:45072|issue:46829", + "issue:44295|issue:45397", + "issue:45561|issue:45563", + "issue:44246|issue:44871", + "issue:43531|issue:45362", + "issue:44336|issue:44485", + "issue:45588|issue:46851", + "issue:42491|issue:43299", + "issue:46614|issue:46665", + "issue:45003|issue:46821", + "issue:44242|issue:45593", + "issue:43550|issue:46506", + "issue:42886|issue:46132", + "issue:44779|issue:45292", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:46726|issue:47217", + "issue:41950|issue:44220", + "issue:43540|issue:46655", + "issue:44451|issue:46752", + "issue:45375|issue:45759", + "issue:44479|issue:46655", + "issue:44295|issue:44749" + ], + "prepared_review_unit_hash": "3d497f66c3356dc2bd31c27c32ed3874d864f7be57a2d94ac19c4365d63262dd", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35775, + "estimated_input_tokens": 8944, + "estimated_eval_tokens": 18144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is dominated by many unrelated HF/Transformers regressions, but the strongest common thread is the Qwen video-input regression area; most soft edges are false positives despite superficial overlap in model family or subsystem.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 44479 is the broadest, most explicit regression report here: it names the version (v5.3.0) and multiple affected Qwen VL variants, making it the best representative of the shared video-input failure cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the best global issue candidate because it is the most general and clearly scoped to a concrete, shared bug across several models, unlike the other issues that are narrower or unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Different bugs: auto-docstring annotation handling vs Qwen3.5 kernel registration/apply_rotary_pos_emb crash." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to apply_chat_template crashing on an empty list." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "Different failure modes: bfloat16 dtype mismatch vs incorrect hidden_states assignment in video classification output." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "No shared code-path: position_ids buffer access error vs gemma-4 ZeRO3 from_pretrained issue." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Pytest-xdist file race and a stale generation warning are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Both touch model config/loss behavior, but one is missing load-balancing loss and the other is an eos_token_id config mismatch for Gemma-3." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Same model family, but sliding_window handling and chat crash are different concrete problems." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output formatting in loading_report is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash-attention registration crash on s_aux=None is not the same bug as variable-length position_ids handling." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE/versioning, but the reported loading/conversion failures are distinct and not mergeable into one fix." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer backend state is unrelated to from_pretrained behavior inside Python classes." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "Unsafe sys.modules access and a TimesFM window_size AttributeError are unrelated code-paths." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both concern auxiliary losses, but they affect different models and different gating conditions, so they are not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." + }, + { + "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:36246", + "right": "issue:42757", + "accept": false, + "reason": "Different import errors for different symbols and packages; no shared underlying bug." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing exports with no common fix indicated." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs drift for return_all_scores is unrelated to sys.modules access safety." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "DeepSpeed/accelerate conversion failure and a ZeRO3 deque underflow are different issues." + }, + { + "left": "issue:46726", + "right": "issue:47217", + "accept": false, + "reason": "Missing vision backend handling and image-placeholder-in-user-text failures are both VL-related but not the same code-path." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline processor lookup and _torch_extract_fbank_features are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both are video bugs, but Qwen3OmniMoe input processing and SmolVLM padding calculation are different model-specific failures." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "ScandiBERT loading failure and empty-list chat template crash are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal config handling, but they target different config fields and different object construction paths." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video regressions, but they affect different models and different processing stages, so they should not be merged." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A position_ids buffer access error and a processing slowdown report 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": 27, + "review_unit_index": 45, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:42199", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44857", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45561", + "issue:45600", + "issue:45656", + "issue:45859", + "issue:46123", + "issue:46170", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46726", + "issue:46851", + "issue:46894", + "issue:46897", + "issue:47000" + ], + "soft_pairs": [ + "issue:44162|issue:45200", + "issue:45292|issue:47000", + "issue:45859|issue:46399", + "issue:45137|issue:45600", + "issue:43295|issue:45292", + "issue:45003|issue:45561", + "issue:36246|issue:43596", + "issue:44466|issue:45335", + "issue:43475|issue:46369", + "issue:44038|issue:46506", + "issue:43526|issue:46897", + "issue:44877|issue:45375", + "issue:44623|issue:46726", + "issue:44242|issue:44857", + "issue:44987|issue:45459", + "issue:29870|issue:30333", + "issue:43352|issue:45250", + "issue:43526|issue:46894", + "issue:44479|issue:46170", + "issue:42199|issue:46851", + "issue:45397|issue:45656", + "issue:43653|issue:44162", + "issue:44060|issue:44077", + "issue:44368|issue:44977", + "issue:44877|issue:46170", + "issue:43475|issue:43540", + "issue:45412|issue:46123" + ], + "prepared_review_unit_hash": "8cfb417aa47e84a9e57d8dc6f65d7f059c331addf6a3731cc2737e05816b8e3b", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35936, + "estimated_input_tokens": 8984, + "estimated_eval_tokens": 18224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a set of loosely related, mostly unrelated issue topics. The soft-similarity links are thematic at best (e.g. embeddings, generation, training loss, config handling), but none look like the same underlying bug or change with enough specificity to merge triage entries.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue is a safe representative here: the items span many unrelated models, subsystems, and failure modes, so choosing one would be arbitrary.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No issue is a clear global best candidate because the cluster is heterogeneous and lacks a dominant duplicate target.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "Different bugs: ESM2 is broadly broken, while Gemma 4 mm_token_type_ids defaults affect text-only fine-tuning." + }, + { + "left": "issue:45292", + "right": "issue:47000", + "accept": false, + "reason": "Unrelated failures: resize_token_embeddings mismatch vs RTDetrLoss cost-matrix infeasibility." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Same model family, but different concrete problems: CPU offload incompatibility vs missing decorator/registration crash." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "Different areas: DeepSpeed ZeRO3 deque underflow vs CI breakage from removed auto-mapping configs." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Both involve processor/model output wiring, but one is a regression in processor/tokenizer image handling and the other is token embedding resizing not propagating." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Testing-utils sys.modules access bug is unrelated to the xdist captured_info.txt race." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Different import/runtime failures: missing Qwen2_5_VLImageProcessor vs ZeRO3/BertModel index error." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both touch embedding/tied-weight behavior, but the concrete symptoms and models differ: serialization of lm_head.weight vs resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Both are SAM3-related, but one is a missing attribute on vision output and the other is memory overflow when calling the model." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Different model-specific regressions with no shared code-path evidenced: Qwen3-VL-Moe compatibility vs PPDocLayoutV3 CPU/CUDA divergence." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "Same general theme of label handling, but one is a BeitImageProcessorFast bug and the other is a Florence2 training-loss double-shift bug." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-related, but one is strict loading for granite_speech and the other is a missing deepstack_visual_indexes field in Qwen3_5MoeVisionConfig." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Saving processor artifacts missing files is unrelated to AutoProcessor's missing-vision-backend error reporting." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Different model families and failure modes: MoE load-balancing loss omission vs LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading physical-intelligence/fast on transformers>=5.1.0 is unrelated to tokenizer decode errors being masked when protobuf is absent." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "BART generate() decoder_attention_mask error is unrelated to MLFlow not being reported after failed training jobs." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Both mention Flash Attention, but one is a model-specific unsupported-path error and the other is just a general Flash Attention 2.0 topic." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "Both mention label-related training issues, but they are different models and different bugs (single-label reduction vs loss double-shift)." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Different regression classes: video-input handling in Qwen models vs Windows/ROCm torch.distributed dependency problems." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "Both involve shape/positioning concerns in DETR-like or Qwen models, but one is a DETR cardinality check bug and the other is variable-length position_ids behavior." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma 4 zero3 from_pretrained and duplicate optimizer.step under deepspeed are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to the broader ESM2 breakage report." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Both are warning/config related, but they concern different models and different logic: tied-weights warning vs patchtsmixer post_init allowance." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Same Qwen3.5 area, but one is a tied-embeddings warning in LoRA fine-tuning and the other is a flash-attention generation regression." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading vs Windows/ROCm import/type failure are not the same bug." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are video/SAM/Qwen adjacent, but one is a missing attribute on Sam3 output and the other is a video-input ValueError in Qwen3OmniMoe." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Different memory/result-handling bugs: RT-DETR model deletion leak vs mask generation pipeline dropping final partial-batch results." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 46, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43408", + "issue:43441", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44871", + "issue:44964", + "issue:44995", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45375", + "issue:45478", + "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:46726", + "issue:46752", + "issue:46832", + "issue:46858", + "issue:47068", + "issue:47145" + ], + "soft_pairs": [ + "issue:42886|issue:45229", + "issue:43723|issue:46710", + "issue:46170|issue:46832", + "issue:43931|issue:44368", + "issue:44188|issue:46202", + "issue:43065|issue:43408", + "issue:44368|issue:45563", + "issue:44995|issue:45200", + "issue:46132|issue:47145", + "issue:44483|issue:46202", + "issue:43906|issue:46202", + "issue:44188|issue:46421", + "issue:45593|issue:47068", + "issue:44995|issue:45588", + "issue:45987|issue:46082", + "issue:44361|issue:44749", + "issue:45685|issue:46431", + "issue:44297|issue:44623", + "issue:45103|issue:46858", + "issue:43701|issue:44749", + "issue:44749|issue:45656", + "issue:43065|issue:46123", + "issue:43994|issue:46726", + "issue:44623|issue:45656", + "issue:43646|issue:44162", + "issue:44964|issue:45137", + "issue:44871|issue:46132", + "issue:43441|issue:46752", + "issue:45375|issue:45478" + ], + "prepared_review_unit_hash": "bdb6a7352ff8994408d250c1c366401b6171a92f06c9f07307cb2990b15149bf", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36042, + "estimated_input_tokens": 9011, + "estimated_eval_tokens": 18278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issue reports; the only strong duplicate-like pair is the Qwen3.5 MoE config-loading regression. No PRs are present.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45375 is the most specific, root-cause-oriented report in the cluster: it names the missing `deepstack_visual_indexes` field and explains the strict-schema drop that likely drives the load failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45375 is the best representative because it identifies the concrete config bug rather than only the downstream `from_pretrained` symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Different bugs: tokenizer cache/offline loading vs Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Both mention transformers v5, but one is tokenizer loading and the other is an accuracy regression; different failure modes." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Unrelated subsystems: Windows/ROCm import failure vs RT-DETR forward shape/type error." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to a Gemma warning about `tie_word_embeddings`." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Attention-kernel divergence on `torch.compile` is not the same as Gemma pipeline roundtrip tokenization behavior." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Different SAM3 issues: a dummy Conv2d implementation detail vs a model-type warning on loading." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Different concerns: config warning about tied embeddings vs stale `num_return_sequences` warning in paged generate." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa second-pass cache crash is unrelated to Gemma4's missing `mm_token_type_ids` default." + }, + { + "left": "issue:46132", + "right": "issue:47145", + "accept": false, + "reason": "Attention registration behavior change is not the same bug as FP8 checkpoint loading without `weight_scale`." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "API request rejection on `/v1/chat/completions` is unrelated to Gemma pipeline roundtrip token handling." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the Gemma roundtrip failure described here." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both involve cache/compile mechanics, but one is attention-kernel branching and the other is lazy cache init causing recompilation." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior is unrelated to a Deepspeed loss host-synchronization concern." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache crash is a different code path from `flash_attention.py` failing on `s_aux=None`." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type bug and LlamaConfig head-dim validation are separate issues." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer task AttributeError is unrelated to a Transformers upgrade performance regression." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS MoE histogram limitation is unrelated to missing chat-template support in a processor." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained-related, but tokenizer-class metadata mismatch is not the same as processor file omission." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "auto_docstring annotation handling is unrelated to `_prefill` cache-length device-tensor arithmetic." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch is a different bug from an upgrade-induced slowdown." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance regression after upgrade is not the same concrete issue as Deepspeed calling optimizer.step twice." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel decoder dummy layer is unrelated to MaskGenerationPipeline dropping partial-batch results." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Siglip2 incorrect outputs are unrelated to AutoProcessor backend-missing error handling." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to a Deepspeed double-step bug." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model init breakage in v5 and ESM2 being broken are too broad and point to different concrete failures." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal model loading and DeepSpeed ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id inconsistency is unrelated to AttentionInterface.register semantics." + }, + { + "left": "issue:43441", + "right": "issue:46752", + "accept": false, + "reason": "FlashAttention crash with `s_aux=None` is unrelated to empty-list `apply_chat_template` handling." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Both describe the same Qwen3.5 MoE load regression; 45375 names the concrete missing config field and 45478 reports the resulting `from_pretrained` failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, stays conservative, and correctly identifies the only strong duplicate-like pair as issue:45375 / issue:45478. The other soft-edge rejects are generally well supported by the issue titles and do not overstate similarity. No PR pairs 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": 27, + "review_unit_index": 47, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44373", + "issue:44623", + "issue:44661", + "issue:44857", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:45092", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45561", + "issue:45593", + "issue:45753", + "issue:46326", + "issue:46399", + "issue:46463", + "issue:46726", + "issue:46821", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47217" + ], + "soft_pairs": [ + "issue:45561|issue:47217", + "issue:43475|issue:46821", + "issue:43475|issue:43643", + "issue:45230|issue:45397", + "issue:44373|issue:46851", + "issue:44188|issue:46851", + "issue:42994|issue:43482", + "issue:43232|issue:43673", + "issue:45310|issue:45375", + "issue:44038|issue:44623", + "issue:28282|issue:30990", + "issue:41628|issue:44933", + "issue:46877|issue:47000", + "issue:46463|issue:46877", + "issue:39692|issue:46726", + "issue:42994|issue:43525", + "issue:44869|issue:45356", + "issue:43723|issue:46326", + "issue:42371|issue:45092", + "issue:43873|issue:44945", + "issue:45137|issue:47000", + "issue:43784|issue:46399", + "issue:41628|issue:44351", + "issue:36010|issue:41628", + "issue:44038|issue:45310", + "issue:42994|issue:43824", + "issue:44945|issue:45753", + "issue:45561|issue:47059", + "issue:44857|issue:46877", + "issue:44222|issue:45310", + "issue:44661|issue:47059", + "issue:45593|issue:46877" + ], + "prepared_review_unit_hash": "d935e47be56c12c050b79faca5b5a98c895220489d4d18f49720dc6bfce6109d", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36848, + "estimated_input_tokens": 9212, + "estimated_eval_tokens": 18680 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous mix of unrelated closed/open issues across imports, generation, tokenizers, vision models, quantization, testing, and docs. None of the soft pairs look like the same underlying defect, so no duplicate merges are justified.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 45310 is the clearest concrete regression report among the candidates, but the overall cluster is too mixed for a strong single canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the most actionable and version-specific issue in the set; the rest are either broader, older, or clearly on different code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45561", + "right": "issue:47217", + "accept": false, + "reason": "Different failures: xdist test file race vs VL image-placeholder handling." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Both are AttributeError reports, but on different models and unrelated attributes." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 vision encoder attr bug vs AutoConfig missing fields; different code paths." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report vs gemma-4 ZeRO3 from_pretrained failure; not the same defect." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Docstring issue vs actual variable-length position_ids bug." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Torch.compile attention-kernel branching is unrelated to Qwen3.5 position_ids handling." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized saving failure vs GGUF loading failure; different operations and failure points." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Generation kwarg update after sync_gpus vs chunked_prefill cache absence; not the same bug." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both involve Qwen3.5/MoE, but one is a from_pretrained error and the other is a missing config field; insufficient evidence of one root cause." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe compatibility issue vs processor.save_pretrained missing files; different functionality." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch missing ImportError vs Sentence Transformers loading hang; unrelated symptoms." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Different missing imports from different modules; no shared concrete code-path." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Import-time docstring lint output vs RTDetrLoss runtime crash; unrelated." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "T5 decoder-input validation message bug vs docstring logging issue." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Documentation example errors vs AutoProcessor backend-missing import behavior." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure vs Llama4Config missing pad_token_id attribute." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash vs Kimi tokenizer regression; different tokenization paths." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "AutoTokenizer loading problem vs continue_final_message logic for mistral_common tokenizers." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings API change vs InternVL2 meta-initialization incompatibility; unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior vs pipeline-parallelism output correctness; different subsystems." + }, + { + "left": "issue:45137", + "right": "issue:47000", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error vs RTDetrLoss cost-matrix infeasibility." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Import-time NameError in sentence-transformers vs Qwen3.5 kernel registration failure." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "AutoImageProcessor import issue vs HybridCache import issue; both are imports, but not the same missing symbol or fix." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "GenerationMixin import breakage vs AutoImageProcessor import breakage; different APIs and fixes." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Same broad Qwen/MoE area, but different model variants and different failure descriptions; too weak for duplication." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized save failure vs missing Qwen2.5-VL class import." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism output bug vs Qwen3.5 infinite loop on a specific image." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "Test worker file race vs CLI completion attribute error from huggingface_hub." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "AMP/CUDA loss crash vs import-time docstring diagnostics." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained on MoE models vs Qwen3.5 from_pretrained load error; opposite directions and different triggers." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "Tokenizer-mapping model addition failure vs CLI/huggingface_hub compatibility error." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss bug vs import-time auto_docstring logging." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 48, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:39692", + "issue:42175", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43479", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43976", + "issue:44016", + "issue:44186", + "issue:44222", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44743", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:45081", + "issue:45103", + "issue:45310", + "issue:45405", + "issue:45406", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46202", + "issue:46231", + "issue:46693", + "issue:46701", + "issue:46829", + "issue:46877", + "issue:46909", + "issue:47059", + "issue:47068", + "issue:47085" + ], + "soft_pairs": [ + "issue:45081|issue:45103", + "issue:45406|issue:46202", + "issue:46202|issue:46701", + "issue:43232|issue:44792", + "issue:42831|issue:44222", + "issue:42673|issue:43704", + "issue:42175|issue:44933", + "issue:45405|issue:46877", + "issue:44743|issue:47068", + "issue:44496|issue:45561", + "issue:43976|issue:44933", + "issue:30333|issue:33290", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:43479|issue:46829", + "issue:42175|issue:45712", + "issue:44568|issue:47085", + "issue:44623|issue:45310", + "issue:44186|issue:47085", + "issue:42673|issue:46693", + "issue:46077|issue:46123", + "issue:45600|issue:47059", + "issue:42898|issue:45812", + "issue:43723|issue:44568", + "issue:43479|issue:44869", + "issue:44016|issue:46231", + "issue:39692|issue:46909", + "issue:43784|issue:43824", + "issue:42898|issue:44779" + ], + "prepared_review_unit_hash": "f81606fb3b37f08c2dfe91f9e1754348fb7540556b50903ea8d5090422c2dc03", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36600, + "estimated_input_tokens": 9150, + "estimated_eval_tokens": 18556 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft pairs look like loosely related v5/tokenizer/docs/runtime regressions rather than true duplicates. The only clear duplicate-looking pair is the repeated Qwen3ForCausalLM VRAM leak report.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it has an exact same-bug duplicate in issue:43704 and describes a concrete, reproducible VRAM leak in the same code path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest representative in this set: specific bug, clear reproduction impact, and the only pair that appears to be an actual duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Different subsystems and failures: Mistral regex patch crash vs auto-docstring annotation introspection crash." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Both involve Gemma-related behavior, but one is a processor attribute error and the other is a pipeline roundtrip/tokenization issue." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both mention Gemma pipelines, but the concrete failures differ: roundtrip token handling vs image-text-to-text generation output plumbing." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Unrelated generation-path issues; one is sync_gpus bookkeeping, the other is a Janus image generation test failure." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy regression and the other is save_pretrained behavior for MoE." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same title and same concrete bug: Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "No shared underlying bug; missing TensorFlow backend in extras is unrelated to a nonexistent image_utils import." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "Unrelated release/versioning issue vs auto_docstring logging behavior." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Different generation-time problems; recurrent-state reset bug is not the same as host synchronization in loss computation." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrelated config loading error vs pytest-xdist race in testing utilities." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "General Python compatibility problem is unrelated to an image_utils import regression." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "Different failures: MLFlow reporting on failed jobs vs deepspeed OOM with Adafactor." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang in sentence-transformers is unrelated to token-embedding reinitialization." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different APIs and symptoms; not the same bug." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Different model families and failure modes: multimodal config defaults vs output dataclass field mismatch." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Both are packaging/import-adjacent, but one is backend extras and the other is dummy object cleanup." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "Tokenizer special-token regression is not the same as thread-safety regressions in fast tokenizers." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files is not the same as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "LayoutLMv2Tokenizer crash on NER/padding is a specific tokenizer bug, not a general thread-safety regression." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "Both are performance-related, but one is a VRAM leak in dataloader threads and the other is a long-context FA2 slowdown/regression." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Different pipeline/model behaviors: attention-mask construction vs final partial-batch bookkeeping." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "CI breakage from removed auto_mappings config is unrelated to the huggingface_hub CLI compatibility failure." + }, + { + "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." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both concern tokenizers in v5, but they describe different concrete failures and code paths." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "No common underlying bug; multimodal config initialization is unrelated to Whisper timestamp decoding." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Both are documentation-related, but one is a syntax error in a notebook and the other is a parameter-name mismatch." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are broken docs examples, but they are different examples with different model/runtime errors." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Import failures, but for different packages and causes; no shared code-path bug." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but on different models and different observable outputs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly duplicate-looking pair is the identical Qwen3ForCausalLM VRAM leak report (42673/43704), and the rest of the soft-pair rejections are consistent with the titles and issue descriptions. No evidence is overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 49, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:41628", + "issue:42222", + "issue:42673", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43874", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44843", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:46132", + "issue:46231", + "issue:46762", + "issue:47085" + ], + "soft_pairs": [ + "issue:27957|issue:30333", + "issue:43479|issue:44079", + "issue:42673|issue:47085", + "issue:44843|issue:47085", + "issue:30333|issue:34689", + "issue:43874|issue:45092", + "issue:42898|issue:43295", + "issue:44295|issue:45656", + "issue:42898|issue:45356", + "issue:42222|issue:45200", + "issue:44734|issue:45103", + "issue:30333|issue:35141", + "issue:22355|issue:28282", + "issue:44222|issue:44297", + "issue:44075|issue:46231", + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:44297|issue:45656", + "issue:42831|issue:44623", + "issue:44933|issue:45712", + "issue:44222|issue:44623", + "issue:44448|issue:46132", + "issue:44060|issue:45125", + "issue:42796|issue:43723", + "issue:43479|issue:43644", + "issue:45245|issue:46132", + "issue:44373|issue:44485", + "issue:44360|issue:46762", + "issue:44297|issue:45310", + "issue:41628|issue:42757" + ], + "prepared_review_unit_hash": "dcbd132bec508e494268da78326fa72595b3c477024785ad443a5563d09bf7af", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36586, + "estimated_input_tokens": 9147, + "estimated_eval_tokens": 18550 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly false positives: they share broad Transformers themes, but the underlying bugs are different (imports, tokenizers, training, multimodal configs, optimizer behavior, etc.). I would not merge any of the suggested pairs.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44843 is the clearest self-contained bug report: it names the exact failing path (`AutoTokenizer.from_pretrained` in `_patch_mistral_regex`), the trigger (offline mode), and the regression behavior, making it the best representative issue in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 has the strongest combination of specificity, reproducibility, and actionable root-cause framing among the issues listed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Different problems: XLMRoberta/Flash Attention 2 compatibility vs MLflow not reporting failed training jobs." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "One is a multimodal config default-initialization bug; the other is a `ModelOutput` key assignment issue. Different code paths." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "Both involve threads, but one is a VRAM leak in dataloader threads and the other is tokenizer thread-safety regression. Not the same bug." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "`AutoTokenizer.from_pretrained` offline-mode failure is unrelated to fast tokenizer thread-safety." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Failed-training MLflow reporting is unrelated to Llama 3.2 vision model loading regressions." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "GLM46V image patch counting bug and InternVL2 meta-init incompatibility are different multimodal loading issues." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "`clean_up_tokenization_spaces` behavior change and processor.tokenizer/image-passing regression are different API regressions." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Registering `position_ids` as a buffer causing read errors is unrelated to optimizer step being called twice with deepspeed." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer cleanup behavior change and Kimi-K2.5 codec/regex regression are distinct tokenizer issues." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose breakage and Gemma 4 `mm_token_type_ids` defaulting are different model-specific bugs." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation tensor indexing in serve is unrelated to auto-docstring crashes with postponed annotations." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow failed-run reporting and token-embedding resize/reinit are unrelated training vs model-initialization bugs." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "`transformers.onnx` import failure is unrelated to `AutoModel` requiring PyTorch being absent." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 `save_pretrained`/MoE serialization is unrelated to tokenizer class mismatch in `tokenizer_config.json`." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "SGD optimizer arguments not being used is not the same as a documentation parameter-name typo for `set_training()`." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Multi-label classification example returning empty results and local dataset loading failure are different example-script bugs." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version bump and leftover dummy classes failing repo checks are unrelated housekeeping issues." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config serialization mismatch is unrelated to deepspeed optimizer step duplication." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy degradation and missing files in `processor.save_pretrained()` are different defects." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing `image_utils` import and dummy PT objects leakage are unrelated import/export cleanup issues." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 MoE save behavior and processor save_pretrained missing files do not describe the same failing path." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus v4/v5 output differences and `AttentionInterface.register` behavior change are unrelated behavioral regressions." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Wrong tied-weights warning in Qwen3-Next is different from missing `_tp_plan` in Qwen3_5Moe for tensor parallelism." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Ministral tokenizer BPE-marker handling and `AutoTokenizer.from_pretrained` loading failure are different tokenizer bugs." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Phi4MultimodalConfig default config initialization is unrelated to non-persistent buffers being filled with junk." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count limit error and attention interface registration behavior change are unrelated." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring correction for `position_ids` is not the same as GLM-5 RoPE implementation issues." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "A discussion about a DSA indexer lacking ReLU is unrelated to Minimax MSA attention numerical differences." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer class mismatch on save and Qwen3.5 MoE `from_pretrained` errors are different problems." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "`AutoImageProcessor` import failure and `is_offline_mode` import failure come from different missing symbols and likely different package-version issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 50, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43504", + "issue:43723", + "issue:43824", + "issue:43986", + "issue:44038", + "issue:44190", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44484", + "issue:44623", + "issue:44829", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45310", + "issue:45357", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46655", + "issue:46726", + "issue:46909", + "issue:46932", + "issue:47059" + ], + "soft_pairs": [ + "issue:45071|issue:46082", + "issue:44222|issue:44484", + "issue:43723|issue:44977", + "issue:43504|issue:47059", + "issue:43122|issue:46209", + "issue:46614|issue:46932", + "issue:44263|issue:45092", + "issue:44263|issue:44373", + "issue:44295|issue:44623", + "issue:43232|issue:46424", + "issue:43232|issue:45834", + "issue:46209|issue:46431", + "issue:30990|issue:38175", + "issue:44190|issue:46082", + "issue:44263|issue:44360", + "issue:43475|issue:46305", + "issue:46305|issue:46655", + "issue:42831|issue:45310", + "issue:46369|issue:46909", + "issue:22355|issue:27957", + "issue:42907|issue:46050", + "issue:43986|issue:46726", + "issue:44279|issue:46328", + "issue:45092|issue:45357", + "issue:42831|issue:44038", + "issue:44261|issue:45092", + "issue:44829|issue:46002", + "issue:44964|issue:47059", + "issue:41628|issue:43824" + ], + "prepared_review_unit_hash": "1424f24117c4617c06be7e2af35cc56cda2866558315120bf315868459bd8f63", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36050, + "estimated_input_tokens": 9013, + "estimated_eval_tokens": 18282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft links are mostly broad topic similarities (tokenization, save/load, AutoProcessor, FP8, multimodal bugs) rather than the same underlying defect. I would not merge any of the suggested pairs.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical issue: the set spans unrelated regressions and model-specific bugs, so there is no single representative duplicate anchor.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No best issue for duplicate consolidation; the issues are too diverse to treat as one bug family.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Different failures: PretrainedConfig type checking vs LlamaConfig head_dim validation." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained/moe issue is unrelated to the max_shard_size default question." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation are different code paths." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "BEiT legacy-field loading bug is unrelated to the CLI/huggingface_hub test failure." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization version drift is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state is unrelated to Gemma4 dtype casting in quantized embedders." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split behavior is unrelated to remote-code checkpoint/meta-init incompatibility." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Runtime tensor-splitting bug and a docstring issue are not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading position_ids after buffer registration is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation sync_gpus behavior and cache max_cache_length handling are different features." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs update bug is unrelated to Kosmos2.5 OCR index error." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 B200 inference failure is unrelated to missing chat template errors." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence-Transformers loading stall and SIGLIP2 zero probabilities are different symptoms and subsystems." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading bug is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "DSA indexer ReLU omission is unrelated to the torch.split return-value issue." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 missing attribute and MoonshineStreaming off-by-one are unrelated model bugs." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but one is a window-mask off-by-one and the other is padding calculation; not the same defect." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression is unrelated to Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "SAM3-litetext memory overflow is unrelated to a broken documentation example." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "ONNX import error and XLMRoberta Flash Attention 2 support are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load, but one is dequantized Ministrals/Devstrals saving and the other is sinq quantization round-trip; too different to merge." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both mention missing vision dependencies, but the concrete failures differ: video AutoProcessor without torchvision vs generic unrecognized image processor handling." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Generic dependency trouble with transformers is unrelated to SequenceFeatureExtractor.pad performance." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Different multimodal serialization problems in different model families; not the same code-path bug." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FP8 accuracy issue and Qwen3.5-Moe from_pretrained error are different regressions." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA rms_norm_eps precision issue is unrelated to remote-code checkpoint/meta-init incompatibility." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash-attention-3 degenerate training and NaNs in classification heads upon checkout/init are different failure modes." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Phi-4 multimodal loading failure is unrelated to the CLI completion API break in tests." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Cannot import AutoImageProcessor and cannot import Qwen2_5_VLForConditionalGeneration are different missing-symbol regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 51, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39379", + "issue:39401", + "issue:42371", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43540", + "issue:43576", + "issue:43644", + "issue:43646", + "issue:43784", + "issue:43976", + "issue:43986", + "issue:44188", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44327", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44945", + "issue:44964", + "issue:45278", + "issue:45381", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46172", + "issue:46305", + "issue:46369", + "issue:46402", + "issue:46909", + "issue:47059", + "issue:47217" + ], + "soft_pairs": [ + "issue:45381|issue:46305", + "issue:39379|issue:46172", + "issue:44483|issue:45406", + "issue:42831|issue:45753", + "issue:43408|issue:46402", + "issue:22355|issue:28218", + "issue:43644|issue:46305", + "issue:44327|issue:47059", + "issue:44188|issue:44373", + "issue:43986|issue:47217", + "issue:39401|issue:44568", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:42886|issue:43066", + "issue:27957|issue:30990", + "issue:42796|issue:43122", + "issue:43408|issue:46369", + "issue:43232|issue:45593", + "issue:45381|issue:46909", + "issue:43540|issue:46909", + "issue:43646|issue:46002", + "issue:44295|issue:44297", + "issue:42907|issue:44945", + "issue:43576|issue:43784", + "issue:30990|issue:33357", + "issue:42907|issue:44964", + "issue:43976|issue:44945", + "issue:42371|issue:44263" + ], + "prepared_review_unit_hash": "41795bc3d3949d2f16f831cf25995db3d9f5bf4662a0b64f74f24d99f5e67e5e", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35510, + "estimated_input_tokens": 8878, + "estimated_eval_tokens": 18012 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated tokenizer, generation, model-loading, or CLI issues, so there is no strong duplicate group. I would not merge any soft edge pairs.", + "confidence": 0.18, + "canonical_issue_reason": "No clear canonical duplicate exists across this set; if one must be chosen, issue #28218 is the least-bad anchor because it is an open tokenizer-behavior bug with inbound references and a reusable repro pattern.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #28218 is the best overall issue candidate because it is open, has inbound references, and is phrased as a concrete user-facing tokenizer defect rather than a one-off environment-specific crash.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Different bugs: Qwen2.5-VL video position IDs vs MoonshineStreaming sliding-window off-by-one." + }, + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "Different code paths and symptoms: mllama mask handling vs deepseek-v4 dtype/transpose logic." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Both are request/serve failures, but one is /v1/chat/completions validation and the other is Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Unrelated: FP8 accuracy regression vs Qwen3_5 infinite loop on a specific image." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Same sam3 family, but different problems: wrong model type warning vs text encoder weights not loaded." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Both tokenizer-adjacent, but one is a missing module import and the other is added-token spacing behavior." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Different failures: non-persistent buffer junk in Transformers 5.0.0 vs a MoonshineStreaming mask off-by-one." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA decode_spans top-k crash is unrelated to the hf hub CLI completion attribute error." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring typo for position_ids." + }, + { + "left": "issue:43986", + "right": "issue:47217", + "accept": false, + "reason": "Both involve vision-language inputs, but one is missing torchvision during AutoProcessor load and the other is an image placeholder parsing failure." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer bugs, but they affect different models and behaviors: offset_mapping vs add_special_tokens BOS/EOS handling." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Related to import problems, but not the same concrete bug: one missing huggingface_hub symbol, the other broad import errors after upgrade." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Cache/offline tokenizer loading failure is unrelated to quantized model saving failure." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Different tokenizer issues: offline cache loading vs wrong decoder type in Transformers v5." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Both mention loading, but one is XLMRoberta Flash Attention 2 and the other is Sentence Transformers hanging on load." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer behavior reports, but they concern different models and different defects." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Same sam3 domain, but one is a model-type warning and the other is a memory overflow in sam3-litetext." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs after sync_gpus is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Video position-id bug is unrelated to a broken documentation example for DIA." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError is unrelated to DIA documentation issues." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading position_ids after buffer registration is unrelated to tokenizer.save_pretrained class-name mismatch." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model saving and pipeline-parallelism output errors are different bugs." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken transformers env CLI is unrelated to sentence-transformers import NameError." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both are load-time problems, but one is a hang and the other is a MacOS bus error on a CLIP model." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models is unrelated to loading Phi-4 multimodal instruct." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility breakage is unrelated to pipeline-parallelism output correctness." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance and torch.split return-value 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": 27, + "review_unit_index": 52, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43329", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:46172", + "issue:46326", + "issue:46614", + "issue:46762", + "issue:47059" + ], + "soft_pairs": [ + "issue:41628|issue:45278", + "issue:43756|issue:44060", + "issue:43784|issue:45600", + "issue:42907|issue:43937", + "issue:44117|issue:44704", + "issue:43329|issue:47059", + "issue:39401|issue:44488", + "issue:44625|issue:44829", + "issue:39401|issue:44521", + "issue:44360|issue:44485", + "issue:46172|issue:46762", + "issue:44704|issue:45290", + "issue:44038|issue:44297", + "issue:43122|issue:46326", + "issue:43122|issue:44521", + "issue:44038|issue:44295", + "issue:43408|issue:43475", + "issue:22355|issue:29159", + "issue:42907|issue:43452", + "issue:44038|issue:44222", + "issue:45216|issue:45478", + "issue:43824|issue:44351", + "issue:43122|issue:44779", + "issue:39401|issue:46614", + "issue:43116|issue:45200", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:22355|issue:29127", + "issue:43278|issue:44945", + "issue:42175|issue:44938" + ], + "prepared_review_unit_hash": "893f0c7bb24152efae676390b1a40475c5eb2a4404c31de3e40503d150a6e7d6", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36555, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a duplicate cluster: it mixes unrelated import failures, tokenizer regressions, model-specific config bugs, multimodal/chat-template issues, packaging regressions, and parallelism/training problems. None of the soft edges look like the same underlying bug/change.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the items are too heterogeneous to represent one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick one representative, issue 43122 is the broadest tokenizer-regression report, but it still does not anchor the rest of the set well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but they concern different symbols and different failure modes after upgrades." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different Qwen3-family bugs: RoPE layer dropping vs tied-weights warning; not the same code-path issue." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Unrelated import-time failure in sentence-transformers vs broken auto_mappings reference to removed Sam3LiteText configs." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Different problems: dequantized save failure vs invalid GenerationConfig on GLM-5." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer-mapping None handling and AutoProcessor kwargs passing are separate API plumbing bugs." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Multimodal token counting bug vs CLI/huggingface_hub compatibility regression; unrelated subsystems." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 tokenizer offset mapping bug and a model-loading failure for cjvt/sleng-bert are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Different issues: num_labels propagation in Qwen3.5 vs degenerate training with flash_attention_3." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset_mapping bug vs apply_chat_template assistant_masks bug; not the same defect." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer ReLU discussion and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Both are numerical/attention-related, but they affect different models and different implementations." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor cached_file kwargs handling is separate from chat-template crashes on tool-call assistant messages." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe import/behavior issue vs tokenizer.save_pretrained metadata mismatch; unrelated." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both involve tokenizers, but one is a version-wide tokenization regression and the other is mistral_common continue_final_message behavior." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer regression and multimodal assistant_mask generation are different code paths and symptoms." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs position_ids buffer read error; no concrete overlap." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Same SAM 3 area, but one is a model-type warning and the other is a missing attribute in the video encoder output." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "ONNX module import failure and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save bug and gguf_file from_pretrained breakage are separate loading/saving issues." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Same broad model family, but one is a loading bug and the other is FP8 save_pretrained behavior; not the same defect." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5 save/load regressions, but one is checkpoint corruption on save and the other is from_pretrained failure; not clearly the same underlying bug." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Different missing-import symbols; no shared underlying change." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different behaviors." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer offset_mapping bug vs stale phonemizer backend state; unrelated components." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Empty multi-label classification results in an example script and Gemma 4 mm_token_type_ids defaults are different issues." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Importing is_offline_mode from huggingface_hub and importing HybridCache from transformers are unrelated import errors." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug and example-script multi-label classification failure do not describe the same problem." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Transformers.onnx import failure and LayoutLMv3 error-message clarity are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype drift between train/eval and incorrect pipeline-parallel LLM output are different bugs." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Backend-extra packaging omission and Python 3.14 load failure are unrelated environment issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 53, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:28348", + "issue:38617", + "issue:39379", + "issue:42371", + "issue:42673", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43232", + "issue:43493", + "issue:43611", + "issue:43618", + "issue:43825", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44188", + "issue:44355", + "issue:44483", + "issue:44485", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46710", + "issue:46726", + "issue:46829", + "issue:46877", + "issue:46909", + "issue:46981", + "issue:47116", + "issue:47217" + ], + "soft_pairs": [ + "issue:39379|issue:43232", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:46231|issue:46877", + "issue:43937|issue:44485", + "issue:42898|issue:46614", + "issue:38617|issue:45278", + "issue:44483|issue:47217", + "issue:43976|issue:45446", + "issue:44038|issue:45478", + "issue:43611|issue:46002", + "issue:43066|issue:44779", + "issue:42673|issue:45072", + "issue:45357|issue:45478", + "issue:44355|issue:46231", + "issue:44625|issue:46002", + "issue:43116|issue:43493", + "issue:45083|issue:45446", + "issue:44610|issue:46909", + "issue:42371|issue:43874", + "issue:44075|issue:44936", + "issue:43618|issue:46829", + "issue:46726|issue:46981", + "issue:46328|issue:47116", + "issue:28348|issue:46640", + "issue:43992|issue:44704", + "issue:43066|issue:46710", + "issue:43116|issue:43825" + ], + "prepared_review_unit_hash": "a9f5c76425bb10cbbe388ef547fdafe6773335fab9a2df5f1fe007cf262edee4", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35744, + "estimated_input_tokens": 8936, + "estimated_eval_tokens": 18128 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a heterogeneous mix of Transformers regressions, model-specific bugs, tokenizer issues, and docs/examples problems. None of the soft pairs look like the same concrete bug/change, so I rejected all duplicate links.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45278 is the broadest and most representative regression report here, centered on upgrade-induced breakage and import failures across the library.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 best captures the cluster\u2019s dominant theme of Transformer v5 upgrade regressions, making it the most useful anchor issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "Different subsystems and failure modes: mllama mask handling vs generation kwargs after sync_gpus." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different model families and symptoms: SigLIP2 implementation mismatch vs Qwen3_5 infinite loop on one image." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel branching under torch.compile is unrelated to feature-extractor padding performance." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Docs parameter-name mismatch is unrelated to import-time stdout from auto_docstring." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation error and GLM-5 RoPE implementation are different bugs." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer cleanup behavior change in v5 is unrelated to stale espeak backend state in phonemization." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "The second is a broad upgrade regression report, but the first is one specific import error; not enough to treat as the same underlying bug." + }, + { + "left": "issue:44483", + "right": "issue:47217", + "accept": false, + "reason": "API request rejection in /v1/chat/completions is unrelated to VL image-placeholder handling." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version incompatibility and a bad PyTorch version check in flex_attention are distinct issues." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but different release ranges and failure modes; not the same concrete code-path problem." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading with base_model_prefix is unrelated to NaNs in classification heads." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizers, but one is a decoder-type regression and the other is incorrect DeepSeek tokenization behavior; too different to merge." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leakage in Qwen3ForCausalLM is unrelated to dtype mismatches in other models during bfloat16 inference." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5/Moe, but one is save_pretrained key serialization and the other is from_pretrained loading failure." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors are unrelated to a documentation parameter typo." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 config is unrelated to NaNs in classification heads." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label output failure is unrelated to SigLIP2 model parity issues." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-extraction length helper behavior in qwen3_omni_moe is unrelated to a flex_attention import version check." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch is unrelated to a broken DIA documentation example." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing image-patch-count method in GLM46V are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Unused SGD args and trainer.evaluate() failing after train are different training bugs." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-field issues, but they affect different models and different attributes; not the same bug." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "AutoProcessor backend-missing messaging and repeated 429 retry behavior are unrelated failures." + }, + { + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "Padding performance regression is unrelated to streaming pipeline behavior." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "FlashAttention-2 support request for GPT2LMHeadModel is unrelated to a separate flash-attention bug report." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight on UMT5Encoder load is unrelated to AutoProcessor kwargs forwarding." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regression and DeepSeek accuracy regression are not the same underlying bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "A multi-label example script bug is unrelated to a pipeline translation-task error message 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": 27, + "review_unit_index": 54, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:33453", + "issue:39379", + "issue:39401", + "issue:42222", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43441", + "issue:43450", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44977", + "issue:44995", + "issue:45071", + "issue:45092", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46328", + "issue:46512", + "issue:46697", + "issue:46752", + "issue:46762", + "issue:46897", + "issue:46981", + "issue:47000", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:43827|issue:45446", + "issue:45092|issue:46762", + "issue:42673|issue:42796", + "issue:44995|issue:46697", + "issue:33453|issue:39401", + "issue:44263|issue:46762", + "issue:43673|issue:46328", + "issue:43824|issue:46981", + "issue:43064|issue:43673", + "issue:39379|issue:43688", + "issue:42222|issue:43441", + "issue:45405|issue:45446", + "issue:44380|issue:46077", + "issue:42222|issue:47000", + "issue:43937|issue:45563", + "issue:44117|issue:45588", + "issue:44291|issue:45071", + "issue:42222|issue:46752", + "issue:44466|issue:46002", + "issue:39379|issue:46897", + "issue:44410|issue:45310", + "issue:39401|issue:44779", + "issue:43937|issue:44977", + "issue:45341|issue:46328", + "issue:45071|issue:47059", + "issue:44829|issue:45216", + "issue:45071|issue:46512", + "issue:44704|issue:47110", + "issue:43450|issue:43986", + "issue:45341|issue:45561" + ], + "prepared_review_unit_hash": "fcbd396c27d566eb9375e7d20c84b716d49e459e49e841b8ee5a8d540c36fd6c", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36656, + "estimated_input_tokens": 9164, + "estimated_eval_tokens": 18584 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions and model-specific bugs. The soft pairs are only superficially similar by subsystem or model family, so I would not merge any of them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43824 is the strongest representative: it is a concrete, widely impactful loading/import regression with multiple inbound references and a clear failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 has the clearest user-facing impact, the most general loading-path relevance, and enough discussion/references to serve as the best representative issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs referencing removed pipeline() API and a PyTorch version check bug are unrelated issues." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-initialization incompatibility for remote-code checkpoints is not the same as Minimax attention numerical drift." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leakage in dataloader threads and tokenizer BPE-marker handling are different bugs in different paths." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "A stale indexer cache crash is unrelated to image over-padding in Swin2SR." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both involve tokenizers, but tokenizer loading regression and wrong offset_mapping are distinct failure modes." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to Minimax attention numerical differences." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Missing generation cache during chunked prefill is unrelated to a padding performance issue in feature extraction." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "ImportError for a model class and repeated HTTP 429 retries in AutoProcessor loading are different loading-path bugs." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Wrong optimizer states under FSDP2/PEFT is a training-state bug, not the same as missing generation cache." + }, + { + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "An incorrect mllama mask computation and auxiliary-loss normalization issues are separate model-specific problems." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral FlashAttention failures are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "An unreleased PEFT minimum version bump is unrelated to a PyTorch version guard bug." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "These are both attention-related, but GPT2 attention scaling and Gemma4 bidirectional masking are different code paths." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "VitPose breakage and RTDetrLoss infeasible cost matrix errors are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and a stale warning for num_return_sequences are not the same bug." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping fallback behavior and flash_attention crashing on s_aux=None are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "init_empty_weights argument handling and PretrainedConfig type-checking regressions are distinct initialization/config bugs." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose model breakage and empty-list chat template IndexError are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "lm_head serialization inconsistencies and NaNs in classification heads are different defects." + }, + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "mllama mask handling and Florence2 double-shift training loss bugs are unrelated model-specific issues." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qwen3next projections and Qwen3.5 from_pretrained errors are different failures, even if both affect Qwen3-family models." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Wrong offset_mapping in Qwen3 and incorrect Deepseek tokenizer results are separate tokenizer bugs." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation failure and Qwen3.5 flash-attention generation issues are unrelated." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A generic testing_utils bug and a padding performance issue are not the same underlying problem." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "PretrainedConfig type checking and a CLI completion attribute error are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Degenerate training with flash_attention_3 and incorrect save_pretrained checkpoint serialization are different bugs." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Type checking regressions and stale config dtype after from_config are different config-related issues." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "Missing kwargs propagation in AutoProcessor and special_tokens being a list instead of dict-like are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape errors and missing torchvision import crashes are distinct video-model loading/processing issues." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A vague testing_utils bug is not clearly the same as the explicit xdist race on captured_info.txt." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 55, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43408", + "issue:43673", + "issue:43742", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:44075", + "issue:44077", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44877", + "issue:44933", + "issue:45071", + "issue:45081", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45478", + "issue:45632", + "issue:45656", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46617", + "issue:46752", + "issue:46762", + "issue:46894", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:44117|issue:45081", + "issue:45632|issue:46981", + "issue:42617|issue:45341", + "issue:43408|issue:43742", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:44877|issue:46231", + "issue:42222|issue:46178", + "issue:39401|issue:46209", + "issue:42371|issue:44261", + "issue:43937|issue:44496", + "issue:44261|issue:46762", + "issue:44484|issue:45310", + "issue:44933|issue:45278", + "issue:42371|issue:46617", + "issue:44410|issue:45478", + "issue:44075|issue:45656", + "issue:38617|issue:44220", + "issue:44263|issue:44485", + "issue:43066|issue:43122", + "issue:43208|issue:46894", + "issue:43097|issue:44493", + "issue:44077|issue:46981", + "issue:43673|issue:45341", + "issue:46752|issue:47116", + "issue:43931|issue:44410", + "issue:41628|issue:45071", + "issue:43874|issue:44261", + "issue:44484|issue:45478" + ], + "prepared_review_unit_hash": "a8e3c81d7c17683ef5935f2b358118ce66768bf31e3d580d0e7528f0acfb9dcd", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35351, + "estimated_input_tokens": 8838, + "estimated_eval_tokens": 17932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab bag of separate Transformers regressions and migration issues; the soft-similarity links are thematic but not true duplicates. I did not find any pair that looks like the same concrete bug/change.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45278 is the best umbrella issue here: it is a broad, user-visible regression report tied to a version upgrade and covers the general import-breakage theme better than the more niche tokenizer/model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the strongest cluster representative because it is the broadest and most central failure report among the issues, while the rest are narrower variants or unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer internals, but one is a mapping/lookup bug and the other is a Mistral regex crash; different code paths and failure modes." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Both are cache/pretrained-loading related, but one is a local cache path collision and the other is repeated HTTP 429 retries; not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "No clear overlap beyond being bugs in utilities/scripts; one is a training script failure and the other is a testing utility issue." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Both are model-loading problems, but they affect different models and different root causes: type mismatch warning vs key error." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and modules; this looks like separate API breakages." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenization regression vs noisy logging message; unrelated defects." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading bug vs documentation parameter-name mismatch; these are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Different subsystems and failure types: broken VitPose model loading versus backend-mapping validation." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping bug vs FP8 inference failure on new hardware; unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API settings warning versus missing rms_norm_eps in MLA layernorm; different problems." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation for a specific model versus unrecognized model/config loading; separate model-support issues." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both mention numerical behavior, but one is a config precision mismatch and the other is an attention implementation difference; not the same bug." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Shard-size question versus Qwen3.5 MoE from_pretrained regression; no overlap in underlying defect." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Missing import from image_utils is a specific API/export issue, while 45278 is a broad upgrade-time import regression; not a duplicate." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 settings guidance and trust_remote_code cache FileNotFoundError are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Same model family and same broad symptom, but the two reports are not clearly the same concrete failure without evidence; keep separate." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both mention optimizer stepping, but one is about ignored SGD args and the other about double-stepping with deepspeed; different root causes." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for a missing symbol versus an audio feature-extraction bug; unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return-value handling and GLM-5 RoPE implementation are different implementation bugs." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer/version-regression reports, but one is a decoder-type mismatch and the other is changed tokenization output; not the same concrete bug." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training blockers versus an ASR training-loss double-shift bug; different models and failures." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings behavior and unexpected position-id keys are different upgrade regressions." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "A model init/post_init policy issue is unrelated to repeated HTTP retry behavior." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache missing in v5 versus a testing utility bug; unrelated." + }, + { + "left": "issue:46752", + "right": "issue:47116", + "accept": false, + "reason": "Empty-chat-template crash and streaming pipeline regression are both runtime issues, but not the same code-path problem." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Weight-shape mismatch during model loading versus missing layer projections; different model bugs." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "ImportError for AutoImageProcessor versus PreTrainedConfig type-checking breakage; separate API regressions." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch helper method versus a layernorm epsilon/config precision issue; unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Shard-size behavior question versus a model-specific from_pretrained regression; no shared underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 56, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42890", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44485", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45464", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46298", + "issue:46369", + "issue:46655", + "issue:46664", + "issue:46897", + "issue:46981" + ], + "soft_pairs": [ + "issue:27957|issue:43352", + "issue:44483|issue:45464", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43931|issue:44038", + "issue:43441|issue:44829", + "issue:43012|issue:43577", + "issue:43097|issue:43452", + "issue:44261|issue:44485", + "issue:43986|issue:45341", + "issue:45003|issue:45341", + "issue:42886|issue:46981", + "issue:43531|issue:45341", + "issue:45753|issue:46369", + "issue:43874|issue:44263", + "issue:44117|issue:44987", + "issue:43097|issue:45588", + "issue:43673|issue:46123", + "issue:45440|issue:46172", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:38617|issue:42757", + "issue:43097|issue:46050", + "issue:43064|issue:44315", + "issue:43986|issue:45372", + "issue:43208|issue:46897", + "issue:46655|issue:46664", + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:44062|issue:44117" + ], + "prepared_review_unit_hash": "835e3b3f0200a8a380b66965a3610baa033da7bb1f489c20109e739aac9f62c9", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36573, + "estimated_input_tokens": 9144, + "estimated_eval_tokens": 18544 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab bag of unrelated Transformers issues. A few pairs share broad themes like import regressions, flash-attention, or tokenizer/processor loading, but the concrete failure modes and affected code paths differ, so I would not collapse them as duplicates.", + "confidence": 0.34, + "canonical_issue_reason": "issue:38617 is the clearest, most self-contained regression report: a concrete missing import symbol with a straightforward failure mode and the strongest overlap with the other import-error-style reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:38617 is the best representative issue in this set because it is specific, reproducible, and narrowly scoped compared with the more model-specific or speculative reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they are different model-specific support gaps and not the same underlying bug." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both touch chat/completions, but one is a general API rejection and the other is a model-specific streaming failure; not the same concrete fix." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different low-level tensor/indexing bugs in unrelated model code paths." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in one DSA path is not the same as the comb transpose/dtype bug in deepseek-v4." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen3-VL loading issues, but the symptoms and likely causes differ: shape mismatch versus model/version-specific incompatibility." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Same FlashAttention family, but one is unsupported-model gating and the other is degenerate training behavior; different bugs." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "One is a PyTorch warning during compilation, the other is a dtype propagation bug in Blip2 loading." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removal of a config field is unrelated to gguf_file tokenizer/model loading breakage." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different architectural/configuration bugs: RMS norm epsilon handling versus RoPE implementation." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "A video-model processor crash without torchvision is unrelated to a testing_utils bug." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access is a different code-path from the testing_utils issue." + }, + { + "left": "issue:42886", + "right": "issue:46981", + "accept": false, + "reason": "Both involve hub/network behavior, but offline cache loading and repeated 429 retries are distinct problems." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "A Qwen3-MoE sliding_window bug is unrelated to testing_utils." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Infinite-loop behavior on a specific image and memory overflow in a different model are not the same issue." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different multimodal/token counting bug versus DSA indexer return-value issue." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping returning None is an upstream lookup bug, while the other is a model-loading regression for a specific repo." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Different problems: a removed API/config field versus a flash-attention crash on sink-less models." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache handling and MaskGenerationPipeline batch-finalization are separate features and failures." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeekV3 implementation divergence is broader and different from the deepseek-v4 tensor expression bug." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "One is missing projections in qwen3next, the other is a config field being dropped by strict handling." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen3-family model issues, but they affect different model variants and different failures." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they are for different missing symbols from different packages." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "A removed config method is unrelated to quantization save/load breakage." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Distributed optimizer-state corruption and Liger Kernel application with model_init are different training bugs." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Processor loading without torchvision and a mistral_common import error are distinct dependency failures." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "These are different model-specific training bugs, with no shared concrete code path." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both are SmolVLM video-processor issues, but one is padding math and the other is num_frames semantics." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "A flaky test due to missing set_seed is unrelated to a noisy logging message." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import regressions, but they involve different missing names and likely separate compatibility breaks." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken keyword duplication and tokenizer mapping lookup are unrelated tokenizer-layer bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 57, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44368", + "issue:44380", + "issue:44451", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44734", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:47059", + "issue:47116" + ], + "soft_pairs": [ + "issue:46298|issue:46752", + "issue:43986|issue:44484", + "issue:43097|issue:43873", + "issue:43012|issue:46821", + "issue:44117|issue:46701", + "issue:46172|issue:46710", + "issue:43502|issue:43992", + "issue:44704|issue:45103", + "issue:44936|issue:46365", + "issue:44451|issue:47116", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43064|issue:47116", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:45712|issue:46298", + "issue:43012|issue:43550", + "issue:43992|issue:44484", + "issue:43012|issue:44368", + "issue:43827|issue:47116", + "issue:43208|issue:43550", + "issue:43352|issue:43976", + "issue:43066|issue:43906", + "issue:43352|issue:44380", + "issue:43825|issue:44655", + "issue:44734|issue:47116", + "issue:43097|issue:46298", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44162|issue:46172", + "issue:44077|issue:46365", + "issue:44222|issue:45478", + "issue:42890|issue:47059", + "issue:44380|issue:45479" + ], + "prepared_review_unit_hash": "41b1506a44a0a64e42b8f167239d7ca8bc0b9e38298a741fdec7330d7e5ad82d", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37747, + "estimated_input_tokens": 9437, + "estimated_eval_tokens": 19130 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft pairs look like false positives: the linked issues cover unrelated bugs, docs, tests, and regressions across different subsystems. No clear canonical issue or PR emerges from this set.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "One is a noisy logging message, the other is an empty-list chat template crash; different failure modes and code paths." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor/torchvision import handling is unrelated to save_pretrained shard-size behavior." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "A removed config flag in v5 is not the same as quantization offloading behavior." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "A bfloat16 PyTorch warning is unrelated to a TimesFM window_size AttributeError." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping None handling is unrelated to a DiffusionGemma pipeline failure." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "DeepSeek tensor dtype/transpose bug is unrelated to an accuracy regression after version upgrade." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only network leakage is unrelated to missing embed_tokens.weight on load." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Passing kwargs to cached_file is a different bug than auto_docstring crashing on future annotations." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "trainer.evaluate() after train() is unrelated to importing Trainer being blocked by datasets." + }, + { + "left": "issue:44451", + "right": "issue:47116", + "accept": false, + "reason": "Model loading failure for one model is unrelated to a streaming pipeline regression." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling with SDPA/FlashAttention is unrelated to lazy cache init causing recompilation." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import failure is unrelated to a backend mapping error for tensorflow_text." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "FSDP2/PEFT optimizer state corruption is unrelated to streaming pipeline behavior." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals is unrelated to an infinite-loop image generation bug." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized models is unrelated to saving Pipeline objects." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leftover dummy classes and noisy logging are unrelated repository hygiene vs runtime behavior issues." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A precision warning on bfloat16 compilation is unrelated to a Bamba torch.compile SDPA failure." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight on load is unrelated to the default 50GB max_shard_size setting." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "A bfloat16 compilation warning is unrelated to a tie_word_embeddings warning in Qwen3.5 fine-tuning." + }, + { + "left": "issue:43827", + "right": "issue:47116", + "accept": false, + "reason": "Documentation still referencing pipeline() is unrelated to a streaming regression in v5." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers are unrelated to Bamba compile/SDPA failures." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Nemotron FlashAttention support is unrelated to a Python version compatibility failure." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 is unrelated to an isolated reproduction of another issue." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "FlashAttention support gating is unrelated to GPT2 attention scaling being ignored." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "An incorrect error message about translation pipelines is unrelated to save_pretrained for Pipeline objects." + }, + { + "left": "issue:44734", + "right": "issue:47116", + "accept": false, + "reason": "KV-cache continuation indexing in serve is a different code path than a general streaming pipeline regression." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A removed API flag is unrelated to a noisy logging message." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty transcription handling is unrelated to importing Trainer with datasets installed." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "PatchTSMixer post_init policy is unrelated to the Trainer import failure." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 model breakage is unrelated to a DeepSeek tensor operation bug." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained on moe models is related to serialization, but not the same as a Qwen3.5 Moe from_pretrained error." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "Missing set_seed in a SAM HQ integration test is unrelated to a CLI completion attribute breakage." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to a degenerate zero-loss classification bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 58, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:29870", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43582", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:46050", + "issue:46077", + "issue:46365", + "issue:46512", + "issue:46877", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:42757|issue:43824", + "issue:36683|issue:43582", + "issue:43064|issue:44380", + "issue:42175|issue:46365", + "issue:43012|issue:44683", + "issue:38617|issue:43502", + "issue:44483|issue:44514", + "issue:43756|issue:44485", + "issue:43618|issue:44380", + "issue:45276|issue:46077", + "issue:43618|issue:43761", + "issue:36010|issue:42757", + "issue:43208|issue:43526", + "issue:44038|issue:44230", + "issue:42994|issue:44655", + "issue:43299|issue:43867", + "issue:44625|issue:46365", + "issue:43352|issue:43937", + "issue:44625|issue:46077", + "issue:43611|issue:44655", + "issue:36683|issue:43475", + "issue:44355|issue:46877", + "issue:44655|issue:46050", + "issue:43976|issue:44938", + "issue:36683|issue:44077", + "issue:44938|issue:47059", + "issue:43867|issue:45216", + "issue:36683|issue:47110", + "issue:46077|issue:46512", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:29870|issue:36296", + "issue:43064|issue:44492" + ], + "prepared_review_unit_hash": "679844cb0651962e3a979f0d2d9cab2269fe15f824ccf9bea9e3ff5219cb39e5", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37269, + "estimated_input_tokens": 9318, + "estimated_eval_tokens": 18892 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate; most are broad theme matches (imports, config, save/load, attention, or version regressions) but they point to different concrete failures and code paths. I\u2019d keep the cluster split and use the most detailed open regression report as the representative issue.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 36683 is the strongest representative: it is open, highly discussed, and has a precise traceback/repro for a concrete model-config regression.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 36683 is the most actionable issue in the set, with clear symptoms, active discussion, and enough detail to anchor triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are ImportErrors, but for different missing symbols in different packages and likely unrelated fixes." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "One is a Gemma3 config attribute error; the other is an Apple Silicon allocator TypeError. No shared code path." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Different subsystems: FSDP/PEFT optimizer-state corruption vs GPT-2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Both mention import/backend problems, but they concern different dependency interactions and failure modes." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Separate compile-time problems: a warning about bf16 precision vs an actual flex_attention failure on newer torch." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "An import path break versus unexpected network calls with local_files_only=True; unrelated behavior." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "One is an OpenAI-style chat/completions API rejection, the other is a processor batching crash." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both involve RoPE, but they are model-specific implementation complaints with different root causes." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output field regression is not the same bug as GPT-2 attention scaling being ignored." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4 issues, but one is embedding resizing and the other is bidirectional-attention masking." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one loses attentions and the other loses hidden_states; they are distinct outputs." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different import symbols and different upstream packages; same symptom class, not same bug." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs are unrelated to a Beit image processor label-reduction defect." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both reference Qwen3-VL-Moe, but one is loading breakage and the other is FP8 inference support." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model save failure and pipeline save_pretrained failure are different serialization paths." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are model-loading regressions, but they describe different broken mechanisms and models." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "A Qwen3.5 label-propagation bug is unrelated to Trainer import failure caused by datasets." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention support gating for Nemotron is unrelated to GLM-5 generation config validation." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Gemma4 bidirectional attention are different configuration bugs." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Model loading with base_model_prefix and pipeline saving with save_pretrained are different code paths." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3 missing vocab_size and SAM3 missing fpn_position_embeddings are separate attribute regressions." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Running compiled Python files and auto_docstring import-time stdout are unrelated issues." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Both involve persistence, but one is Pipeline serialization and the other is sinq quantized model round-tripping." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility reports, but for different versions and different failure modes." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3 config regression is unrelated to patchtsmixer's invalid optional post_init handling." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Python 3.14 import failure and CLI breakage with huggingface_hub 1.22.0 are different environment issues." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both are checkpoint/load issues, but one is about sorted state_dict loading and the other about incorrect saved checkpoints in Qwen3.5." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "Gemma3 config missing vocab_size and special_tokens list handling are unrelated errors." + }, + { + "left": "issue:46077", + "right": "issue:46512", + "accept": false, + "reason": "Gemma4 attention-mask logic and stale config dtype after from_config are different bugs." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "A CLIP output regression does not match a Qwen3.5 save_pretrained checkpoint bug." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing config attributes, but for different models and different attribute semantics." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generate() decoder_attention_mask bug is unrelated to tensor-parallel training issues." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "A major optimizer-state corruption report is not the same as a cache-strategy typo." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 59, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:33453", + "issue:36296", + "issue:41669", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44855", + "issue:44908", + "issue:44964", + "issue:45125", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45850", + "issue:46202", + "issue:46285", + "issue:46365", + "issue:46617", + "issue:46664", + "issue:46851", + "issue:47000", + "issue:47110" + ], + "soft_pairs": [ + "issue:43010|issue:45278", + "issue:43992|issue:45310", + "issue:44075|issue:46365", + "issue:44908|issue:46851", + "issue:44393|issue:47000", + "issue:43867|issue:46202", + "issue:29870|issue:33453", + "issue:44355|issue:44855", + "issue:36296|issue:43575", + "issue:43010|issue:45850", + "issue:41669|issue:44246", + "issue:43867|issue:45375", + "issue:42890|issue:45561", + "issue:43618|issue:44077", + "issue:43010|issue:43976", + "issue:43992|issue:45478", + "issue:43867|issue:45357", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:43502|issue:44062", + "issue:42890|issue:44112", + "issue:42898|issue:46664", + "issue:44222|issue:45125", + "issue:44734|issue:46617", + "issue:43723|issue:44556", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:45850|issue:47110" + ], + "prepared_review_unit_hash": "812f8d98f45b6c3ab7a3996fb2e2e8e423361e52ed5a33dd0b6780625924427b", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36312, + "estimated_input_tokens": 9078, + "estimated_eval_tokens": 18412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The packet is mostly heterogeneous. The only clear issue-level duplicate cluster is the Qwen3.5 MoE `from_pretrained` pair `45310`/`45478`; `43992` is not part of that cluster because it is about `UMT5Encoder.from_pretrained` missing `embed_tokens.weight`. A second, weaker similarity exists around import-time slowdown (`41669`/`44246`), but most other pairs are distinct bugs or regressions.", + "confidence": 0.78, + "canonical_issue_reason": "`issue:45310` is the earliest concrete report of the Qwen3.5 MoE `from_pretrained` failure, and `issue:45478` is the same title later. `issue:43992` should not be the canonical duplicate target here because it describes a different UMT5 `embed_tokens.weight` issue.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45278` is the broadest representative of the upgrade/regression subset in this packet, but it should be treated only as a loose umbrella issue, not as a duplicate target for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Related only at a very broad regression level: cache `update()` no-grad decoration vs a generic post-upgrade import-error report." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different bugs: `43992` is `UMT5Encoder.from_pretrained` missing `embed_tokens.weight`, while `45310` is a Qwen3.5 MoE `from_pretrained` error." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Unrelated failures: SGD args ignored vs importing `Trainer` failing due to `datasets` interaction." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Different code paths: scheduler kwargs handling vs Qwen3.5 variable-length `position_ids` behavior." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Both are model/vision bugs, but the concrete failures differ: Qwen3-VL bbox output vs RTDetr loss infeasibility." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Both involve loading/roundtripping, but one is sorted `state_dict` loading and the other is Gemma pipeline token roundtrip behavior." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Different bugs: BART generation `decoder_attention_mask` initialization vs tokenizer loading regression." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import-time failures, but the concrete causes differ: compiled Python files vs Python 3.13 TorchScript parsing/IndentationError." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a training bug and the other is OOM while loading Qwen2-57B-A14B-Instruct." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Too broad to merge: cache update decoration vs a vague complaint that v5 breaks many models." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both point to the same import-time slowdown symptom; `41669` gives the specific `import *` root cause and `44246` reports the same user-visible regression." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different loading/config problems: sorted model loading vs a missing `Qwen3_5MoeVisionConfig` field." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Different test flakes: missing `set_seed()` in SamHQ integration tests vs xdist race on `captured_info.txt`." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Unrelated model-specific issues: CLIP attentions assignment vs `patchtsmixer` `post_init` semantics." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Different bugs: cache no-grad decoration vs Python-version compatibility in Transformers 5.1.0." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "`43992` is UMT5 `embed_tokens.weight` missing, not the Qwen3.5 MoE `from_pretrained` failure described by `45478`." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Different issues in loading vs `save_pretrained` writing incorrect visual encoder keys." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Different import/load problems: missing PyTorch dependency vs tokenizer-loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both involve CLIP internals, but one is missing attentions assignment and the other is structural API inconsistency in text models." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Different modeling topics and failure modes: DSA indexer discussion vs DeepSeekV3 implementation divergence." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Different bugs: flaky SamHQ tests vs Phi-4 multimodal model loading failure." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Different APIs: `local_files_only` still making requests vs `AddedToken` keyword collision." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different CI/test issues: missing seed setup vs stale device override race in GraniteSpeech." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Unrelated behavioral changes: v5 tokenization cleanup semantics vs SmolVLM video-frame meaning." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Different tensor-parallel/serialization problems: FP8 `save_pretrained` vs missing `_tp_plan`." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "Different runtime failures: KV-cache continuation indexing vs trust-remote-code cache `FileNotFoundError`." + }, + { + "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; not the same code path." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Different problems: `local_files_only` behavior vs GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Different component failures: missing image-patch helper vs cache loading `FileNotFoundError`." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "One side is a vague upgrade complaint and the other is a specific special-tokens type error; no concrete shared bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the summary is not grounded in the packet. The biggest problem is that `issue:43992` is not a Qwen3.5 MoE `from_pretrained` report at all; its title is `UMT5Encoder.from_pretrained misses embed_tokens.weight`, so the canonical duplicate claim to `45310`/`45478` is overstated. More generally, the listed `accept=true` soft-edge verdicts are not conservative enough given the packet evidence, especially the 43992 pairings." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 60, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43576", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:43824|issue:46617", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:45125|issue:45478", + "issue:44387|issue:44556", + "issue:42548|issue:44351", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:30990|issue:31795", + "issue:44355|issue:44749", + "issue:43827|issue:44961", + "issue:43502|issue:44961", + "issue:43502|issue:44222", + "issue:46664|issue:46726", + "issue:43010|issue:43232", + "issue:30333|issue:36296", + "issue:43299|issue:44556", + "issue:29870|issue:31795", + "issue:33453|issue:34689", + "issue:44355|issue:45071", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:43576|issue:47059", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:43576|issue:43824", + "issue:44315|issue:44360", + "issue:44485|issue:44961", + "issue:44351|issue:46617", + "issue:43352|issue:44961", + "issue:36296|issue:43901", + "issue:43475|issue:46617", + "issue:46143|issue:46144", + "issue:41628|issue:42548", + "issue:44222|issue:44230", + "issue:45375|issue:47110", + "issue:44315|issue:46209", + "issue:43525|issue:47110" + ], + "prepared_review_unit_hash": "564b5599bf8ca3b197a5acd3bf6313d6bed1b83fc039db61405b9cd0dd117c0e", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38540, + "estimated_input_tokens": 9635, + "estimated_eval_tokens": 19526 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: import errors, loading regressions, docs issues, FP8/tensor-parallel bugs, and unrelated CLI/model-specific problems. None of the soft pairs look like the same underlying bug or change, so all should be rejected as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "If a single issue must anchor the set, issue 43576 is the broadest user-facing regression and has the most discussion/references, but it is still not a safe canonical for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Both are import/loading complaints, but one is a missing transformers symbol and the other is a cache/trust_remote_code FileNotFoundError." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Different code paths: cache/layer update decoration vs a dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "One is a broken v5 env command; the other is AttentionInterface.register behavior changing. Same area, not the same bug." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both touch Qwen3.5/MoE loading, but one is missing tensor-parallel plan and the other is a from_pretrained failure; too broad to merge." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Different regressions: int4 CUDA memory/OOM vs checkpoint reload compatibility after upgrade." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different public symbols and likely different export/packaging causes." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow job reporting vs tokenizer loading regression are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Tensor-parallel plan support vs a missing config field under @strict are different bugs." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hang vs forward-argument documentation confusion." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and a data-filtering slowdown after upgrade are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs reference cleanup vs an unrelated placeholder issue title." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Local-files-only network leakage vs an unrelated placeholder issue title." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Offline loading bug vs FP8 save_pretrained/moe behavior; different code paths." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Both are processor-related, but one is video num_frames semantics and the other is missing-vision-backend error handling." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "No common underlying bug: no_grad decoration for cache updates vs generation kwargs update after sync_gpus." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow failure reporting and tensor-parallel training bugs are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL/MoE loading breakage vs general checkpoint reload incompatibility; not the same concrete failure." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "An UnboundLocalError in generate() is unrelated to documentation confusion about forward arguments." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression vs model loading failure for a specific Llama vision model; different failures." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled file execution errors and PretrainedConfig type-checking regressions are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing huggingface_hub symbol vs broken transformers env command; dependency-related but not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI/env breakage vs config type-checking regression are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "Both affect CLI/test execution, but one is env command breakage and the other is a huggingface_hub 1.22.0 completion API incompatibility." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation wording issue vs import failure for layer_type_validation." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder title vs Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:44315", + "right": "issue:46132", + "accept": false, + "reason": "Liger Kernel not applied under model_init vs AttentionInterface.register behavior change are different issues." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Different import/load failures: HybridCache symbol export vs trust_remote_code cache loading FileNotFoundError." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash Attention support gap for Nemotron vs unrelated placeholder title." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug vs pipeline docs mentioning return_all_scores; unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM 3 video attribute error vs cached trust_remote_code FileNotFoundError." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "kwargs forwarding in RoFormer methods vs attention interface integration; same subsystem, but not the same concrete bug." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Two different missing imports; likely related to exports, but not one bug." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained bug vs FP8 inference support request; different operations." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "Missing config field under strict loading vs list-vs-dict special_tokens error; unrelated." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel application bug vs FP8 inference failure on B200; different feature areas." + }, + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Llama4Config missing pad_token_id vs special_tokens list/object shape error; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 61, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43867", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45341", + "issue:45362", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46664", + "issue:47059", + "issue:47110", + "issue:47176" + ], + "soft_pairs": [ + "issue:43867|issue:47110", + "issue:44485|issue:46664", + "issue:45362|issue:45850", + "issue:43673|issue:44492", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44360|issue:46664", + "issue:44273|issue:45003", + "issue:41669|issue:43673", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:44393|issue:45753", + "issue:43525|issue:45850", + "issue:44230|issue:46095", + "issue:43572|issue:45850", + "issue:44556|issue:45092", + "issue:44492|issue:45850", + "issue:45850|issue:47059", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43576|issue:44908", + "issue:43576|issue:47176", + "issue:43352|issue:44393", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44492|issue:46328", + "issue:41669|issue:44351", + "issue:44704|issue:44908", + "issue:41669|issue:45341", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43976|issue:47176", + "issue:44485|issue:47176" + ], + "prepared_review_unit_hash": "e3b9d83b085e39da71d4088f911271d63a78a777001045292177e5c2217e3e39", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 39030, + "estimated_input_tokens": 9758, + "estimated_eval_tokens": 19772 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated issue reports with only superficial title similarity around v5 regressions, import/loading problems, and model-specific bugs. I would not merge any of the soft pairs; they do not look like the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the broadest umbrella-style report in the set, but it is too vague to serve as a true duplicate canonical; the rest are mostly distinct, model- or subsystem-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "Different failures: sorted state_dict loading vs special_tokens being a list without keys(). Same general area (model loading/config handling), but not the same bug." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "Unrelated topics: GLM-5 RoPE implementation vs video processor num_frames semantics." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5-35B chat crash is a specific model/runtime bug; 45850 is a broad complaint about many models breaking after v5. Not the same issue." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Cache-missing regression in generation vs a typo in cache strategy docs/text. Different underlying problem." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing files in processor.save_pretrained is a concrete save bug; 45230 is a generic placeholder report with no matching specifics." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading malfunction vs TensorFlow backend error caused by tensorboard-only install. Distinct code paths." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both involve Qwen3_5/Qwen3-VL Moe, but one is a model bug and the other is missing tensor-parallel plan support. Not the same concrete fix." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA indexer ReLU discussion vs video processor frame-count meaning. Unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading not working and unsafe sys.modules access may be adjacent, but they are described as different bugs with different failure modes." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import star performance regression vs GenerationMixin cache missing. Same broad import/generation area, but not the same bug." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding-box output issue vs PretrainedConfig type-checking breakage. Different subsystem and symptom." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env command vs checkpoint reload compatibility regression. Both version-related, but not the same problem." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3.5/Qwen3-VL visual-model reports, but one is bbox hallucination and the other is an infinite loop on a specific image. Too different to treat as one bug." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Llama4Config pad_token_id AttributeError is a concrete config bug; 45850 is a vague umbrella complaint." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support request for Qwen models vs weight-conversion-script question for DeepSeekV4. Different models and asks." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx is a specific config regression, not the same as the broad v5 complaint." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are upgrade compatibility regressions, but one is general checkpoint reload failure and the other is remote-code/meta-init incompatibility for InternVL2. Not the same code path." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "Typo in cache strategies is a naming/docs issue, not the same as the broad v5 breakage report." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "Broad v5 breakage complaint vs CLI test failure caused by huggingface_hub 1.22.0 API change. Different root causes." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 behavior settings API vs cache strategy typo. Unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-star slowdown vs inability to import a specific Qwen3_5ForCausalLM module. Both mention import, but not the same bug." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "sam3_video/model-type warning vs Liger Kernel not applied with model_init. Different subsystems." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import-transformers slowness and lazy loading failure are related only at a high level; the issues describe different symptoms and likely different fixes." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in SAM HQ tests vs inverse_sqrt scheduler kwargs ignored. Different areas entirely." + }, + { + "left": "issue:43576", + "right": "issue:45850", + "accept": false, + "reason": "Broken env command and broad v5 breakage are not the same underlying defect." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern loading after v5 changes, but one is generic checkpoint reload and the other is specific remote-code/meta-init incompatibility. Not a duplicate." + }, + { + "left": "issue:44492", + "right": "issue:47059", + "accept": false, + "reason": "Cache strategy typo vs CLI completion API breakage. Unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star slowdown vs cannot import HybridCache. Both are import-related, but the bugs are different." + }, + { + "left": "issue:44273", + "right": "issue:46328", + "accept": false, + "reason": "Lazy loading malfunction vs SequenceFeatureExtractor.pad performance issue. Different code paths." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Nemotron Flash Attention 2 unsupported vs Qwen3-VL bounding-box hallucination. Different model and failure." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer access error is concrete; 45230 is too generic to match it." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained writes wrong tokenizer_class; 45230 has no specific matching description." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility issue vs Qwen3-VL 2D bbox output bug. Unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling vs PretrainedConfig type checking. Different areas and fixes." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache strategy typo vs sequence feature extractor padding performance. Not the same issue." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star performance regression vs missing HybridCache import. Similar surface area only." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python 3.9/3.10 compatibility vs a specific module import failure. Different root causes." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "patchtsmixer post_init policy bug vs _get_tied_weight_keys AttributeError on list input. Both touch model init internals, but not the same bug." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion for forward args vs tokenizer loading regression. Completely different topics." + }, + { + "left": "issue:43976", + "right": "issue:47176", + "accept": false, + "reason": "Python version compatibility vs shell allowlist bypass security issue. Unrelated." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "RoPE implementation discussion vs shell command-substitution bypass. No overlap in underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 62, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43704", + "issue:43976", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218", + "issue:46655", + "issue:46894", + "issue:47059", + "issue:47110", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:44360|issue:45468", + "issue:43576|issue:44273", + "issue:43519|issue:46655", + "issue:44315|issue:44829", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:44485|issue:47177", + "issue:43519|issue:44485", + "issue:45468|issue:46894", + "issue:44655|issue:44861", + "issue:43976|issue:47177", + "issue:43576|issue:46218", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:45850|issue:47177", + "issue:45850|issue:47176", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:46218|issue:47177", + "issue:46018|issue:46172", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:43352|issue:46218", + "issue:44351|issue:46218", + "issue:44861|issue:47110", + "issue:42913|issue:43066", + "issue:44861|issue:47059", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44998|issue:47177", + "issue:44998|issue:47176", + "issue:44492|issue:44998", + "issue:44998|issue:45850", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:29870|issue:31515" + ], + "prepared_review_unit_hash": "d7a5e652bac9edb58496367e21613c19d3501fe67f2fa129ee584379bf678ee3", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 45, + "serialized_chars": 40462, + "estimated_input_tokens": 10116, + "estimated_eval_tokens": 20488 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab bag of unrelated issues. A few pairs share broad themes (flash-attention requests, tokenizer-v5 regressions, DeepSeek-v4 reports), but none are strong enough to merge as true duplicates under a strict same-bug/same-change standard.", + "confidence": 0.72, + "canonical_issue_reason": "#45250 is the broadest, most generic feature request in the set (\u201cFlash Attention 2.0\u201d), so it is the best issue-level anchor for the small FA2-related theme here.", + "canonical_pr_reason": null, + "best_issue_reason": "#45250 is the most representative single issue: generic topic, no model-specific narrowing, and the closest thing to a hub among the listed items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Different models and different internals: DSA indexer ReLU vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "One is a broken CLI env command in v5; the other is a lazy-loading bug. Same project area, but not the same concrete bug." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Both are processor bugs, but for different models and different calculations (timestamps vs padding)." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger-kernel application during model_init and flash-attention-3 training degeneration are separate training-path issues." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained regression; no concrete overlap." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading and inverse_sqrt scheduler kwargs are unrelated subsystems." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "RoPE implementation issue vs shell-operator RCE vulnerability; completely different code paths." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Processor timestamp math for Qwen3VL vs GLM-5 RoPE implementation are different model-specific bugs." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma-4 audio positional encoding and CohereASR double-shift training loss are unrelated model bugs." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving pipeline objects and tied-weight-key handling are both serialization-adjacent, but not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:47177", + "accept": false, + "reason": "Python-version compatibility issue vs arbitrary file write/RCE vulnerability; no overlap." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env command and missing Qwen3_5ForCausalLM import are distinct CLI/import failures." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp bug vs scheduler kwargs bug; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/perf issue and multi-thread VRAM leak are different concerns." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion about forward inputs/past_key_values vs a model-loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "Broad regressions from v5 vs shell command injection vulnerability; different problem classes." + }, + { + "left": "issue:45850", + "right": "issue:47176", + "accept": false, + "reason": "General v5 breakage vs command-allowlist bypass; not the same change or bug." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are separate model-specific issues." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak under dataloader threads vs RoPE implementation bug; unrelated." + }, + { + "left": "issue:46218", + "right": "issue:47177", + "accept": false, + "reason": "Missing model import vs security file-write vulnerability; no shared code path." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 shared-expert gating vs a specific tensor transpose issue are different bugs in the same family." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network request bug vs Qwen3VL timestamp calculation bug; unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API migration warning vs VRAM leak; different domains." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "General v5 breakage report vs missing Qwen3_5ForCausalLM import; too broad to be the same bug." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Different processor/save_pretrained problems affecting different behaviors." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "GLM-MoE DSA indexing and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA layer-norm epsilon precision issue vs Gemma-4 audio positional encoding; not the same underlying bug." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio continuous batching support and DeepSeek-V4 weight-conversion question are different feature requests." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor timestamp bug and VRAM leak in multi-threaded dataloading are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "FA2 support for NemotronHForCausalLM vs missing Qwen3_5ForCausalLM import; different models and failures." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but for different symbols/modules and likely different fixes." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "AttributeError on tied-weight keys vs special_tokens list/dict mismatch; same error shape, different code path." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both concern tokenizer v5 behavior, but one is broad regression chatter and the other is a specific decoder-type error; insufficient evidence of the same concrete bug." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Serialization helper crash vs cli test failure from huggingface_hub API change; unrelated." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but one is a GPT2LMHeadModel-specific support request and the other is a generic headline; not enough to prove the same concrete change." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Learning-rate scheduler kwargs bug vs unrelated issue titled 'Unemployment'." + }, + { + "left": "issue:44998", + "right": "issue:47177", + "accept": false, + "reason": "No meaningful relation between the titles or affected code." + }, + { + "left": "issue:44998", + "right": "issue:47176", + "accept": false, + "reason": "No meaningful relation between the titles or affected code." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Typo in cache strategies vs unrelated issue titled 'Unemployment'." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "No real overlap beyond both being issue titles in the repo." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight helper crash vs chat-template crash with tool calls; different code paths." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Both are loading/import-related, but one is slow from_pretrained loading and the other is a missing import symbol." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request vs processor.save_pretrained missing files; unrelated." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both are Flash Attention 2.0 requests, but for different models and support paths; not the same concrete bug/change." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate() decoder_attention_mask crash vs slow checkpoint loading; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 63, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:36296", + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43298", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:45310", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:31515|issue:36296", + "issue:30333|issue:31515", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43668|issue:43813", + "issue:43240|issue:43668", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "9158a17e39f68786e633aa66afaae19a35dd1706e202f11e0ced8b5a88bd4b13", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989782, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 17, + "serialized_chars": 14007, + "estimated_input_tokens": 3502, + "estimated_eval_tokens": 7260 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it mixes unrelated bugs, doc issues, model-specific feature gaps, and loading/runtime problems across different components. None of the soft-similarity pairs look like the same underlying fix.", + "confidence": 0.19, + "canonical_issue_reason": "No strong canonical duplicate emerges from the group. If one issue must represent the cluster, issue 45310 is the most concrete code-path bug, but it is not actually a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the best standalone issue here because it describes a specific reproducible failure in a concrete model loading path; however, it should not be treated as the cluster's duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Unrelated problems: slow checkpoint loading vs tensor-parallel training bug. Different symptoms, code paths, and fixes." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow failure reporting is unrelated to slow from_pretrained checkpoint loading." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "One is a performance/loading issue, the other is documentation clarity for forward arguments." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5/MoE, but one is fp8 inference support and the other is a from_pretrained loading error; not the same concrete bug or change." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model support is a serving/runtime feature gap, not the same issue as fp8 Qwen model support." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are separate model implementations with different fixes." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared expert gating are unrelated model bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Incorrect type hint for norm_eps is unrelated to tokenizer regex warning behavior." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Missing use of ignore_value and kwargs not passed to loss calculation are different training/loss bugs." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-function kwargs propagation is unrelated to RoFormer's attention-interface implementation." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Different subsystems entirely: segmentation loss handling vs tokenizer warnings." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "These affect different model code paths and do not share a single fix." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A missing ignore_value usage is unrelated to a typo in a quantization option string." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect config type hint and a quantization-typo fix are not the same underlying bug." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss-function kwargs plumbing and config type annotations are unrelated." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "RMS-norm question for Llama4TextL2Norm is unrelated to ModernBERT norm_eps typing." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former loss handling and ModernBERT config typing are separate issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "9b36f9e34420c9bbb6ed89f5b7c8f2887cd24ea6da7d2ab4a33cf9cb9e4f65c3", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are about unrelated feature requests: tokenizer truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word timing offsets. None look like duplicates of the others.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue for deduping, because the issues describe separate feature requests in different areas with no shared concrete problem statement.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must be picked as the representative of this cluster, issue #10519 is the cleanest standalone feature request with the most specific, self-contained scope; however, it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different features: token truncation direction vs extracting word time offsets in Wav2Vec2. No same underlying bug or change." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated topics: truncation behavior vs learning-rate scheduling functionality. They do not describe the same problem." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Distinct requests in separate subsystems: scheduler feature vs Wav2Vec2 timing offsets. No plausible duplicate relationship." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "5ed50c17f1e3665cdd632d8cb8ab3bd85814264b1d8095982d7fb6af0eb8381b", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one reports Tapas tokenization mismatch, one reports a bad auth-related download error for private models, and one reports a generic model-load failure for bert-base-uncased.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:16618 is the broadest user-facing failure report and the most plausible cluster anchor, but it still does not match the tokenization or private-download-auth issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization mismatch and generic bert-base-uncased loading failure are different code paths and symptoms." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Private-model login/download error messaging is a different bug from a generic model-load failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "acd50f9ab6478ce9ee3024f342a941b9f3058dd4f0fd5a1c07129bb6ca7ba678", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1588, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1588, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated open feature-request issues: one for Flash Attention 2 support across more architectures, and one for GGUF support across more architectures. The shared wording is generic, but the requested changes target different code paths and are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a canonical duplicate target here; the requests describe different features and should remain separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Both are community-contribution feature requests, but they address different functionality (Flash Attention 2 vs GGUF support). Shared subsystem wording is too broad to indicate 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": 5, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-9", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:43834|issue:46931", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44365|issue:46931", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:44370|issue:46931", + "issue:46222|issue:46226", + "issue:46222|issue:46931", + "issue:46226|issue:46931" + ], + "prepared_review_unit_hash": "a1531ce5bac9c544a47cbd8ec1e87e5d44f30f2217312c7b1ded11b2add2cf8a", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15975, + "estimated_input_tokens": 3994, + "estimated_eval_tokens": 8244 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15975, + "estimated_input_tokens": 3994, + "estimated_eval_tokens": 8244 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is a mixed cluster: the Turkish, Spanish, and Romanian translation requests are separate issues, while the placeholder-title and Thai-titled entries look like near-identical duplicates of the same autogenerated translation-template issue.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43834 is the best anchor for the near-identical placeholder/template subgroup: it is one of the earliest, most central issues with the same generic title/body pattern as 44365 and 44370.", + "canonical_pr_reason": null, + "best_issue_reason": "43834 is the strongest representative of the duplicate template-spam subgroup, but it should not be used to represent the language-specific translation requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language request (Turkish vs generic placeholder); same broad docs-translation theme, but not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language request; only the docs-translation template overlaps." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish request is distinct from the generic placeholder template issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages; not the same issue." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish translation requests are separate issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish request is distinct from the generic placeholder template issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish request is distinct from the generic placeholder template issue." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages; not the same issue." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish request is distinct from the generic placeholder template issue." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request is distinct from the generic placeholder template issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian request is distinct from the generic placeholder template issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian request is distinct from the generic placeholder template issue." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Romanian translation request is unrelated to the Thai-titled duplicate subgroup." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian translation request is unrelated to the Thai-titled duplicate subgroup." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder title/body pattern; near-identical duplicate template issue." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same generic placeholder title/body pattern; near-identical duplicate template issue." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": true, + "reason": "Near-identical autogenerated content and same underlying duplicate template issue." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": true, + "reason": "Near-identical autogenerated content and same underlying duplicate template issue." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": true, + "reason": "Very high textual similarity; likely the same autogenerated duplicate template issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder title/body pattern; near-identical duplicate template issue." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": true, + "reason": "Very high textual similarity; likely the same autogenerated duplicate template issue." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": true, + "reason": "Very high textual similarity; likely the same autogenerated duplicate template issue." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": true, + "reason": "Very high textual similarity; likely the same autogenerated duplicate template issue." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": true, + "reason": "Very high textual similarity; likely the same autogenerated duplicate template issue." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": true, + "reason": "Very high textual similarity; likely the same autogenerated duplicate template issue." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": true, + "reason": "Very high textual similarity; likely the same autogenerated duplicate template issue." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Identical title and near-identical body; clear duplicate." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": true, + "reason": "Very high textual similarity; likely the same autogenerated duplicate template issue." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": true, + "reason": "Very high textual similarity; likely the same autogenerated duplicate template issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: it conservatively separates the language-specific translation requests from the high-similarity template subgroup, and the accepted soft pairs are supported by the strong Jaccard similarity signals. The verdicts avoid overclaiming except for mild 'likely' language, which is appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36718-21", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:42954", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653", + "issue:47004" + ], + "soft_pairs": [ + "issue:36718|issue:47004", + "issue:36718|issue:41115", + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36817|issue:42954", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42954", + "issue:42738|issue:45027", + "issue:42503|issue:42738", + "issue:42738|issue:42954", + "issue:42738|issue:46653", + "issue:42954|issue:44205", + "issue:42954|issue:43671", + "issue:42954|issue:45177", + "issue:42954|issue:46653", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "90f3e6284c17c101ab1021dcc54518c52cad6fed6f13a9379d8a409170530a79", + "component_budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28618, + "estimated_input_tokens": 7155, + "estimated_eval_tokens": 14566 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28618, + "estimated_input_tokens": 7155, + "estimated_eval_tokens": 14566 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The soft links are mostly superficial \u201cadd model\u201d or same-subsystem similarities; the issues cover different models, architectures, and tasks, so none are true duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "No exact duplicate cluster emerges; if one issue must represent the group, issue 46133 is the most representative single request because it is well-scoped and heavily discussed.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46133 is the strongest standalone representative: detailed, specific, and among the most discussed model-request items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "Related keypoint-matching domain, but RoMa and LoMa are different methods and not the same request." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Different model families and tasks: keypoint matcher vs MiniCPM3 architecture support." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model requests: EuroBert config vs DEIMv2." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "Different models and tasks: EuroBert vs Qwen3-TTS." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Different model requests: EuroBert config vs RF-DETR." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "Different model families: EuroBert vs XiaoMi MiMo." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "Different detection model requests: RF-DETR vs DEIMv2." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "Different tasks: object detection vs audio model support." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "Different model types: RF-DETR vs sparse transformer request." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "Different tasks: object detection vs ASR support." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "Different tasks: object detection vs TTS support." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "Different model requests: NeoBERT vs Qwen3-ASR." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "Different model requests: NeoBERT vs weight-sparse transformer." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "Different model requests: NeoBERT vs audio model support." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "Different model requests: RF-DETR vs NeoBERT." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "Both are model-addition requests, but for different models and code paths." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "Different model requests: MiniCPM3 architecture vs Qwen3-ASR." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "Different model requests: MiniCPM3 architecture vs sparse transformer support." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "Different model additions: MiniCPM3 architecture vs ModernVBERT." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "Different model requests: MiniCPM3 architecture vs Voxtral TTS support." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "Different tasks: DEIMv2 vs Qwen3-TTS." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "Different tasks and models: ModernVBERT vs Qwen3-ASR." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "Different tasks and models: ModernVBERT vs Qwen3-TTS." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "Different model families: ModernVBERT vs XiaoMi MiMo." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "Different domains: BERT-like RoPE support vs Voxtral TTS." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "Related language-model theme, but one is adding a model and the other is adding RoPE support." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "Different model requests: BERT-like RoPE support vs MiMo." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "Unrelated: RoPE support request vs a non-technical/person issue." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "Different model requests: MiMo vs SAM3-LiteText." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "Different tasks: MiMo vs Qwen3-TTS." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "Different model requests: MiMo vs DeepSeek-OCR2." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "Unrelated: model request vs a non-technical/person issue." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Same broad speech area, but ASR and TTS are different concrete requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Different model requests: TTS support vs sparse transformer." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Both are speech-related, but they target different models and changes." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Different tasks: TTS support vs OCR model." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Both are audio-related, but ASR support and LFM2.5 Audio are different model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Different domains: ASR support vs EUPE vision-language encoder." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Different model requests: ASR support vs sparse transformer." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "Different model requests: audio model vs SAM3-LiteText." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "Different changes: adding an audio model vs tweaking Granite attention/sink behavior." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Different model requests: sparse transformer vs EUPE." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Both are speech-model requests, but for different concrete models and implementations." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "Different tasks and models: NeoBERT vs Voxtral TTS." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Different tasks: ASR support vs OCR model." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "Both are model-addition requests in vision-language, but for different models and changes." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "Unrelated: model request vs non-technical/person issue." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Unrelated: model request vs non-technical/person issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "7a45a3c03737267fcb55670829bbcc66052a5f251267ff702b4658678e9c5785", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are unrelated: one is a documentation request for adding Pruna to an optimization-framework list, while the other is a technical Vision RoPE refactor. They should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and different artifact intent: docs/benchmark listing versus a vision-model positional encoding refactor. No evidence they describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "7ae7d426f8aff52691d66862cadc6117988c1bd518276f3a859499fe9dfdc47c", + "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 are not duplicates: one is about block decoding, the other is about DeepSeek v3.2 support. No shared code path or concrete change is evident.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the titles and available metadata point to different requests with no shared targets, filenames, or evidence of the same underlying bug/change.", + "canonical_pr_reason": null, + "best_issue_reason": "43037 is the clearer representative issue only because it is more specific and actionable; 41084 is terse and ambiguous. That said, neither issue is a duplicate of the other.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Reject: 'Set Block Decoding' and 'DeepSeek v3.2 support' describe different topics and likely different work items, with no evidence they refer to the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "a94b98c87c1fd1f18ffbcc9702de6580bec75136925c2813f4a3a9d75bcc2833", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated feature requests: one asks for a `from_pretrained()` flag for TiledFusedLogitsLoss/LigerFusedLinearCrossEntropy, while the other proposes integrating TiledMLP to reduce memory footprint. They share a broad performance-oriented theme but not the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 41306 is the more specific, implementation-ready request centered on a concrete API change (`from_pretrained()` flag) for a named loss function, making it a better anchor for triage than the broader TiledMLP memory-footprint proposal.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41306 is the best representative because it describes a narrowly scoped, actionable change with a clear target component and expected behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different features in different areas: one concerns a pretrained loading flag for fused logits/loss handling, the other concerns integrating TiledMLP for memory reduction. Similar high-level motivation is not enough to treat them as the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "7a224ea4bb1b90a8caf4b45e9908faeb3269590962a7a11e99baa0101523128e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related to Trainer customizability, but they describe different problems: one is about `remove_unused_column`, the other about FLOPS estimation for custom trainers.", + "confidence": 0.94, + "canonical_issue_reason": "issue #43598 is the broader Trainer customizability problem and is the better representative for this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #43598 is the clearest standalone issue to keep as the representative item; it focuses on a specific Trainer customization behavior rather than a narrower metric-estimation concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They share a general theme around custom trainers, but the underlying bugs differ: one concerns `remove_unused_column` behavior, the other concerns FLOPS estimation. They would not plausibly be merged as the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "87d64e21cd6e66f77b7740e5bb371e91e007b4481db0c36c3b3c6b32782cc623", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are closed feature requests about adding missing model support, but they target different Qwen variants and different registration surfaces, so they should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43684 is broader and more central: it requests registering Qwen3-Omni with AutoModel and AutoModelForConditionalGeneration, which is the main model-loading path covered by the request.", + "canonical_pr_reason": null, + "best_issue_reason": "43684 is the best representative because it describes the general registration gap more cleanly and at a higher level than the more specialized Qwen3.5 sequence-classification request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "They are related only at a high level: both ask for missing auto-class support, but one is for Qwen3-Omni registration in generation/model classes and the other is for Qwen3.5 sequence-classification support. Different model family, different task, and not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "14a6dc9f0d78ec8f5798a27459c5579508fbf0f296d9179fc321e7e771b1b72e", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues share the same exact title \"huggingface \" and were created close together, so they likely describe the same report; \"Fett\" looks unrelated and should stay separate.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 43845 is the earliest of the near-identical \"huggingface \" reports, so it is the best cluster representative.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the clearest duplicate anchor in the cluster because it is the first of the matching-title issues and has the same sparse signal as 43846 and 43859.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no shared evidence beyond generic soft similarity; not enough to treat as the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no concrete overlap in body, files, or targets." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no concrete overlap in body, files, or targets." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same exact title \"huggingface \" and very close creation time; they appear to be duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title \"huggingface \" and the same sparse content signal; likely duplicate reports." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title \"huggingface \" with no distinguishing evidence, so they likely refer to the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet: the three \"huggingface \" issues share the same title, while 43835 is distinct. The soft-edge decisions stay conservative enough, and the canonical/anchor choice is reasonable given the earliest matching-title report." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-6", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937", + "issue:47036" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:47036", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:47036", + "issue:44572|issue:44937", + "issue:44573|issue:47036", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "42c6b5400baf3f2f2ed158c631a022bcff05c195287c4a4b36b1894f2e50e849", + "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": "These are mostly spammy or placeholder issues with no substantive bodies, targets, or filenames. There is no convincing duplicate cluster; the only plausibly legitimate item is #47036, but it still lacks enough detail to merge with anything else.", + "confidence": 0.92, + "canonical_issue_reason": "#47036 ('Community benchmark tip') is the only issue that looks like a real product/community report rather than spam or a placeholder title.", + "canonical_pr_reason": null, + "best_issue_reason": "#47036 is the strongest standalone issue because it has at least some discussion activity and a plausible non-spam title.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are just '' with no body detail; similarity is purely superficial." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are just '' with no actionable description or shared concrete bug." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam, the other is a generic documentation suggestion; no evidence they describe the same issue." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder versus a community benchmark tip; titles are unrelated in substance." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus a specific quoted title; no shared underlying problem is visible." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation enhancement and spam placeholder are not the same underlying report." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic docs suggestion versus spam placeholder; no concrete overlap beyond being low-detail issues." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but there is no actual bug/change description to confirm a duplicate underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder and benchmark tip do not point to the same concrete issue." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus a specific titled issue; no shared factual content to unify them." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder and benchmark tip are not evidently the same report." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus quoted-title issue; similarity is too weak to accept." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "978cef8bedb0ac4b1580c77c2b2cae0ba35d8070ec1f89acd30dc9b37c723a28", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are highly similar, but the evidence in the packet is not strong enough to treat them as confirmed duplicates. Issue 45145 remains the best canonical issue because it is earlier and already has an inbound reference, while 45151 is best treated as a likely related/high-similarity report rather than the same report.", + "confidence": 0.78, + "canonical_issue_reason": "Pick issue 45145 because it is the earlier report and has the only inbound reference; the pair looks highly similar, but the available evidence stops short of proving the bodies are the same.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45145 is the strongest issue to keep as canonical since it is the earliest submission and has slightly better linkage metadata.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "The titles match and the bodies are similar in length, but the packet only provides soft-similarity evidence and no content-level comparison. That is enough to mark them as likely related, not enough to confirm the same underlying report." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The grounding is mostly fine for choosing 45145 as the earlier canonical issue, but the duplicate claim is overstated. The packet only shows identical titles, similar body lengths, and a soft-similarity signal; it does not establish that the bodies are effectively the same or that these are near-exact duplicates. Given deterministic_accept is false and there is no body-content comparison, the soft-edge verdict should be phrased more conservatively as likely related/high-similarity rather than accepted as the same report." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "ee8bb7b005f91e42334abeb9359a2a8e4977ffb7c359b278bdac5c6a5e8a3cf2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues do not look like duplicates or the same underlying bug/change; they are empty, non-technical reports with unrelated person-name titles and no shared targets or file/context evidence.", + "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": "Reject: the titles are different personal-name/date strings, both bodies are empty, and there is no issue text, target, or file evidence indicating the same problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "24a2775658124d1e4c1fc43b8a847c345fd5acc1d0ed90ae98b1eef46b342df4", + "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 closed issues are unrelated low-information posts with different personal names and dates; there is no evidence they describe the same bug or request.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different names and dates, no shared technical content, filenames, targets, or discussion indicating the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "80134418e8ab62e42899f5817d78f7108debb7639bb178131940f856e87447cd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are unrelated: one requests a new Qwen3_5 token-classification model class for value modeling, while the other requests FP8 training support. They do not describe the same bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45810 is the more concrete, self-contained feature request, but it is not a duplicate of issue:46295.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different feature areas and code paths: model class addition vs. FP8 training support. No evidence they are the same underlying request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "1edc98a6eb64e481cae45849d7161611fd7d00bcb54f5cd108da3cd9b3e1e5d1", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not one duplicate set; it splits into two exact duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is a different dataset-listing request and does not match either pair.", + "confidence": 0.97, + "canonical_issue_reason": "45870 is the best canonical representative overall: it is an exact duplicate of 45871, was created first, and has slightly more discussion activity. The remaining items are either a separate exact-duplicate pair (45872/45873) or unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the strongest issue to keep as the representative record because it is a clean exact duplicate pair with 45871 and has the most engagement among the issues here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different underlying requests: a financial dataset bundle versus an example for time-series prediction with DataForge." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different underlying requests: a financial dataset bundle versus an example for time-series prediction with DataForge." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and apparently same content; these are duplicates of the same example request." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both are financial/DataForge themed, but one is an example prediction request and the other is a scraping-service request; not the same bug/change." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different underlying requests: example prediction versus scraping-service integration." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different underlying requests: example prediction versus scraping-service integration." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different underlying requests: example prediction versus scraping-service integration." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same title and apparently same content; these are duplicates of the same scraping-service request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusions are grounded in the packet: 45870/45871 and 45872/45873 are exact-title matches with identical body lengths and jaccard 1.0, while 45869 is a different dataset-bundle request. The soft-edge verdicts are conservative and consistent with the evidence. Minor wording note: \"most engagement\" is a bit stronger than the data strictly proves because 45869 ties 45870 on discussion activity, but this does not change the overall clustering call." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "a5cdf64db644aa589f18736532a1ab87bbc71fb71ec26453a6a89ef237315a08", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1641, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1641, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues concern `cache_implementation=\"static\"` interacting badly with linear-attention/Qwen3.5, but the reported failures differ: one is shape corruption in early initialization, the other is a `KeyError` for `linear_attention`. They look related, but not clearly the same underlying bug.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the broader/root behavior in static-cache early initialization and points to the linear-attention path more generally.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the best representative of the cluster since it is more root-cause oriented and less tied to one specific model symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Related static-cache/linear-attention failures, but the concrete symptoms differ too much (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`) to confidently treat as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "24f34d4a160e1d7463f9b8e72b91c2e456b805012d770405b0dae3a59941f529", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are highly similar and likely describe the same Wav2Vec2CTCTokenizer v5 bug, but the packet only supports a strong similarity claim rather than a definitive duplicate determination.", + "confidence": 0.92, + "canonical_issue_reason": "Prefer issue:46552 as the canonical issue because it is open and already has inbound references, so it is the better active tracker for this bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46552 is the best issue node because it is the live, open report with existing discussion/references and matches the reported bug exactly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "They have identical titles and matching body size/content signals, so they appear to be the same underlying tokenizer bug. The evidence supports treating them as likely duplicates, though not with absolute certainty." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical issue choice is grounded: issue:46552 is open and has inbound references. However the summary and soft-edge verdict overstate the evidence slightly. The packet only shows identical titles, identical body lengths, and soft similarity; it does not prove the two issues are definite duplicates or that one is an older copy. A more conservative phrasing would be that they appear highly similar / likely duplicates, not certain duplicates." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "9e19b050792768cdcee0f56213b3002195be090acec4fb814ef1665bb418b0c1", + "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 both involve object detection training, but they describe different failure modes: a tensor size mismatch versus an out-of-memory error after several epochs in RT-DETR v2. They do not look like the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": "No clear canonical duplicate exists here; the reports point to different symptoms and likely different causes.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must represent the cluster, #46657 is the cleaner standalone bug report because it names a concrete tensor-shape mismatch rather than a resource exhaustion symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different failure classes: tensor shape mismatch during object-detection training vs OOM after some epochs in RT-DETR v2. The titles and available evidence do not suggest 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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "0f2f1e6fefe1dbc4bb79ea0d6169b60a7d9c52f824bd3310c1171e2cc69ec8ef", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is about ZeRO-3 zero.Init failing to partition a composite model submodule and causing OOM during multi-GPU loading, while the other is about 4-bit loading with device_map='auto' and max_memory incorrectly dispatching to CPU and raising a ValueError. They share only a broad model-loading theme.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #46822 is the better representative issue for the cluster because it is open, clearly describes a concrete ZeRO-3 partitioning failure, and has the more specific underlying bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46822 is the strongest candidate overall: it is detailed, actionable, and not already closed. #46823 is closed and concerns a different loading/dispatch path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different bugs in different code paths: ZeRO-3 zero.Init partitioning/OOM versus 4-bit auto device mapping with max_memory sending modules to CPU. Shared loading context is 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": 24, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46906-14", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998", + "issue:47037", + "issue:47049", + "issue:47053", + "issue:47091", + "issue:47102", + "issue:47120", + "issue:47182", + "issue:47227" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46906|issue:47037", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:46940|issue:46998", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46948|issue:46998", + "issue:46969|issue:46985", + "issue:46969|issue:47037", + "issue:46969|issue:47091", + "issue:46985|issue:47037", + "issue:46985|issue:47049", + "issue:46998|issue:47053", + "issue:46998|issue:47037", + "issue:46998|issue:47049", + "issue:46985|issue:46998", + "issue:46998|issue:47091", + "issue:47037|issue:47049", + "issue:47037|issue:47091", + "issue:47037|issue:47053", + "issue:47049|issue:47053", + "issue:47049|issue:47091", + "issue:47053|issue:47091", + "issue:47053|issue:47102", + "issue:47091|issue:47102", + "issue:46985|issue:47091", + "issue:47037|issue:47102", + "issue:46985|issue:47102", + "issue:47049|issue:47102", + "issue:47120|issue:47182", + "issue:47102|issue:47120", + "issue:47120|issue:47227", + "issue:47053|issue:47120", + "issue:47049|issue:47120", + "issue:47182|issue:47227", + "issue:47102|issue:47182", + "issue:47053|issue:47182", + "issue:47037|issue:47182", + "issue:47102|issue:47227", + "issue:47037|issue:47227", + "issue:47053|issue:47227" + ], + "prepared_review_unit_hash": "4b33199cff52b9efb1fa3e1e591ed25df6c1e101e929a6b27b6b37e9b7eea815", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 46, + "serialized_chars": 24371, + "estimated_input_tokens": 6093, + "estimated_eval_tokens": 12442 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 46, + "serialized_chars": 24371, + "estimated_input_tokens": 6093, + "estimated_eval_tokens": 12442 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are a dated series of [serge] integration failure triage issues, one per day. The high similarity is driven by a shared template/title pattern, not the same underlying bug report, so they should not be deduplicated.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 47227 is the latest open triage thread in the series, so it is the most current representative if one issue must be kept as the canonical thread.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47227 is open, current, and best positioned to continue accumulating references for the ongoing triage series.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same daily triage template, but different dates and likely different failure snapshots; not the same underlying issue." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Date-stamped triage entries for different days; similarity is superficial, not a duplicate bug report." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Separate daily triage issue for another date; do not collapse distinct triage threads." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Different day in the same recurring triage series, so not the same issue." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "These are recurring daily triage reports, not one concrete bug repeated verbatim." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Same template and subsystem, but different dated triage threads; not duplicates." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Different dates in a triage series; no evidence they describe one identical failure." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "They are separate daily reports rather than the same underlying bug." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "Different triage day, so this is a new issue thread, not a duplicate." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Both are similar triage entries, but each is tied to a distinct date and likely distinct run." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "Recurring triage template only; not enough to treat as the same issue." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "Different day, different triage context; reject duplicate merge." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Separate dated triage threads in the same series, not one bug." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Same pattern across days, but these are distinct integration-failure triage instances." + }, + { + "left": "issue:46969", + "right": "issue:47091", + "accept": false, + "reason": "Different daily triage report; similarity alone is not enough." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "These correspond to different dates in the recurring triage sequence." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "Not the same bug; just the same triage template reused on different days." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "Separate daily issue, so do not merge as duplicates." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "Different date-stamped triage thread; no concrete same-code-path evidence." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "Same series, but each issue represents a different day's triage." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "They are similar only because of the shared template; the dates indicate distinct reports." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "Different triage day, so not a duplicate issue." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Same recurring triage format; distinct daily report." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "Different day and likely different failing run; reject." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Recurring daily triage issues, not one underlying bug." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "Different dates in the same series; insufficient to merge." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "Separate day-specific triage thread." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "These are distinct dated triage issues, not a single fixable bug." + }, + { + "left": "issue:47037", + "right": "issue:47182", + "accept": false, + "reason": "Same template, but different day and therefore different incident thread." + }, + { + "left": "issue:47037", + "right": "issue:47227", + "accept": false, + "reason": "One is an older closed triage entry; the other is the newer active day, so they are not duplicates." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Different day in the triage sequence; similar wording is expected and not sufficient for duplicate status." + }, + { + "left": "issue:47049", + "right": "issue:47091", + "accept": false, + "reason": "They are separate daily triage reports, not the same failure report." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "Different dated triage issue; do not conflate recurring reports with duplicates." + }, + { + "left": "issue:47049", + "right": "issue:47120", + "accept": false, + "reason": "Same recurring integration-triage pattern, but different day and likely different run." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "Different dated triage threads; no concrete same underlying bug evidence." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "Separate day-specific triage report." + }, + { + "left": "issue:47053", + "right": "issue:47120", + "accept": false, + "reason": "Shared template only; these are not the same issue." + }, + { + "left": "issue:47053", + "right": "issue:47182", + "accept": false, + "reason": "Different daily triage entry, not a duplicate bug." + }, + { + "left": "issue:47053", + "right": "issue:47227", + "accept": false, + "reason": "Distinct date-stamped triage thread; reject duplicate merge." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "Same series of daily triage issues, but not the same underlying problem." + }, + { + "left": "issue:47102", + "right": "issue:47120", + "accept": false, + "reason": "Different day and different triage snapshot; not duplicates." + }, + { + "left": "issue:47102", + "right": "issue:47182", + "accept": false, + "reason": "Recurring triage template only; separate issues." + }, + { + "left": "issue:47102", + "right": "issue:47227", + "accept": false, + "reason": "Latest issue is a new day's triage thread, so it should remain distinct." + }, + { + "left": "issue:47120", + "right": "issue:47182", + "accept": false, + "reason": "Both are daily triage entries, but each corresponds to a different date and incident context." + }, + { + "left": "issue:47120", + "right": "issue:47227", + "accept": false, + "reason": "Different days in the triage series; do not treat as duplicates." + }, + { + "left": "issue:47182", + "right": "issue:47227", + "accept": false, + "reason": "Separate dated triage issues; similarity is only at the template level." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 25, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46983-2", + "nodes": [ + "issue:46983", + "issue:46984" + ], + "soft_pairs": [ + "issue:46983|issue:46984" + ], + "prepared_review_unit_hash": "4f42bf1966e2c637d0bfb66dfc8374980c4b15ba1fb52320b5c27226bdb6127e", + "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": "The cluster contains two near-identical closed issues requesting RWKV7 model support; they appear to be duplicate reports of the same feature request.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46983 is a clean canonical choice because it is the earlier of the two identical titles and likely the first report of the request.", + "canonical_pr_reason": null, + "best_issue_reason": "#46983 is the best representative since it matches #46984 on title and likely body intent, with no evidence of a distinct scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title, highly similar content, and no signals of different scope; these are duplicate requests for RWKV7 support." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: both items are closed issues with the same title, and the only pair evidence is soft similarity with a high Jaccard score. The canonical choice of the earlier issue is reasonable, and the duplicate/near-identical framing is conservative enough given the available data." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 26, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47007-2", + "nodes": [ + "issue:47007", + "issue:47015" + ], + "soft_pairs": [ + "issue:47007|issue:47015" + ], + "prepared_review_unit_hash": "b8e80dbab8310399f28f50521e1705840141bab5082f3e121c0e787de6a7439e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are topically similar AI/cybersecurity writeups, but they do not read like the same underlying bug or request. They appear to be separate article-style discussions rather than duplicate actionable reports.", + "confidence": 0.89, + "canonical_issue_reason": "Neither issue has a clear technical defect, explicit target, or unique actionable problem statement to establish one as the canonical duplicate. If forced, issue #47015 is slightly broader and more central in wording, but the pair does not look like a duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #47015 is the better umbrella candidate because it is phrased as a general system/concept title, while #47007 reads more like lessons learned from a specific application. Still, this is only a weak preference, not a duplicate determination.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "The titles overlap around AI-driven vulnerability discovery, but they describe different article-style themes and no shared concrete bug, code path, target, or fixable change. This is not strong enough 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": 27, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47138-2", + "nodes": [ + "issue:47138", + "issue:47139" + ], + "soft_pairs": [ + "issue:47138|issue:47139" + ], + "prepared_review_unit_hash": "df7bd1b9704080e9c7d9f9ba9bb013548edb3409616dd50181a2937b9affec88", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are effectively duplicates: same title, same apparent scope, and no distinguishing content provided. Issue #47139 is the better canonical/best issue because it has inbound references, suggesting it is the more connected discussion thread.", + "confidence": 0.99, + "canonical_issue_reason": "#47139 has the same title/scope as #47138 and has inbound references, making it the more established thread to keep as canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "#47139 is the best representative of this cluster because it appears more linked/discussed while describing the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47138", + "right": "issue:47139", + "accept": true, + "reason": "Exact same title and no evidence of different scope; they appear to report the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative: the packet shows identical titles, identical body length, and a soft_similarity of 1.0 with no distinguishing evidence, so treating the issues as duplicates is reasonable. Choosing #47139 as canonical/best because it has inbound references is also supported by the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 3, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-61", + "nodes": [ + "pull_request:44517", + "pull_request:44775", + "pull_request:46196", + "pull_request:46266", + "pull_request:46267", + "pull_request:46376", + "pull_request:46395", + "pull_request:46509", + "pull_request:46834", + "pull_request:46903", + "pull_request:46912", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46974", + "pull_request:46995", + "pull_request:47003", + "pull_request:47034", + "pull_request:47035", + "pull_request:47069", + "pull_request:47072", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47089", + "pull_request:47090", + "pull_request:47093", + "pull_request:47108", + "pull_request:47113", + "pull_request:47143", + "pull_request:47163", + "pull_request:47166", + "pull_request:47173", + "pull_request:47175", + "pull_request:47179", + "pull_request:47181", + "pull_request:47184", + "pull_request:47202", + "pull_request:47204", + "pull_request:47207", + "pull_request:47210", + "pull_request:47212", + "pull_request:47216", + "pull_request:47218", + "pull_request:47223", + "pull_request:47229", + "pull_request:47231", + "pull_request:47232" + ], + "soft_pairs": [ + "pull_request:46834|pull_request:47223", + "pull_request:46903|pull_request:47090", + "pull_request:46903|pull_request:46958", + "pull_request:46958|pull_request:46974", + "pull_request:46954|pull_request:46958", + "pull_request:47072|pull_request:47089", + "pull_request:47202|pull_request:47204", + "pull_request:47077|pull_request:47078", + "pull_request:47072|pull_request:47229", + "pull_request:47108|pull_request:47202", + "pull_request:47077|pull_request:47212", + "pull_request:46266|pull_request:46957", + "pull_request:47173|pull_request:47184", + "pull_request:47113|pull_request:47232", + "pull_request:47166|pull_request:47173", + "pull_request:44517|pull_request:47082", + "pull_request:47035|pull_request:47202", + "pull_request:46912|pull_request:47179", + "pull_request:47034|pull_request:47035", + "pull_request:47163|pull_request:47173", + "pull_request:46995|pull_request:47163", + "pull_request:46196|pull_request:47210", + "pull_request:47003|pull_request:47204", + "pull_request:46395|pull_request:47181", + "pull_request:46376|pull_request:47202", + "pull_request:47069|pull_request:47089", + "pull_request:46196|pull_request:46995", + "pull_request:47035|pull_request:47232", + "pull_request:47089|pull_request:47231", + "pull_request:46376|pull_request:46995", + "pull_request:47089|pull_request:47113", + "pull_request:46912|pull_request:47173", + "pull_request:46995|pull_request:47181", + "pull_request:47207|pull_request:47218", + "pull_request:46196|pull_request:47202", + "pull_request:44775|pull_request:47077", + "pull_request:46509|pull_request:46995", + "pull_request:47082|pull_request:47108", + "pull_request:47089|pull_request:47229", + "pull_request:46196|pull_request:47179", + "pull_request:46267|pull_request:47181", + "pull_request:47179|pull_request:47210", + "pull_request:47093|pull_request:47181", + "pull_request:44517|pull_request:46376", + "pull_request:47204|pull_request:47207", + "pull_request:44775|pull_request:47181", + "pull_request:47077|pull_request:47210", + "pull_request:47175|pull_request:47179", + "pull_request:47093|pull_request:47143", + "pull_request:47204|pull_request:47231", + "pull_request:47093|pull_request:47163", + "pull_request:47163|pull_request:47179", + "pull_request:47229|pull_request:47231", + "pull_request:46266|pull_request:47216" + ], + "prepared_review_unit_hash": "af52a7698427ad689511938e69db15b7d890c3c4ae73a0eb3ad58a95224feba1", + "component_budget": { + "node_count": 61, + "item_count": 61, + "soft_pair_count": 172, + "serialized_chars": 218082, + "estimated_input_tokens": 54521, + "estimated_eval_tokens": 109298 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 54, + "serialized_chars": 129986, + "estimated_input_tokens": 32497, + "estimated_eval_tokens": 65250 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs across docs, new model support, CI, and assorted bugfixes. The only strong duplicate-style pair is the CohereASR training-loss double-shift fix (46958 vs 47090).", + "confidence": 0.81, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47090 is the cleanest representative of the CohereASR double-shift fix: it targets the exact bug, preserves the loss helper\u2019s batching semantics via `shift_labels`, and includes tests.", + "best_issue_reason": null, + "best_pr_reason": "47090 is the strongest standalone PR in the one true duplicate family here: focused scope, explicit issue target, and the most complete/robust implementation of the CohereASR loss fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46834", + "right": "pull_request:47223", + "accept": false, + "reason": "Same issue number, but different TimesFM 2.5 problems: one fixes a wrong method call, the other removes stray config attributes and adds a test." + }, + { + "left": "pull_request:46903", + "right": "pull_request:47090", + "accept": false, + "reason": "Both touch CohereASR loss handling, but 46903 also bundles an unrelated PPFormulaNet fix, so this is not the same overall change set." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": false, + "reason": "Related CohereASR bug, but 46903 is broader and includes PPFormulaNet; not a clean duplicate of the CohereASR-only PR." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46974", + "accept": false, + "reason": "Different features entirely: CohereASR loss fix versus a MusicGen generate typo." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46958", + "accept": false, + "reason": "Unrelated fixes: pytest compatibility in GlmAsr versus CohereASR training loss." + }, + { + "left": "pull_request:47072", + "right": "pull_request:47089", + "accept": false, + "reason": "Different utility bugs: JSON schema enum extraction versus AqlmConfig error-message wording." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47204", + "accept": false, + "reason": "Both involve docker/build tooling, but one deletes the CI docker-image builder while the other adds exporter dependencies to torch-light." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47078", + "accept": false, + "reason": "Both are Japanese docs edits, but they change different wording and content rather than the same underlying change." + }, + { + "left": "pull_request:47072", + "right": "pull_request:47229", + "accept": false, + "reason": "Unrelated utility bug versus TimesFM 2.5 preprocessing typo." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47202", + "accept": false, + "reason": "A comment tweak in workflow files is not the same change as removing the CI docker-image builder." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47212", + "accept": false, + "reason": "Different docs work: Japanese translation edits versus kv-cache documentation updates." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46957", + "accept": false, + "reason": "Unrelated changes: model modernization for dinos versus finegrained FP8 decode optimization." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47184", + "accept": false, + "reason": "Both adjust accelerator-related tests, but they are different test suites and different hardware assumptions, not the same bug." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47232", + "accept": false, + "reason": "Different areas: audio feature/proc requirements versus Switch Transformers error-message cleanup." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47173", + "accept": false, + "reason": "Quantization test expectation updates are unrelated to XPU expectation fixes in model tests." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47082", + "accept": false, + "reason": "Both add model support, but for different models and different code paths." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47202", + "accept": false, + "reason": "Torch compile backend defaults for Neuron is unrelated to docker image builder removal." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47179", + "accept": false, + "reason": "RoPE test coverage changes and Granite-SWA model support are unrelated." + }, + { + "left": "pull_request:47034", + "right": "pull_request:47035", + "accept": false, + "reason": "Related to Neuron tooling, but one is an experiment script and the other is a TrainingArguments backend default change." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47173", + "accept": false, + "reason": "Paged-attention XPU tests and model expectation updates are different test concerns, not one bug." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47163", + "accept": false, + "reason": "Import-utils availability logic and paged-attention XPU tests are unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47210", + "accept": false, + "reason": "Both are attention-related, but one adds SDPA dispatch support while the other routes packed rows through varlen attention; different code paths." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47204", + "accept": false, + "reason": "Exporter framework work and docker image dependency changes are unrelated." + }, + { + "left": "pull_request:46395", + "right": "pull_request:47181", + "accept": false, + "reason": "Different model additions: Param2MoE versus Cosmos3 Edge." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47202", + "accept": false, + "reason": "Continuous batching multimodal support and docker builder removal are unrelated." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47089", + "accept": false, + "reason": "Num_labels typing change and AqlmConfig error-message fixes are unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46995", + "accept": false, + "reason": "Different concerns: SDPA attention dispatch versus flash-linear-attention availability checks." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47232", + "accept": false, + "reason": "Neuron compile backend defaults and Switch/T5 error-message cleanup are unrelated." + }, + { + "left": "pull_request:47089", + "right": "pull_request:47231", + "accept": false, + "reason": "Quantization config validation messages and MoonshineStreaming sliding-window fix are unrelated." + }, + { + "left": "pull_request:46376", + "right": "pull_request:46995", + "accept": false, + "reason": "Continuous batching changes and flash-linear-attention availability are different subsystems." + }, + { + "left": "pull_request:47089", + "right": "pull_request:47113", + "accept": false, + "reason": "AqlmConfig type-message cleanup is unrelated to audio feature/proc requirements." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47173", + "accept": false, + "reason": "RoPE test improvements and XPU expectation updates are unrelated test changes." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47181", + "accept": false, + "reason": "Flash-linear-attention availability and a new multimodal model are unrelated." + }, + { + "left": "pull_request:47207", + "right": "pull_request:47218", + "accept": false, + "reason": "Swin2SR padding logic and test image-loading refactors are different changes." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47077", + "accept": false, + "reason": "Docs for distributed training architecture versus Japanese docs translation are unrelated." + }, + { + "left": "pull_request:46509", + "right": "pull_request:46995", + "accept": false, + "reason": "Nemotron Omni support and flash-linear-attention availability are unrelated." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47181", + "accept": false, + "reason": "Different model support additions for different architectures." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47181", + "accept": false, + "reason": "OpenPangu-V2 support and Cosmos3 Edge support are unrelated model additions." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47210", + "accept": false, + "reason": "Japanese docs wording changes are unrelated to packed SDPA attention routing." + }, + { + "left": "pull_request:47175", + "right": "pull_request:47179", + "accept": false, + "reason": "Olmo3 CI expectation updates and Granite-SWA model support are unrelated." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47143", + "accept": false, + "reason": "OpenPangu-V2 model support and NeuCodec model support are unrelated additions." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47231", + "accept": false, + "reason": "Docker exporter-test dependencies and MoonshineStreaming sliding-window fix are unrelated." + }, + { + "left": "pull_request:47229", + "right": "pull_request:47231", + "accept": false, + "reason": "TimesFM 2.5 method-name fix and MoonshineStreaming window-context fix are unrelated." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47216", + "accept": false, + "reason": "Dino modernization and compressed-tensors FP8 work are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 32, + "review_unit_index": 2, + "review_unit_count": 3, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-61", + "nodes": [ + "pull_request:43451", + "pull_request:44517", + "pull_request:44775", + "pull_request:46196", + "pull_request:46266", + "pull_request:46310", + "pull_request:46376", + "pull_request:46509", + "pull_request:46658", + "pull_request:46834", + "pull_request:46836", + "pull_request:46895", + "pull_request:46912", + "pull_request:46957", + "pull_request:46958", + "pull_request:47003", + "pull_request:47034", + "pull_request:47035", + "pull_request:47069", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47090", + "pull_request:47096", + "pull_request:47108", + "pull_request:47113", + "pull_request:47143", + "pull_request:47162", + "pull_request:47163", + "pull_request:47166", + "pull_request:47173", + "pull_request:47175", + "pull_request:47178", + "pull_request:47181", + "pull_request:47184", + "pull_request:47198", + "pull_request:47204", + "pull_request:47207", + "pull_request:47210", + "pull_request:47216", + "pull_request:47218", + "pull_request:47219", + "pull_request:47223", + "pull_request:47229", + "pull_request:47231", + "pull_request:47235", + "pull_request:47237" + ], + "soft_pairs": [ + "pull_request:46836|pull_request:47218", + "pull_request:46376|pull_request:47218", + "pull_request:44775|pull_request:46836", + "pull_request:47108|pull_request:47216", + "pull_request:47082|pull_request:47210", + "pull_request:46912|pull_request:47078", + "pull_request:46836|pull_request:47178", + "pull_request:47108|pull_request:47204", + "pull_request:46957|pull_request:47216", + "pull_request:47166|pull_request:47218", + "pull_request:47082|pull_request:47181", + "pull_request:46912|pull_request:47082", + "pull_request:46895|pull_request:47207", + "pull_request:44775|pull_request:46376", + "pull_request:47035|pull_request:47198", + "pull_request:43451|pull_request:44775", + "pull_request:47035|pull_request:47204", + "pull_request:46376|pull_request:47173", + "pull_request:46196|pull_request:46376", + "pull_request:46196|pull_request:47223", + "pull_request:47035|pull_request:47113", + "pull_request:47035|pull_request:47069", + "pull_request:46266|pull_request:46376", + "pull_request:47069|pull_request:47113", + "pull_request:46266|pull_request:47034", + "pull_request:47034|pull_request:47108", + "pull_request:47069|pull_request:47082", + "pull_request:46376|pull_request:47207", + "pull_request:47003|pull_request:47178", + "pull_request:46912|pull_request:47113", + "pull_request:43451|pull_request:47078", + "pull_request:47078|pull_request:47096", + "pull_request:47003|pull_request:47078", + "pull_request:47113|pull_request:47175", + "pull_request:47175|pull_request:47207", + "pull_request:44517|pull_request:47181", + "pull_request:46376|pull_request:47198", + "pull_request:43451|pull_request:46266", + "pull_request:46895|pull_request:47237", + "pull_request:43451|pull_request:44517", + "pull_request:47077|pull_request:47216", + "pull_request:47069|pull_request:47175", + "pull_request:44517|pull_request:47143", + "pull_request:47077|pull_request:47198", + "pull_request:46376|pull_request:47184", + "pull_request:43451|pull_request:46957", + "pull_request:46957|pull_request:47096", + "pull_request:46957|pull_request:47003", + "pull_request:47178|pull_request:47237", + "pull_request:47175|pull_request:47223", + "pull_request:46310|pull_request:47162", + "pull_request:46310|pull_request:47231", + "pull_request:47162|pull_request:47231", + "pull_request:46895|pull_request:47235", + "pull_request:46895|pull_request:47090", + "pull_request:47090|pull_request:47235", + "pull_request:46958|pull_request:47090", + "pull_request:46958|pull_request:47235", + "pull_request:46895|pull_request:46958", + "pull_request:47218|pull_request:47219", + "pull_request:46834|pull_request:47229", + "pull_request:47223|pull_request:47229", + "pull_request:47166|pull_request:47184", + "pull_request:46912|pull_request:47175", + "pull_request:46658|pull_request:46836", + "pull_request:47163|pull_request:47166", + "pull_request:47163|pull_request:47184", + "pull_request:46509|pull_request:47143", + "pull_request:46509|pull_request:47181", + "pull_request:46376|pull_request:46509", + "pull_request:46509|pull_request:47163", + "pull_request:46376|pull_request:47181" + ], + "prepared_review_unit_hash": "77eb48263e59bd477bc1ae6c9aa920e044bcbcf93849910b598e28ab68a80c9a", + "component_budget": { + "node_count": 61, + "item_count": 61, + "soft_pair_count": 172, + "serialized_chars": 218082, + "estimated_input_tokens": 54521, + "estimated_eval_tokens": 109298 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 72, + "serialized_chars": 139350, + "estimated_input_tokens": 34838, + "estimated_eval_tokens": 69932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated model additions, docs, test updates, and infra tweaks. Only a few true duplicate families appear: MoonshineStreaming sliding-window right-window off-by-one, CohereASR double-shift training loss, TimesFM 2.5 method-name fix, and the COCO image-loading test refactor.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47090 is the strongest canonical PR: it cleanly addresses a concrete bug (CohereASR double-shift loss), has an explicit issue target, and includes the most precise fix plus tests. It is the clearest representative of the largest true-duplicate family in this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 47090 is the best overall representative because it fixes a single concrete code-path problem with explicit tracking, narrow scope, and test coverage. The other true-duplicate groups are either later variants of the same fix or smaller/narrower follow-ups.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46836", + "right": "pull_request:47218", + "accept": false, + "reason": "Different changes: one adds Unlimited OCR model support, the other refactors image-loading in tests." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47218", + "accept": false, + "reason": "Different domains: continuous batching multimodal support vs test image-loading cleanup." + }, + { + "left": "pull_request:44775", + "right": "pull_request:46836", + "accept": false, + "reason": "Unrelated docs-only parallelism rename vs a model-addition PR." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47216", + "accept": false, + "reason": "Different work: doc-builder pin comment cleanup vs compressed-tensors exporter/quantization changes." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47210", + "accept": false, + "reason": "Different model/support areas: RoMa keypoint matcher vs packed SDPA varlen attention routing." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47078", + "accept": false, + "reason": "Different scope: RoPE test expansion vs Japanese docs wording/translation edits." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47178", + "accept": false, + "reason": "Different model additions: Unlimited OCR vs SIGLIP path fixes." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47204", + "accept": false, + "reason": "Different infrastructure work: doc-builder pin comments vs torch-light docker export dependencies." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47216", + "accept": false, + "reason": "Different functionality: finegrained FP8 decode optimization vs compressed-tensors fp8 support." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47218", + "accept": false, + "reason": "Different test updates: quantization expectation tweaks vs image-loading refactor." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47181", + "accept": false, + "reason": "Different model additions: RoMa matcher vs Cosmos3 Edge model support." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47082", + "accept": false, + "reason": "Different code paths: RoPE test updates vs new keypoint matcher support." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47207", + "accept": false, + "reason": "Different bugs: CohereASR loss fix vs Swin2SR over-padding fix." + }, + { + "left": "pull_request:44775", + "right": "pull_request:46376", + "accept": false, + "reason": "Unrelated documentation hierarchy update vs continuous batching feature work." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47198", + "accept": false, + "reason": "Different areas: Neuron torch-compile backend default vs GPTBigCode/GPTNeoX backend support fix." + }, + { + "left": "pull_request:43451", + "right": "pull_request:44775", + "accept": false, + "reason": "Different model-adding docs work: Molmo2 docs vs parallelism docs restructuring." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47204", + "accept": false, + "reason": "Different targets: Neuron compile backend vs exporter/test docker image setup." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47173", + "accept": false, + "reason": "Different features: multimodal continuous batching vs XPU expectation test maintenance." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46376", + "accept": false, + "reason": "Different attention support work: SDPA dispatch for audio models vs continuous batching multimodal support." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47223", + "accept": false, + "reason": "Different code paths: SDPA dispatch support vs TimesFM 2.5 attribute cleanup/test fix." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47113", + "accept": false, + "reason": "Unrelated: Neuron compile backend selection vs audio feature/processor requirements fix." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47069", + "accept": false, + "reason": "Different scope: Neuron backend default vs num_labels typing/property behavior." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46376", + "accept": false, + "reason": "Different change families: DINO conversion mapping/model modernization vs continuous batching feature expansion." + }, + { + "left": "pull_request:47034", + "right": "pull_request:47108", + "accept": false, + "reason": "Neuron SFT experiment code vs doc-builder comment cleanup are unrelated." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47082", + "accept": false, + "reason": "Different issues: num_labels returning None vs adding RoMa support." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47207", + "accept": false, + "reason": "Different functionality: continuous batching multimodal support vs Swin2SR padding fix." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47178", + "accept": false, + "reason": "Different domains: OpenVINO exporter support vs SIGLIP checkpoint loading path fix." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47113", + "accept": false, + "reason": "Different changes: RoPE test updates vs audio feature/processor requirement annotations." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47078", + "accept": false, + "reason": "Different docs/model additions: Molmo2 docs vs Japanese wording tweaks." + }, + { + "left": "pull_request:47078", + "right": "pull_request:47096", + "accept": false, + "reason": "Unrelated Japanese docs wording vs Kimi exportability changes." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47078", + "accept": false, + "reason": "Different areas: OpenVINO exporter work vs Japanese docs edits." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47175", + "accept": false, + "reason": "Different purposes: audio requirements fixes vs OLMo3 CI expectation updates." + }, + { + "left": "pull_request:47175", + "right": "pull_request:47207", + "accept": false, + "reason": "Different model/test changes: OLMo3 CI numbers vs Swin2SR padding behavior." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47181", + "accept": false, + "reason": "Different model families: Qwen3-TTS support vs Cosmos3 Edge model support." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47198", + "accept": false, + "reason": "Different features: multimodal continuous batching vs GPT backend compatibility fixes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46266", + "accept": false, + "reason": "Different model additions: Molmo2 vs DINO conversion/model modernization." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47237", + "accept": false, + "reason": "Same broad model area but different bug: CohereASR loss vs distributed config docstring cleanup." + }, + { + "left": "pull_request:43451", + "right": "pull_request:44517", + "accept": false, + "reason": "Different model additions: Molmo2 vs Qwen3-TTS." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47216", + "accept": false, + "reason": "Different content: Japanese DistilBERT docs vs compressed-tensors quantization docs/code." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47175", + "accept": false, + "reason": "Different issues: num_labels typing fix vs OLMo3 CI expectation refresh." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47143", + "accept": false, + "reason": "Different model support: Qwen3-TTS vs NeuCodec." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47198", + "accept": false, + "reason": "Different content: Japanese docs translation vs GPT backend fixes." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47184", + "accept": false, + "reason": "Different domains: continuous batching feature work vs test-annotation changes for Qwen3-Next/VideOMT." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46957", + "accept": false, + "reason": "Different areas: Molmo2 model addition vs finegrained FP8/v4 optimizer-routing work." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47096", + "accept": false, + "reason": "Different functionality: FP8 decode optimization vs exportable Kimi model support." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47003", + "accept": false, + "reason": "Different scopes: FP8 grouped/batched kernel work vs OpenVINO exporter support." + }, + { + "left": "pull_request:47178", + "right": "pull_request:47237", + "accept": false, + "reason": "Different areas: SIGLIP checkpoint URL fix vs distributed config docstring update." + }, + { + "left": "pull_request:47175", + "right": "pull_request:47223", + "accept": false, + "reason": "Different changes: OLMo3 CI expectations vs TimesFM 2.5 preprocessing fix." + }, + { + "left": "pull_request:46310", + "right": "pull_request:47162", + "accept": true, + "reason": "Same MoonshineStreaming sliding-window right-window off-by-one bug; same files and same issue target 46305." + }, + { + "left": "pull_request:46310", + "right": "pull_request:47231", + "accept": true, + "reason": "Same MoonshineStreaming right-context bug with the same fix family and issue target 46305." + }, + { + "left": "pull_request:47162", + "right": "pull_request:47231", + "accept": true, + "reason": "Same MoonshineStreaming sliding-window off-by-one fix; identical underlying code-path and issue 46305." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47235", + "accept": true, + "reason": "Same CohereASR training-loss double-shift bug; same model files and shared issue 46894." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR double-shift loss bug; 47090 is a more explicit version of the same fix." + }, + { + "left": "pull_request:47090", + "right": "pull_request:47235", + "accept": true, + "reason": "Same CohereASR loss-shift bug in the same code path; these are alternative implementations of one fix." + }, + { + "left": "pull_request:46958", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR training-loss double-shift bug, despite different loss-expression details." + }, + { + "left": "pull_request:46958", + "right": "pull_request:47235", + "accept": true, + "reason": "Same CohereASR loss-shift issue in the same files and issue 46894." + }, + { + "left": "pull_request:46895", + "right": "pull_request:46958", + "accept": true, + "reason": "Same CohereASR bug and same target files; both are variants of the double-shift fix." + }, + { + "left": "pull_request:47218", + "right": "pull_request:47219", + "accept": true, + "reason": "Same test-image loading migration from external COCO URLs to HF Hub fixtures; same integration-test code paths." + }, + { + "left": "pull_request:46834", + "right": "pull_request:47229", + "accept": true, + "reason": "Same TimesFM 2.5 preprocessing method-name bug in the moving-average call; same underlying code-path and issue 46821." + }, + { + "left": "pull_request:47223", + "right": "pull_request:47229", + "accept": true, + "reason": "Same TimesFM 2.5 window_size/moving-average method-name fix with the same issue target 46821." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47184", + "accept": false, + "reason": "Different test maintenance tasks: quantization expectation updates vs multi-accelerator test annotations." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47175", + "accept": false, + "reason": "Different work: RoPE test adjustments vs OLMo3 CI expectation updates." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46836", + "accept": false, + "reason": "Different model additions: Step-3.7-Flash tooling/support vs Unlimited OCR model support." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47166", + "accept": false, + "reason": "Different testing concerns: paged-attention XPU coverage vs quantization regression expectations." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47184", + "accept": false, + "reason": "Different test areas: XPU paged-attention coverage vs Qwen3-Next/VideOMT accelerator test tweaks." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47143", + "accept": false, + "reason": "Different model support: Nemotron Omni vs NeuCodec." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47181", + "accept": false, + "reason": "Different model support: Nemotron Omni vs Cosmos3 Edge." + }, + { + "left": "pull_request:46376", + "right": "pull_request:46509", + "accept": false, + "reason": "Different features: continuous batching multimodal support vs Nemotron Omni model addition." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47163", + "accept": false, + "reason": "Different work: Nemotron Omni model support vs XPU paged-attention test coverage." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47181", + "accept": false, + "reason": "Different features: continuous batching multimodal support vs Cosmos3 Edge model support." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 32, + "review_unit_index": 3, + "review_unit_count": 3, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-61", + "nodes": [ + "pull_request:40546", + "pull_request:43451", + "pull_request:46376", + "pull_request:46509", + "pull_request:46658", + "pull_request:46836", + "pull_request:47003", + "pull_request:47034", + "pull_request:47077", + "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:47210", + "pull_request:47216", + "pull_request:47223", + "pull_request:47237" + ], + "soft_pairs": [ + "pull_request:43451|pull_request:46836", + "pull_request:46509|pull_request:46836", + "pull_request:46836|pull_request:47143", + "pull_request:46836|pull_request:47163", + "pull_request:47143|pull_request:47181", + "pull_request:46376|pull_request:47143", + "pull_request:43451|pull_request:46509", + "pull_request:47163|pull_request:47181", + "pull_request:46376|pull_request:47163", + "pull_request:46376|pull_request:47034", + "pull_request:46658|pull_request:47143", + "pull_request:47163|pull_request:47210", + "pull_request:47143|pull_request:47163", + "pull_request:47077|pull_request:47181", + "pull_request:47034|pull_request:47216", + "pull_request:47143|pull_request:47210", + "pull_request:47181|pull_request:47198", + "pull_request:40546|pull_request:43451", + "pull_request:43451|pull_request:47175", + "pull_request:47096|pull_request:47175", + "pull_request:47003|pull_request:47175", + "pull_request:43451|pull_request:46658", + "pull_request:46658|pull_request:47096", + "pull_request:46658|pull_request:47003", + "pull_request:43451|pull_request:47143", + "pull_request:43451|pull_request:47163", + "pull_request:47198|pull_request:47237", + "pull_request:47223|pull_request:47237", + "pull_request:43451|pull_request:47181", + "pull_request:43451|pull_request:47096", + "pull_request:43451|pull_request:47003", + "pull_request:47003|pull_request:47096", + "pull_request:43451|pull_request:47237", + "pull_request:47096|pull_request:47237", + "pull_request:43451|pull_request:47034", + "pull_request:47034|pull_request:47096", + "pull_request:43451|pull_request:47166", + "pull_request:47096|pull_request:47166", + "pull_request:43451|pull_request:47184", + "pull_request:43451|pull_request:47223", + "pull_request:47003|pull_request:47237", + "pull_request:47096|pull_request:47143", + "pull_request:47003|pull_request:47143", + "pull_request:47096|pull_request:47163", + "pull_request:47143|pull_request:47237", + "pull_request:47163|pull_request:47237" + ], + "prepared_review_unit_hash": "7234c6cdcf7adbd6823cf0e14dfe6accf1336778da6eef756fa9c3e1642a4f9b", + "component_budget": { + "node_count": 61, + "item_count": 61, + "soft_pair_count": 172, + "serialized_chars": 218082, + "estimated_input_tokens": 54521, + "estimated_eval_tokens": 109298 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 46, + "serialized_chars": 68174, + "estimated_input_tokens": 17044, + "estimated_eval_tokens": 34344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a false-positive bucket: mostly unrelated feature/model PRs, docs additions, exporter work, and test tweaks that only share common registry or scaffolding files. I do not see any true duplicate PR pairs.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the items are heterogeneous and not duplicates; the shared overlaps are mostly broad docs/auto-registry scaffolding.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is a safe representative duplicate target. If forced, 46836 is the broadest model-support PR, but it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43451", + "right": "pull_request:46836", + "accept": false, + "reason": "Molmo2 vs Unlimited OCR are different model-addition PRs; shared docs/auto-registry files are boilerplate." + }, + { + "left": "pull_request:46509", + "right": "pull_request:46836", + "accept": false, + "reason": "Nemotron Omni vs Unlimited OCR are unrelated model additions with different code paths." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47143", + "accept": false, + "reason": "Unlimited OCR and NeuCodec are different model-support PRs; overlap is only framework scaffolding." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47163", + "accept": false, + "reason": "Model-support PR vs XPU paged-attention test tweak; these are unrelated changes." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47181", + "accept": false, + "reason": "NeuCodec vs Cosmos3 Edge are distinct model additions, not the same underlying change." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47143", + "accept": false, + "reason": "Continuous batching multimodal support and NeuCodec model support are unrelated work." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46509", + "accept": false, + "reason": "Molmo2 and Nemotron Omni are different model integrations; common auto files do not imply duplication." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47181", + "accept": false, + "reason": "Paged-attention XPU tests and Cosmos3 Edge model support are unrelated." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47163", + "accept": false, + "reason": "Continuous batching changes and paged-attention XPU tests address different code paths." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47034", + "accept": false, + "reason": "Multimodal continuous batching and Neuron SFT scripts are unrelated changes." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47143", + "accept": false, + "reason": "Step3.7 flash implementation and NeuCodec support are different model/features." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47210", + "accept": false, + "reason": "Paged-attention XPU tests and packed SDPA varlen routing are different changes; test overlap is incidental." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47163", + "accept": false, + "reason": "NeuCodec model support and XPU paged-attention tests are unrelated." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47181", + "accept": false, + "reason": "Japanese DistilBERT docs translation and Cosmos3 Edge model support are unrelated." + }, + { + "left": "pull_request:47034", + "right": "pull_request:47216", + "accept": false, + "reason": "Neuron finetuning scripts and compressed-tensors exporter work are different areas." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47210", + "accept": false, + "reason": "NeuCodec support and SDPA varlen packed-row routing are unrelated changes." + }, + { + "left": "pull_request:47181", + "right": "pull_request:47198", + "accept": false, + "reason": "Cosmos3 Edge model support and GPTNeoX/GPTBigCode backend fixes are different concrete changes." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "VibeVoice and Molmo2 are separate model-addition PRs." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47175", + "accept": false, + "reason": "Molmo2 model support and OLMo3 CI expectation updates are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47175", + "accept": false, + "reason": "Exportable Kimi backend changes and OLMo3 CI updates are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47175", + "accept": false, + "reason": "OpenVINO exporter work and OLMo3 CI expectation updates are unrelated." + }, + { + "left": "pull_request:47198", + "right": "pull_request:47237", + "accept": false, + "reason": "GPTNeoX/GPTBigCode backend fixes and DistributedConfig docstring cleanup are unrelated." + }, + { + "left": "pull_request:47223", + "right": "pull_request:47237", + "accept": false, + "reason": "TimesFM window_size bugfix and DistributedConfig documentation are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46658", + "accept": false, + "reason": "Molmo2 model support and Step3.7 flash implementation are unrelated model additions." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47096", + "accept": false, + "reason": "Step3.7 flash implementation and exportable Kimi backend fixes are different changes." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47003", + "accept": false, + "reason": "Step3.7 flash implementation and OpenVINO exporter work are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47143", + "accept": false, + "reason": "Molmo2 and NeuCodec are different model-support PRs." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47163", + "accept": false, + "reason": "Molmo2 model support and XPU paged-attention tests are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47237", + "accept": false, + "reason": "OpenVINO exporter changes and DistributedConfig docs are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47143", + "accept": false, + "reason": "Exportable Kimi backend changes and NeuCodec support are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47143", + "accept": false, + "reason": "OpenVINO exporter work and NeuCodec support are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47163", + "accept": false, + "reason": "Exportable Kimi backend work and XPU paged-attention tests are unrelated." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47237", + "accept": false, + "reason": "NeuCodec support and DistributedConfig docs are unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47237", + "accept": false, + "reason": "Paged-attention XPU tests and DistributedConfig docs are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47181", + "accept": false, + "reason": "Molmo2 and Cosmos3 Edge are separate model additions." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47096", + "accept": false, + "reason": "Molmo2 model support and exportable Kimi backend work are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47003", + "accept": false, + "reason": "Molmo2 model support and OpenVINO exporter work are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47096", + "accept": false, + "reason": "OpenVINO exporter and exportable Kimi are both export-related but target different backends and code paths." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47034", + "accept": false, + "reason": "Molmo2 model support and Neuron SFT scripts are unrelated." + }, + { + "left": "pull_request:47034", + "right": "pull_request:47096", + "accept": false, + "reason": "Neuron finetuning scripts and exportable Kimi backend fixes are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47166", + "accept": false, + "reason": "Molmo2 model support and quantization test updates are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47166", + "accept": false, + "reason": "Exportable Kimi backend changes and quantization test updates are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47184", + "accept": false, + "reason": "Molmo2 model support and accelerator-test renames are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47223", + "accept": false, + "reason": "Molmo2 model support and TimesFM window_size bugfix are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47166", + "accept": false, + "reason": "Molmo2 model support and quantization test adjustments are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47237", + "accept": false, + "reason": "Exportable Kimi backend work and DistributedConfig docs are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47096", + "accept": false, + "reason": "OpenVINO exporter and exportable Kimi are distinct exporter/backend changes, not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "c8d934a65e853ac3b18bc1b9175488d3dc135cdb163dcec326db468fe1f0acd2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated pull requests: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They share only a broad theme of model capability additions, not the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the changes target different models, different code paths, and different user-facing features.", + "best_issue_reason": null, + "best_pr_reason": "No global best PR for duplicate purposes; neither PR is a duplicate of the other, so neither should represent the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models and distinct features/code paths; they are not the same bug or change and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41855-12", + "nodes": [ + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048" + ], + "soft_pairs": [ + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "7e475d3cac445870f490610ab20b0457becd316575588a862cb2eb97bbf980d9", + "component_budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 17, + "serialized_chars": 31590, + "estimated_input_tokens": 7898, + "estimated_eval_tokens": 16052 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 17, + "serialized_chars": 31590, + "estimated_input_tokens": 7898, + "estimated_eval_tokens": 16052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs with one clear duplicate pair in `fixed_cross_entropy`: PR #43251 and PR #43254 implement the same `cross_entropy` kwargs passthrough on the same file and issue target. The rest are separate changes across different subsystems and should not be merged together.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43251 is the best canonical PR for the duplicate pair because it directly targets issue #43240 and contains the more complete fix (`weight` and `label_smoothing` passthrough) in `loss_utils.py`.", + "best_issue_reason": null, + "best_pr_reason": "PR #43251 is the strongest representative of the only true duplicate pair; the other PRs are unrelated feature additions, refactors, or tests and do not belong in the same canonical change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Mistral tokenizer API additions and an Executorch dynamic-shape test are unrelated code paths and not the same change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer method additions are unrelated to adding the MobileLLM model." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness and a new model implementation are different changes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs passthrough and MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss-function kwargs support and Mistral4 test fixes do not address the same bug or code path." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export tests and Mistral4 test fixes are separate test concerns, not one merged fix." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export testing is unrelated to adding a new model." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "MobileLLM model onboarding and config-resolution ordering are unrelated changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New model addition and Falcon output-interface refactoring are different code paths." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and model-creation skill content are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output collection refactor and Mistral4 test fixes are not the same underlying issue." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and a `layrnorm` rename sweep are different fixes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes and adding a TDT loss kernel are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes and config resolution order changes are separate problems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 test fixes and the model-creation skill are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same `fixed_cross_entropy` behavior in `loss_utils.py` for issue #43240 and are plausibly mergeable into one implementation." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusions are grounded in the packet: PR #43251 and PR #43254 are the only clearly related pair, both touching `src/transformers/loss/loss_utils.py` and targeting issue #43240. The other soft-edge rejections are conservative and consistent with the diffs. Minor wording note: the shared fix is more precisely support for `weight` and `label_smoothing` in `fixed_cross_entropy` than arbitrary kwargs passthrough." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "3a9e5863c3819e16660609b2a4ffb31cad0b59b46e46643004507debfa6667ff", + "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 separate GitHub Actions dependency-upgrade PRs overlap in workflows, but they target different action/version bumps and are not the same concrete change.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the best canonical representative because it has a clear, specific goal (Node 24 compatibility) and broadly updates workflow actions across the repo.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the strongest cluster exemplar: it is the more explicit and comprehensive workflow-actions upgrade, whereas 42976 is a narrower latest-version bump focused on different actions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Overlap is only at the level of general CI maintenance. 42975 upgrades GitHub Actions for Node 24 compatibility, while 42976 mainly bumps docker/build-push-action and a few other workflow actions to latest versions. They do not appear to fix the same concrete code-path problem and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:45490", + "pull_request:46562" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:45490", + "pull_request:45490|pull_request:46562" + ], + "prepared_review_unit_hash": "ec619d6c6cf359dfe6ff5d52a36e3781e5e4e53a26cd1897835f16bf774ef0cd", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four items are separate model-addition pull requests (ViT NEPA, Molmo, CTSM, Step3p7). Their overlap is standard boilerplate for registering a new model, not the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45490 is the best cluster representative because it is a substantial model-integration PR with broad core wiring and tests, not just docs or lightweight registration.", + "best_issue_reason": null, + "best_pr_reason": "PR 45490 is the strongest representative available: it shows the typical end-to-end model add flow with core source changes, auto-mapping updates, and tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models and code paths (ViT NEPA vs Molmo); shared docs/auto-registry edits are routine model-addition boilerplate." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model integrations (ViT NEPA vs CTSM); the overlap is only generic registration/docs scaffolding." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated model additions; similar filenames reflect common template changes, not one concrete fix." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM vs Step3p7 are distinct model implementations; shared auto/model-doc changes are not enough to merge as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-7", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46886", + "pull_request:46922" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43291|pull_request:46922", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46922", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46922", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46922", + "pull_request:46539|pull_request:46922", + "pull_request:46886|pull_request:46922" + ], + "prepared_review_unit_hash": "3299aff448e94609d2329d76c2a93ada07c8c61537db21c0e3d677a8d88871aa", + "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": "Most items are unrelated PRs that only look similar because they are small fixes or test edits. The only true near-duplicate is the YOLOS pair: both address the same device_map=\"auto\" device-mismatch bug in modeling_yolos.py, and one is a partial/subsumed fix of the other.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "Choose PR 46922 as canonical: it fixes the actual YOLOS forward-path device mismatch and also includes the no-split-module safeguard, so it subsumes the narrower 46886 patch on the same issue target.", + "best_issue_reason": null, + "best_pr_reason": "PR 46922 is the best representative of the only real duplicate cluster because it contains the most complete fix for the concrete YOLOS device-map bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are generic test-fix PRs, but they target different models and different test code paths; no shared concrete bug or change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenization/tests vs FP8 dequantization/loading logic are unrelated code paths." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper test cleanup does not match the generation/watermarking validation fix." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper test/tokenizer changes are unrelated to YOLOS device placement under device_map=\"auto\"." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "CLIP/ViT test edits are unrelated to CI/integration-test infrastructure changes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Different model test suites and a different underlying bug; same broad 'fix' flavor is not enough." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "These touch unrelated areas: model test stubs vs generation config validation." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "CLIP/ViT test changes do not share the YOLOS device-mismatch code path." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 quantization/loading changes are unrelated to CI runner memory/device-map test setup." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "They both mention model loading/generation-adjacent code, but the concrete bugs and files differ." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "FP8 dequantization fixes and YOLOS device placement are distinct bugs in different subsystems." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation watermarking validation and Phimoe CI integration are unrelated changes." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Generation config watermarking conversion is not the same code-path problem as YOLOS device placement." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI memory/device-map test harness changes are not the same underlying 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 modeling_yolos.py and share issue 46869; 46922 adds the forward-side device fix plus the module-splitting safeguard, so they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet: 46886 and 46922 share the same YOLOS file and issue target, and 46922 is a superset-style fix with the forward device move plus the no-split safeguard. The other pairwise rejections are appropriately conservative because the PRs touch unrelated models/subsystems despite superficial similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:46747" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46747", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46747" + ], + "prepared_review_unit_hash": "e56fc56d9e4915ee1ae141da2e2d57ca7606cb851731375c72aeb46bafa33db8", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are unrelated '[don't merge]' test changes touching different code paths, so this cluster should not be deduplicated.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these PRs target different changes (setup/version-bot check, diff-display/CI workflow changes, and a workflow security-gate switch) rather than the same underlying fix.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good cluster representative because the items are not duplicates and do not share one concrete bug or change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different scopes: 43488 edits setup/versioning for a repo-bot check, while 46747 changes the PR security-gate workflow trigger. No same code-path problem." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "43488 is about setup/version-format testing; 43532 modifies CI workflows, testing utilities, and a model test for diff display. Only incidental overlap, not the same change." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "43532 is a workflow/diff-display test PR; 46747 is a security-gate workflow trigger change. They address different behavior and should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "0c79a44551fb6fef8342d7672089a7a5aa9e3679670de75df9ae492020898e0d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are closely related pipeline-addition PRs, but they implement different features: promptable concept segmentation vs promptable visual segmentation. The overlap is mostly scaffolding/docs/registration; the core code paths and supported model sets differ.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the broader and more complete standalone feature addition, with more model integrations and tests, so it is the stronger representative if one PR must be chosen. It is still not a duplicate of 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different concrete features and code paths: concept segmentation vs visual segmentation. Shared docs/registry updates are not enough to treat them as the same change or safely 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": 10, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "4f9e7687710b99e68a8321693e85d6ea8ebb3714edf88b2d228f621d06d75e32", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs both touch `trainer.py` but address different trainer behaviors: one fixes gradient-accumulation loss scaling, the other refactors column/signature filtering for custom trainers. They are not the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR here: PR #43651 changes loss scaling logic in `training_step`, while PR #43663 adds an overrideable signature-column helper for dataset column filtering. They are unrelated code paths.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a strong global representative for the cluster because they do not duplicate each other; shared filename alone is not enough to merge them into one triage bucket.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different concerns in `trainer.py`: GA loss normalization vs. signature-column filtering/refactoring. They do not appear to fix the same bug or 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": 11, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "c883e7426fc7088e021a8ff2c3e254fa1f5b607e4bf9030a066230010b43479a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same CLI file and both address a TypeAdapter-related NameError, but they appear to fix different causes: one is about typing/annotation cleanup with future annotations, the other is explicitly about handling pydantic being absent. They should remain separate.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the better canonical PR because its title and diff directly target the concrete runtime failure when pydantic is not installed, with a minimal fix scoped to the TypeAdapter annotation/import path.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the strongest standalone candidate: it has the clearest bug description, the most directly relevant code change, and the narrowest fix for the reported NameError.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Both touch src/transformers/cli/serve.py and mention TypeAdapter, but 43656 appears to be a broader typing/annotation cleanup while 43842 specifically fixes the pydantic-not-installed NameError. They do not look like the same underlying bug fix and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44018|pull_request:44116", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44086", + "pull_request:44018|pull_request:44071", + "pull_request:44059|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44017|pull_request:44722", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:44073|pull_request:44161", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "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:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request: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", + "pull_request:44073|pull_request:44074" + ], + "prepared_review_unit_hash": "a5d6a163c0f1784d17a7c32a5c538fb2d37e73560fd19ac79e002d55bdc273cd", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 76, + "serialized_chars": 84119, + "estimated_input_tokens": 21030, + "estimated_eval_tokens": 42316 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76940, + "estimated_input_tokens": 19235, + "estimated_eval_tokens": 38726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a broad family of standardized output-tracing refactors, but most soft edges are false positives because they span different model architectures. Only the GPT-Neo and GPT-J variants look like true duplicates/supersets of the same underlying code-path change.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44066 is the best canonical PR: it has a direct #43979 link, a clear GPT-J output-tracing scope, and already covers the copied CodeGen path, making it the cleanest representative of the accepted duplicate set.", + "best_issue_reason": null, + "best_pr_reason": "PR 44066 is the strongest overall representative among the PRs in this cluster for the same reasons: explicit tracking, clear scope, and the broadest complete implementation of the shared GPT-J change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families (CVT/FNet vs GPT-J); same theme, but not the same code path." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different models and implementations; only the tracing refactor theme is shared." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor on the same code path; 44085 appears to be a narrower variant of the same change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different backbones (RegNet/ResNet vs EfficientNet); too broad to be the same bug/change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families (EfficientNet vs GPT-J/CodeGen); not the same underlying change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Unrelated model families and code paths; only the output-tracing pattern matches." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 vs DeBERTa V2 are different code paths, despite both refactoring output tracing." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J vs MGP-STR; same refactor style, but different model implementation." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J vs MPT; same general migration theme, but different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors on the same model family; 44068 is a later variant of the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J and GPT-Neo are separate model implementations; not the same concrete change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J; same tracing theme, different model code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet vs GPT-J/CodeGen; no shared concrete bug/change." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR vs GPT-J/CodeGen; not the same underlying fix." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J; different architectures and implementation 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 vs MPT; different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert; same refactor pattern, different models." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert; not the same bug/change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; separate model families." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT vs GPT-J/CodeGen; different concrete code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo vs GPT-J; similar refactor, but different models." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; unrelated implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT vs GPT-J; not the same underlying change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; different model paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J vs MGP-STR; only the output-tracing theme overlaps." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 vs MGP-STR; distinct model code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44101", + "accept": false, + "reason": "SegFormer vs Flaubert; same broad refactor theme, but not the same change." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer vs VisualBert; different model families and code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer vs GPT-J/CodeGen; unrelated implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo vs MPT; different models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet vs VisualBert; not the same code change." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "SegFormer vs MPT; different code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT vs ImageGPT; unrelated model implementations." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert vs LongT5; different model families." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert vs Flaubert; same theme, different underlying change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 vs MPT; not the same bug/change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo vs GPT-2; separate model code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet vs Flaubert; different model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-2 vs GPT-J; only a shared output-tracing migration theme." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert vs LongT5; unrelated code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet vs SegFormer; not the same underlying fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet vs MPNet; different model families." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT vs ImageGPT; separate implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet vs Flaubert; different model code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet vs LongT5; not the same change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet vs GPT-Neo; different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet vs LongT5; unrelated code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet vs LongT5; different implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert vs MPT; same refactor pattern, different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo vs SpeechT5; unrelated model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert vs VisualBert; not the same change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet vs TextNet; different model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa V2 vs TextNet; different code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing refactor; 44722 is a later/superset variant that still includes the same concrete change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both touch the same GPT-J output-tracing code path, and 44722 includes the same refactor in a broader PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J vs SpeechT5; same issue-tracking theme is not enough for duplication." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet vs RegNet/ResNet; different model families and code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet vs SpeechT5; not the same underlying bug/change." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa V2 vs SpeechT5; unrelated implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa V2 vs Vits; different model code paths." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet vs ImageGPT; both are tracing refactors, but not the same concrete change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert vs TextNet; different models and fixes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The accepted pairs are same-family, same-file or clear superset/narrower variants, and the false pairs correctly avoid merging different model families or code paths. No clear evidence overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 32, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "370a33d4f9caa686a630c554ed74df2ae361c13d16870ba449d212e8f3e88f1a", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 76, + "serialized_chars": 84119, + "estimated_input_tokens": 21030, + "estimated_eval_tokens": 42316 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 4, + "serialized_chars": 12757, + "estimated_input_tokens": 3190, + "estimated_eval_tokens": 6636 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All items are PRs for a similar transformer-wide migration pattern (standardized output tracing / capture_outputs), but they target different model implementations and code paths, so they are not true duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:44129 is the best representative because it has an explicit issue target, clearly frames the standardized output-capture migration, and shows a more complete model-layer refactor than the others.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:44129 is the strongest global representative: it is tied to issue 43979 and presents the clearest, most concrete instance of the output-tracing refactor pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Same broad refactor theme, but different models (MPNet vs VisualBert) and different code paths; too model-specific to be merged as one PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Both migrate output tracing, but they touch different model implementations and tests/code structure; not the same underlying fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "Both are standardized output-tracing migrations, but RegNet and SqueezeBert are unrelated model code paths, so this is not a duplicate." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 are separate model-specific refactors; they do not fix the same concrete bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "8e66b00397be9517843773d713f5904d19bb0e62c2a6cf2c28fdd601e133c97b", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40184, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40184, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of loosely related model-specific refactors for output tracing/can_return_tuple support, not duplicate fixes. The PRs target different model families and code paths, so they should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR truly subsumes the others; if one must anchor the cluster, PR 44025 is the closest representative because it updates two closely related depth-anything files, but it still does not duplicate the rest.", + "best_issue_reason": null, + "best_pr_reason": "PR 44025 is the best representative of the shared refactor pattern, but the cluster is too heterogeneous for it to be a true global best duplicate target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Both are output-tracing refactors, but they touch different model families (timm_backbone vs upernet) and different forward paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different models and code paths: timm_backbone vs vision_text_dual_encoder." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model families: timm_backbone vs univnet." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different subsystems and code paths: timm_backbone vs mamba/falcon_mamba." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families: timm_backbone vs rwkv." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model families: mobilenet_v1 vs univnet." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families: mobilenet_v1 vs upernet." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families: mobilenet_v1 vs depth_anything/prompt_depth_anything." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model families: mobilenet_v1 vs vision_encoder_decoder." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model families: mobilenet_v1 vs speech_encoder_decoder." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model families: vision_text_dual_encoder vs univnet." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families: vision_text_dual_encoder vs upernet." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and code paths: vision_text_dual_encoder vs mamba/falcon_mamba." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families: vision_text_dual_encoder vs depth_anything." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families: univnet vs upernet." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families: univnet vs mamba/falcon_mamba." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families: univnet vs depth_anything/prompt_depth_anything." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families: upernet vs rwkv." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and refactor targets: upernet vs mamba/falcon_mamba." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families: mamba/falcon_mamba vs superpoint." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and implementation details: mamba/falcon_mamba vs codegen." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families: timm_backbone vs codegen." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families: univnet vs codegen." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families: upernet vs codegen." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model families: depth_anything vs vision_encoder_decoder." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model families: depth_anything vs speech_encoder_decoder." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families: depth_anything vs superpoint." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families: depth_anything vs rwkv." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families: depth_anything vs DPR." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families: vision_encoder_decoder vs rwkv." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder/decoder families: vision_encoder_decoder vs speech_encoder_decoder." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families: vision_encoder_decoder vs superpoint." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families: vision_encoder_decoder vs DPR." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families: speech_encoder_decoder vs superpoint." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families: speech_encoder_decoder vs rwkv." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families: speech_encoder_decoder vs DPR." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families: superpoint vs rwkv." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families: superpoint vs DPR." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and code paths: rwkv vs DPR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "b0b125d4584fe58e37774bc11b70cda4d1dace3f46e00b695cd2827d20e4214e", + "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": "The cluster contains two unrelated model-addition PRs: one for PenguinVL and one for Voxtral TTS. They share generic Transformers integration files, but they target different models, different behaviors, and are not the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45401 is the cleaner canonical representative because it has an explicit issue target and a focused implementation for one model family.", + "best_issue_reason": null, + "best_pr_reason": "PR 45401 is the best fit for the cluster because it is a self-contained model support PR with a linked tracking issue and clearer scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model integrations (PenguinVL vs Voxtral TTS); shared files are only common framework plumbing, not the same concrete change or bug fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "a343aa4b527a9e716058fa76540e72274a7d856a9e4a52bb2bb307d0c818f196", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related by the broad theme of module/kernel fusion, but they target different layers and concrete changes: one adds a generic module fusion API, the other wires up n-to-1 kernel fusion through KernelConfig and integration plumbing. They do not look like the same PR-worthy fix/change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No strong duplicate/canonical match: the PRs solve different concrete problems and touch different code paths, so neither is clearly the single canonical PR for the other.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45363 is the stronger representative of the cluster because it covers the end-to-end KernelConfig fusion plumbing and example usage, making it the more complete feature-facing change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Shared fusion theme only; 44979 adds a standalone Module Fusion API, while 45363 implements KernelConfig-based n-to-1 kernel fusion across integration/model-loading code. They are not the same concrete 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": 17, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "ccc55f3f17f1f90d89c43d91fd16ba93da48b398240510fca7a0dbfef2520afc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4413, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4413, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs implement the same Mistral regex fix in the same file and target the same issue; 45317 is the more complete duplicate because it adds test coverage and has slightly broader discussion/activity.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the best canonical PR: it fixes the same AttributeError as 45086, includes a test file, and has the clearest final formulation of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the strongest overall representative of the cluster because it is the same underlying fix plus validation coverage, making it the best single PR to keep.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same code path: both replace backend_tokenizer.pre_tokenizer with tokenizer.pre_tokenizer in _patch_mistral_regex for the same issue target; 45317 is essentially the expanded duplicate with tests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "b19e6937c4e827d8b40a46e33826aeb532c98925b094a2afec7e3567da3f0e89", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open NemotronH PRs overlap in model core files, but they address different changes: one is a conversion/mapping and inheritance refactor, the other is a broader model split into dense/sparse variants with docs and tests. They are related, but not duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the broader, more representative NemotronH change: it introduces the dense/sparse model split, updates docs, auto mappings, and tests, making it the better canonical PR for this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the best standalone PR because it appears to implement the complete user-facing architecture update rather than just a supporting conversion/mapping refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Shared NemotronH files are not enough here: 45115 is mainly a conversion mapping / GraniteMoeHybrid inheritance refactor, while 45569 is a broader dense/sparse model split with docs and tests. They are related but not the same concrete change and would not plausibly be one merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "7e6682908e7012325d08cbaa60dc036b3d6adc77eefda8cb2ad371a73b933f9a", + "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 closely related heterogeneous-feature work, but they are not the same change: #45332 is a broader per-layer heterogeneous model implementation, while #45333 is limited to per-layer configuration support. They share some setup/docs/tests, but the code paths and scope differ enough that they should not be treated as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No exact duplicate PR here; if one must be kept as the representative, #45332 is the broader end-to-end heterogeneous model support PR, while #45333 is a narrower configuration-only companion.", + "best_issue_reason": null, + "best_pr_reason": "#45332 is the better representative of the cluster because it covers the full heterogeneous-model feature surface, not just the config layer.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related feature work, but not the same concrete code change: #45332 includes model/runtime integration and masking/cache changes beyond the config-only scope of #45333." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "c60c87221a09c65065c3b5bf9c0d02e8efa8f201ed5403ddd21adb371f0ffb5a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are typing-related cleanup, but they target different changes: 45415 is a broad type-checking sweep across many Transformer files, while 45425 adds typing protocols/aliases in core typing and modeling utilities. They overlap in a few files, but not the same concrete fix.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:45415 is the broader umbrella PR and the earliest of the two; it best represents the large type-checking rollout in this cluster.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45415 is the strongest representative because it covers the larger end-to-end type-checking pass; 45425 is a separate, narrower typing refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Shared typing theme and a few files, but 45415 is a broad mechanical type-checking sweep while 45425 adds distinct protocols/aliases for modeling_utils and peft-related typing; not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "444ab6cee1da28f0c8255b7b9bf0918d0cdb855135493513203e8b5a7f2e651e", + "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": "The two PRs are related by expert-parallel loading, but they fix different concrete bugs: one targets EP + DeepSpeed ZeRO-3 loading/serialization via accelerate launch, while the other targets experts being overwritten by rank-0 broadcast under FSDP2. They should not be deduplicated.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the stronger representative of the cluster because it addresses a more concrete expert-parallel loading corruption path and has the broader fix surface; PR 45548 is a narrower ZeRO-3/accelerate serialization fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the best overall PR in this cluster because it focuses on a specific, reproducible failure mode in the model-loading path and includes the most substantial code-level fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548 \u2014 Fix EP + DeepSpeed ZeRO-3 loading via accelerate launch", + "right": "pull_request:45662 \u2014 Fix EP + FSDP2: experts silently overwritten by rank-0 broadcast", + "accept": false, + "reason": "Both are about EP and loading, but they fix different bugs in different distributed setups and code paths; they are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "88ec1207c4994e2a76bd1891475317ef3779ff72a61edc0b29206cec8f8c46d3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist collision in captured_info debug artifacts for issue #45561. PR #45645 is the more complete fix because it updates both the producer side and the CI log aggregation side, while #45639 only changes the testing utility writer path.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the better canonical PR because it covers the full artifact-handling path: it makes captured_info file creation xdist-safe and also updates CI workflow collection so all worker files are preserved and printed.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 is the strongest representative of the cluster since it appears to fully solve the underlying captured_info xdist collision problem rather than only partially mitigating it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying bug: xdist collisions for captured_info debug logs. #45639 fixes the writer path, and #45645 extends that same fix to CI artifact collection, so they are plausibly one merged change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "79c2f0dd160f67ea6c353453d9b7f78ae3654e207ac89d8657be94d8dee580eb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: PR #46126 is a focused EP/Trainer integration change, while PR #46269 is a broad distributed branch base touching many unrelated areas. The shared distributed files are too generic to indicate the same concrete fix.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46126 is the most focused, self-contained change centered on EP + Trainer integration. PR #46269 is a sprawling base branch with many unrelated distributed modifications, so it is not a good canonical duplicate representative.", + "best_issue_reason": null, + "best_pr_reason": "PR #46126 is the best representative for the cluster because it has a specific code-path change and clear purpose. PR #46269 is too broad to serve as a precise duplicate target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Do not merge: they overlap on distributed infrastructure, but #46126 is a targeted EP/Trainer integration PR and #46269 is a large branch-base PR with many unrelated edits. They do not appear to fix the same concrete bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "19d187d7c7715bac406934668ac817504fd5adb8152be3b4f229ce7f4c0e2f36", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26672, + "estimated_input_tokens": 6668, + "estimated_eval_tokens": 13592 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26672, + "estimated_input_tokens": 6668, + "estimated_eval_tokens": 13592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of unrelated workflow maintenance PRs, not duplicate fixes. The only tight subgroup is the pr-ci-security-gate.yml changes, but those PRs make different security-related edits and should remain separate.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true duplicate PR stands out here; #46554 is the most substantive and representative workflow/security-gate change, but the cluster is heterogeneous.", + "best_issue_reason": null, + "best_pr_reason": "#46554 is the strongest overall representative because it makes the clearest concrete workflow/security-gate behavioral change rather than a purely mechanical workflow tweak.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and unrelated changes: self-comment CI message handling vs SSH runner security hardening." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and unrelated changes; not the same underlying bug or fix." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and unrelated changes; no shared code-path problem." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and unrelated changes; not mergeable as one fix." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and distinct behavior changes; not the same fix." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow files and different CI concerns; not the same underlying issue." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflow files and unrelated changes; not a duplicate." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and unrelated changes; no shared code-path problem." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "SSH runner hardening is unrelated to pr-ci security-gate logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and separate CI/security edits; not duplicate fixes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Both are workflow tweaks, but they change different files and different behavior." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and different CI triggers/behavior; not the same fix." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and unrelated changes; not a single underlying bug." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow files and different functionality; not duplicates." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and unrelated CI behavior changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Assign-reviewers logic is unrelated to pr-ci security gating." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and separate CI behavior changes; not the same fix." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Benchmark dispatch support is unrelated to pr-ci security gating." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different behavior; not a duplicate change." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and unrelated CI changes." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same workflow file, but different security-gate edits addressing different concerns; not one concrete fix." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same workflow file, but one adds repo checkout/checks while the other documents a reusable workflow; different fixes." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Same workflow file, but different security-hardening changes to different parts of the pipeline." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same workflow file, but the edits are different and address different security/approval mechanics." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Same workflow file, but permissions/approval changes are distinct from secret-handling changes." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Same workflow file, but one is a reusable-workflow note and the other changes secret inheritance; not the same fix." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and unrelated CI changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH runner changes are unrelated to pr-ci workflow reuse/documentation." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and unrelated security/CI changes; not duplicate fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46174-3", + "nodes": [ + "pull_request:46174", + "pull_request:46780", + "pull_request:47234" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780", + "pull_request:46780|pull_request:47234", + "pull_request:46174|pull_request:47234" + ], + "prepared_review_unit_hash": "d9df2b6179f3ae87a250acc034776185a321c8ab55f4de977b8a1b74c71963a3", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 9495, + "estimated_input_tokens": 2374, + "estimated_eval_tokens": 5004 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 9495, + "estimated_input_tokens": 2374, + "estimated_eval_tokens": 5004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs target the same MPS crash in the duplicated sinusoidal-position helper, but they do not all represent the same concrete fix: 46174 applies the broadest, most conservative workaround, while 46780 and 47234 use competing dtype strategies.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46174 is the best canonical PR because it covers the widest set of duplicated helper implementations and uses the most conservative fix pattern for the MPS float64 crash.", + "best_issue_reason": null, + "best_pr_reason": "PR 46174 is the best representative overall: it is explicitly linked to the issue, spans the most affected model copies, and preserves precision with a CPU-side float64 computation before casting.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": false, + "reason": "Shared issue target and helper, but the implementations differ materially: 46174 keeps float64 on CPU before casting, while 46780 changes the helper to use dtype internally. That looks like alternative solutions, not one mergeable change." + }, + { + "left": "pull_request:46780", + "right": "pull_request:47234", + "accept": false, + "reason": "Both address the same crash, but 46780 uses dtype-driven internal arithmetic whereas 47234 switches the helper to float32. These are competing implementation choices, so this is not a conservative duplicate-merge match." + }, + { + "left": "pull_request:46174", + "right": "pull_request:47234", + "accept": false, + "reason": "They fix the same bug class, but 46174 uses a CPU-side float64 workaround and 47234 uses float32. The code changes are not the same underlying patch and could not be safely merged as one PR from the packet evidence." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is directionally right that all three PRs relate to the same issue target, but it overstates the evidence in the pairwise soft-edge verdicts. In particular, 46780 and 47234 look like competing implementation choices for the same helper rather than clearly mergeable changes, so treating them as an accept is too strong. I\u2019d keep the canonical PR leaning on 46174 as the broadest fix, but reject the soft pair merges as not conservatively grounded from the packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "1c06f60dcbe9f0d2a1eb78f0d8d87c5ff65c0c21b2ea69d4c096059f52566479", + "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 are two unrelated PRs: one fixes CodeLlama decode-time stripping of real leading spaces, the other fixes DeepSeek-Coder/DeepSeek-LLM loading under the wrong tokenizer class via auto-tokenizer routing. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying bugs and code paths: CodeLlama tokenizer decoder placement/strip behavior vs DeepSeek checkpoint-to-tokenizer-class selection in auto-tokenization. They are not mergeable into one PR and do not fix the same concrete issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46696-3", + "nodes": [ + "pull_request:46696", + "pull_request:47134", + "pull_request:47215" + ], + "soft_pairs": [ + "pull_request:46696|pull_request:47215", + "pull_request:47134|pull_request:47215", + "pull_request:46696|pull_request:47134" + ], + "prepared_review_unit_hash": "94204e91afc467364ffa75fc7916ae297cb82f706e56c1238f9edbf66b4cd189", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7370, + "estimated_input_tokens": 1843, + "estimated_eval_tokens": 3942 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7370, + "estimated_input_tokens": 1843, + "estimated_eval_tokens": 3942 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three open PRs cluster around the same FA2 long-context performance regression in `modeling_flash_attention_utils.py`. `47215` is the strongest representative and likely the final intended fix. `47134` is a narrower precursor on the same unpadding/max-seqlen path, and `46696` is also a plausible duplicate-level fix for the same underlying regression theme targeted at issue `#46693`.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "`47215` is the most complete PR: it explicitly targets `#46693`, updates the core flash-attention utility logic, and adds test/benchmark coverage. It also appears to supersede narrower earlier fixes.", + "best_issue_reason": null, + "best_pr_reason": "`47215` is the best single representative because it is the broadest and most polished fix for the long-context FA2 performance regression, with explicit issue linkage and supporting tests/benchmarks.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46696", + "right": "pull_request:47215", + "accept": true, + "reason": "Both target issue `#46693`, touch the same file, and address the same long-context FA2 performance regression theme. They look mergeable into one bugfix PR rather than separate changes." + }, + { + "left": "pull_request:47134", + "right": "pull_request:47215", + "accept": true, + "reason": "These operate on the same unpadding/max-seqlen code path for the same regression, and `47215` reads like a fuller refinement of the earlier fix." + }, + { + "left": "pull_request:46696", + "right": "pull_request:47134", + "accept": false, + "reason": "They share the broad FA2 regression area and file, but the concrete code paths differ (`_process_flash_attention_kwargs` vs. unpad/max-seqlen handling), so they do not look like the same underlying change." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but one soft-edge verdict is too conservative: `pull_request:46696` and `pull_request:47215` both target issue #46693, touch the same file, and address the same long-context FA2 performance regression theme, so they do look mergeable into a single bugfix PR. Treating that pair as non-duplicate overstates the separation between the fixes. The `47134`\u2192`47215` refinement call is reasonable, but the `46696`\u2192`47215` rejection is not well supported by the packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46773-2", + "nodes": [ + "pull_request:46773", + "pull_request:47087" + ], + "soft_pairs": [ + "pull_request:46773|pull_request:47087" + ], + "prepared_review_unit_hash": "efc4e4521eac56b0d062054177ce39f8e652ec260fb23b87dcfc58b3773069b4", + "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": "Two open PRs about padding-mask handling in attention/recurrent models, but they fix different bugs in different code paths. They are related thematically, not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47087 is the better canonical PR: it fixes the shared masking utility, has an explicit issue target, and the change is tightly centered on one concrete recurrent-mask bug.", + "best_issue_reason": null, + "best_pr_reason": "PR 47087 is the strongest representative for the cluster because it addresses a central masking-path defect with clear scope. PR 46773 is a separate model-family fix for batch-size-1 linear-attention masking and is not the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46773", + "right": "pull_request:47087", + "accept": false, + "reason": "Both concern padding-mask logic, but they fix different failure modes: 46773 skips padding mask application for batch size 1 in linear-attention models, while 47087 fixes continued-forward/chunked-prefill recurrent masking. Different code paths and not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47032-5", + "nodes": [ + "pull_request:47032", + "pull_request:47074", + "pull_request:47076", + "pull_request:47195", + "pull_request:47197" + ], + "soft_pairs": [ + "pull_request:47032|pull_request:47197", + "pull_request:47074|pull_request:47076", + "pull_request:47074|pull_request:47197", + "pull_request:47074|pull_request:47195", + "pull_request:47195|pull_request:47197" + ], + "prepared_review_unit_hash": "e23b5438ef802ba0726d02198d657ccaf18179b3ad15c0c750f1f317d5f63e6c", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11473, + "estimated_input_tokens": 2869, + "estimated_eval_tokens": 5994 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11473, + "estimated_input_tokens": 2869, + "estimated_eval_tokens": 5994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are five unrelated open PRs across multimodal pipelines, Gemma4/Qwen processor code, and generation candidate decoding. They share only broad transformer/multimodal similarity, not the same concrete bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47074 is the best cluster representative: it fixes a specific, self-contained pipeline input-key bug with test coverage and has the clearest end-user impact among the set.", + "best_issue_reason": null, + "best_pr_reason": "PR 47074 is the strongest standalone change here because it corrects a concrete bug in AnyToAnyPipeline (`video` vs `videos`) and is narrowly scoped with tests, unlike the more specialized or less directly comparable PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47032", + "right": "pull_request:47197", + "accept": false, + "reason": "Both are multimodal text-output related, but they fix different code paths: image-text-to-text stop-sequence handling vs Qwen Omni batched postprocessing. Not the same underlying bug." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47076", + "accept": false, + "reason": "One normalizes AnyToAnyPipeline input keys; the other validates Gemma4 audio placeholder batching in processors. Different layers and different failure modes." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47197", + "accept": false, + "reason": "AnyToAny input-key normalization and Qwen Omni batched decode handling are separate issues in different modules; they would not plausibly merge into one fix." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47195", + "accept": false, + "reason": "Pipeline multimodal key normalization is unrelated to the generation candidate length-cap fix. Same general project area, but not the same bug." + }, + { + "left": "pull_request:47195", + "right": "pull_request:47197", + "accept": false, + "reason": "These touch unrelated behaviors: candidate generation budget capping vs batched tokenizer decoding in Omni processors." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47105-2", + "nodes": [ + "pull_request:47105", + "pull_request:47129" + ], + "soft_pairs": [ + "pull_request:47105|pull_request:47129" + ], + "prepared_review_unit_hash": "deca880bf24fdbedff82af3da81d66899b15f57f73d6000690d6a4f92b8da27d", + "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": "The two pull requests are unrelated: one re-enables and adjusts VITS model forward tests, while the other fixes an RT-DETR v2 weight-conversion/config mapping issue. They do not appear to address the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are different fixes in different model areas with no shared code path or concrete change target.", + "best_issue_reason": null, + "best_pr_reason": "If a single representative PR is needed, 47129 is the stronger one because it changes production conversion logic; 47105 is primarily a test update/re-enable.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47105", + "right": "pull_request:47129", + "accept": false, + "reason": "Different subsystems and problem types: VITS test expectations vs RT-DETR v2 converter key/config handling. No shared underlying bug or mergeable combined 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": 32, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47122-5", + "nodes": [ + "pull_request:47122", + "pull_request:47123", + "pull_request:47124", + "pull_request:47150", + "pull_request:47224" + ], + "soft_pairs": [ + "pull_request:47122|pull_request:47123", + "pull_request:47122|pull_request:47224", + "pull_request:47122|pull_request:47124", + "pull_request:47122|pull_request:47150", + "pull_request:47123|pull_request:47124", + "pull_request:47123|pull_request:47150", + "pull_request:47124|pull_request:47150", + "pull_request:47150|pull_request:47224" + ], + "prepared_review_unit_hash": "d85911a1ef8dbc156f85649c485fd375668f720da7a4ce3005b31113c91138d2", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 12418, + "estimated_input_tokens": 3105, + "estimated_eval_tokens": 6466 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 12418, + "estimated_input_tokens": 3105, + "estimated_eval_tokens": 6466 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly separate, model-specific integration-test fixes. One umbrella PR (#47224) bundles several unrelated fixes, including an Edgetam change, but the pairs do not look like true duplicates of a single underlying bug/change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47224 is the broad umbrella change tied to the tracking issue (#47182) and includes multiple fixups across models, so it is the closest thing to a canonical representative for the set.", + "best_issue_reason": null, + "best_pr_reason": "PR #47224 is the best representative because it aggregates the broader serge integration-test remediation, whereas the other PRs are narrower single-model fixes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47122", + "right": "pull_request:47123", + "accept": false, + "reason": "Different models and different failure modes: Edgetam needs a kwargs cleanup, while MiniMax-M3-VL needs an offload_folder for loading. Not the same bug or mergeable into one concrete fix." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47224", + "accept": false, + "reason": "47224 includes an Edgetam fix, but it is an umbrella PR with additional unrelated tokenizer/Whisper/other changes, so this is not a single underlying duplicate change." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47124", + "accept": false, + "reason": "Edgetam kwargs handling vs Falcon-Mamba output expectation updates are unrelated model-specific fixes." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47150", + "accept": false, + "reason": "Edgetam backbone kwargs filtering and Whisper generation max_length handling are different code paths and failure types." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47124", + "accept": false, + "reason": "MiniMax-M3-VL load/offload test fix and Falcon-Mamba output mismatch update are unrelated." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47150", + "accept": false, + "reason": "MiniMax-M3-VL loading fix and Whisper generation fix target different subsystems and bugs." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47150", + "accept": false, + "reason": "Falcon-Mamba expected-output updates are not the same underlying issue as Whisper max_length propagation." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47224", + "accept": false, + "reason": "47224 does touch Whisper, but only as part of a larger multi-fix bundle; it is not the same standalone Whisper bug/change as #47150." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260710T060821Z/analysis-runs/hybrid-model-20260710t060821z/manifest.json b/snapshots/20260710T060821Z/analysis-runs/hybrid-model-20260710t060821z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..e97517aa5bdaa37f95c8532244a4cf47a6ea9881 --- /dev/null +++ b/snapshots/20260710T060821Z/analysis-runs/hybrid-model-20260710t060821z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260710t060821z", + "artifacts": { + "hybrid": "snapshots/20260710T060821Z/analysis-runs/hybrid-model-20260710t060821z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260710T060821Z/analysis-runs/hybrid-model-20260710t060821z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-10T06:19:25Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260710T060821Z", + "variant": "hybrid" +} diff --git a/snapshots/20260710T060821Z/manifest.json b/snapshots/20260710T060821Z/manifest.json index a074efe746ea74f2dff5ea44fde10f29eefb8c4f..c33b0973b5938ae28133e458d2186e98a699fa06 100644 --- a/snapshots/20260710T060821Z/manifest.json +++ b/snapshots/20260710T060821Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 13 }, "extracted_at": "2026-07-10T06:08:21Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260710t060821z", + "runs": { + "hybrid-model-20260710t060821z": { + "analysis_id": "hybrid-model-20260710t060821z", + "artifacts": { + "hybrid": "snapshots/20260710T060821Z/analysis-runs/hybrid-model-20260710t060821z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260710T060821Z/analysis-runs/hybrid-model-20260710t060821z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260710T060821Z/analysis-runs/hybrid-model-20260710t060821z/manifest.json", + "model": null, + "published_at": "2026-07-10T06:19:25Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260710T060821Z", "watermark": {