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"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", + "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", "left_ranges": [ [ - 305, - 311 + 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": [ [ - 78, - 84 + 22, + 28 + ], + [ + 638, + 645 ] ] }, { - "filename": "src/transformers/models/auto/auto_mappings.py", + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", "left_ranges": [ [ - 412, - 418 - ], - [ - 975, - 981 + 500, + 513 ] ], "right_ranges": [ [ - 105, - 114 - ], - [ - 737, - 745 - ], - [ - 942, - 948 - ], - [ - 1027, - 1033 + 16, + 22 ], [ - 1161, - 1167 + 501, + 508 ] ] }, { - "filename": "src/transformers/models/auto/modeling_auto.py", + "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", "left_ranges": [ [ - 348, - 354 + 35, + 41 ], [ - 1960, - 1966 + 176, + 214 ] ], "right_ranges": [ [ - 97, - 105 + 15, + 21 ], [ - 1053, - 1059 + 180, + 221 ] ] } ] }, { - "left_pr_number": 47143, - "right_pr_number": 47210, - "code_similarity": 0.037, - "size_similarity": 0.123, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.084, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47163, - "right_pr_number": 47181, - "code_similarity": 0.004, - "size_similarity": 0.006, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.022, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47163, - "right_pr_number": 47210, - "code_similarity": 0.021, - "size_similarity": 0.076, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.036, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47181, - "right_pr_number": 47210, - "code_similarity": 0.038, - "size_similarity": 0.082, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.144, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, - { - "cluster_id": "cluster-41211-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", - "status": "open", - "confidence": 0.55, - "canonical_issue_number": 41211, - "canonical_pr_number": 44339, - "issue_numbers": [ - 41211 - ], - "pr_numbers": [ - 41356, - 44339 - ], - "evidence_types": [ - "closing_reference" - ], - "pr_comparisons": [ - { - "left_pr_number": 41356, - "right_pr_number": 44339, - "code_similarity": 0.155, - "size_similarity": 0.094, - "file_overlap": 0.273, - "area_overlap": 0.078, - "patch_similarity": 0.183, + "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": [ - "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", + "tests/models/cohere_asr/test_modeling_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, + 649 ] ] }, { - "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, + 512 ] ] }, { - "filename": "src/transformers/models/deimv2/configuration_deimv2.py", + "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", "left_ranges": [ [ - 1, - 74 + 35, + 41 + ], + [ + 176, + 214 ] ], "right_ranges": [ [ - 1, - 266 + 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": "tests/models/deimv2/test_modeling_deimv2.py", + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", "left_ranges": [ [ - 1, - 15 + 500, + 513 ] ], "right_ranges": [ [ - 1, - 1734 + 16, + 22 + ], + [ + 501, + 508 ] ] } ] - } - ] - }, - { - "cluster_id": "cluster-46894-6", - "summary": "Cluster of 2 issues and 4 PRs centered on issue #46894.", - "status": "open", - "confidence": 0.8, - "canonical_issue_number": 46894, - "canonical_pr_number": 46895, - "issue_numbers": [ - 46894, - 46897 - ], - "pr_numbers": [ - 46895, - 46958, - 47090, - 47235 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target", - "soft_similarity" - ], - "pr_comparisons": [ + }, { - "left_pr_number": 46895, + "left_pr_number": 46903, "right_pr_number": 46958, - "code_similarity": 0.779, - "size_similarity": 0.915, - "file_overlap": 1.0, - "area_overlap": 0.5, - "patch_similarity": 0.81, + "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", - "tests/models/cohere_asr/test_modeling_cohere_asr.py" + "src/transformers/models/cohere_asr/modular_cohere_asr.py" ], "shared_file_areas": [ { @@ -1651,7 +5624,7 @@ "left_ranges": [ [ 637, - 650 + 651 ] ], "right_ranges": [ @@ -1670,7 +5643,7 @@ "left_ranges": [ [ 500, - 513 + 514 ] ], "right_ranges": [ @@ -1683,44 +5656,20 @@ 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": 46903, "right_pr_number": 47090, - "code_similarity": 0.819, - "size_similarity": 0.932, - "file_overlap": 1.0, - "area_overlap": 0.783, - "patch_similarity": 0.389, + "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", - "tests/models/cohere_asr/test_modeling_cohere_asr.py" + "src/transformers/models/cohere_asr/modular_cohere_asr.py" ], "shared_file_areas": [ { @@ -1728,7 +5677,7 @@ "left_ranges": [ [ 637, - 650 + 651 ] ], "right_ranges": [ @@ -1743,7 +5692,7 @@ "left_ranges": [ [ 500, - 513 + 514 ] ], "right_ranges": [ @@ -1752,36 +5701,17 @@ 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, + "left_pr_number": 46903, "right_pr_number": 47235, - "code_similarity": 0.428, - "size_similarity": 0.341, - "file_overlap": 0.667, - "area_overlap": 0.381, - "patch_similarity": 0.176, + "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" @@ -1792,7 +5722,7 @@ "left_ranges": [ [ 637, - 650 + 651 ] ], "right_ranges": [ @@ -1811,7 +5741,7 @@ "left_ranges": [ [ 500, - 513 + 514 ] ], "right_ranges": [ @@ -2016,11 +5946,110 @@ } ] }, + { + "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-46159-4", "summary": "Cluster of 1 issues and 3 PRs centered on issue #46159.", "status": "open", - "confidence": 0.55, + "confidence": 0.75, "canonical_issue_number": 46159, "canonical_pr_number": 46174, "issue_numbers": [ @@ -2032,7 +6061,8 @@ 47234 ], "evidence_types": [ - "closing_reference" + "closing_reference", + "shared_issue_target" ], "pr_comparisons": [ { @@ -4341,73 +8371,102 @@ ] }, { - "cluster_id": "cluster-43656-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "cluster_id": "cluster-47122-3", + "summary": "Cluster of 3 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 43656, + "canonical_pr_number": 47122, "issue_numbers": [], "pr_numbers": [ - 43656, - 43842 + 47122, + 47150, + 47224 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 43656, - "right_pr_number": 43842, - "code_similarity": 0.405, - "size_similarity": 0.5, - "file_overlap": 1.0, + "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": 0.036, + "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/cli/serve.py" + "src/transformers/models/edgetam/modeling_edgetam.py", + "src/transformers/models/edgetam/modular_edgetam.py" ], "shared_file_areas": [ { - "filename": "src/transformers/cli/serve.py", + "filename": "src/transformers/models/edgetam/modeling_edgetam.py", "left_ranges": [ [ - 11, - 18 - ], - [ - 30, - 36 - ], - [ - 315, - 323 - ], + 464, + 472 + ] + ], + "right_ranges": [ [ - 665, - 671 - ], + 464, + 474 + ] + ] + }, + { + "filename": "src/transformers/models/edgetam/modular_edgetam.py", + "left_ranges": [ [ - 931, - 937 - ], + 210, + 218 + ] + ], + "right_ranges": [ [ - 1843, - 1849 - ], + 210, + 220 + ] + ] + } + ] + }, + { + "left_pr_number": 47150, + "right_pr_number": 47224, + "code_similarity": 0.442, + "size_similarity": 0.128, + "file_overlap": 0.2, + "area_overlap": 1.0, + "patch_similarity": 0.04, + "shared_filenames": [ + "src/transformers/models/whisper/generation_whisper.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/whisper/generation_whisper.py", + "left_ranges": [ [ - 1868, - 1874 + 1937, + 1943 ] ], "right_ranges": [ [ - 54, - 61 - ], - [ - 587, - 593 + 1937, + 1943 ] ] } @@ -4693,15 +8752,40 @@ ], "duplicate_issues": [ { - "cluster_id": "cluster-46894-6", + "cluster_id": "cluster-46894-7", "canonical_issue_number": 46894, "duplicate_issue_numbers": [ 46897 ], - "reason": "Issues in cluster-46894-6 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "Issues in cluster-46894-7 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." } ], "duplicate_prs": [ + { + "cluster_id": "cluster-40546-18", + "canonical_pr_number": 43451, + "duplicate_pr_numbers": [ + 40546, + 46376, + 46658, + 46836, + 47003, + 47034, + 47077, + 47096, + 47143, + 47163, + 47175, + 47181, + 47198, + 47210, + 47216, + 47243, + 47255 + ], + "target_issue_number": null, + "reason": "PRs in cluster-40546-18 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-41211-3", "canonical_pr_number": 44339, @@ -4720,15 +8804,6 @@ "target_issue_number": 43240, "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, - { - "cluster_id": "cluster-43656-2", - "canonical_pr_number": 43656, - "duplicate_pr_numbers": [ - 43842 - ], - "target_issue_number": null, - "reason": "PRs in cluster-43656-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -4799,7 +8874,7 @@ 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." + "reason": "PRs in cluster-46159-4 are treated as duplicates because they converge on issue #46159 with closing_reference, shared_issue_target evidence." }, { "cluster_id": "cluster-46305-4", @@ -4811,19 +8886,6 @@ "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-46376-6", - "canonical_pr_number": 46836, - "duplicate_pr_numbers": [ - 46376, - 47143, - 47163, - 47181, - 47210 - ], - "target_issue_number": null, - "reason": "PRs in cluster-46376-6 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-46693-3", "canonical_pr_number": 47215, @@ -4853,15 +8915,26 @@ "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-46894-6", - "canonical_pr_number": 46895, + "cluster_id": "cluster-46894-7", + "canonical_pr_number": 46903, "duplicate_pr_numbers": [ + 46895, 46958, 47090, 47235 ], "target_issue_number": 46894, - "reason": "PRs in cluster-46894-6 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "PRs in cluster-46894-7 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-47122-3", + "canonical_pr_number": 47122, + "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." }, { "cluster_id": "cluster-47205-3", @@ -4874,15 +8947,15 @@ } ], "best_issue": { - "cluster_id": "cluster-46894-6", + "cluster_id": "cluster-46894-7", "issue_number": 46894, - "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 6 artifacts, and carries 1 discussion comments plus 12 inbound references.", - "score": 174.0 + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 7 artifacts, and carries 1 discussion comments plus 12 inbound references.", + "score": 184.0 }, "best_pr": { - "cluster_id": "cluster-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 + "cluster_id": "cluster-40546-18", + "pr_number": 43451, + "reason": "PR #43451 is the strongest global PR candidate because it is open, belongs to a cluster with 18 artifacts, links to 0 issues, and carries 480 review/discussion events.", + "score": 1253.678 } } diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 065f82213428bba86fbe7a876d550ade81fc4275..0c02fa5c54c58bad8786de4e427e7ecab1e54f43 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": "20260710T180030Z", - "generated_at": "2026-07-10T18:13:05Z", + "snapshot_id": "20260711T000031Z", + "generated_at": "2026-07-11T00:11:01Z", "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-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ "issue:24643", "issue:30277", @@ -132,409 +132,403 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "f724c9ea54c1eef90cea6e07cd44614987ad3c37f7acc476b75c700900048df4", + "prepared_review_unit_hash": "34a6d649419738a9460067c899f91bcf6c99c8cee6f10b2a771cffed2de62d9b", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46579, - "estimated_input_tokens": 11645, - "estimated_eval_tokens": 23546 + "serialized_chars": 46568, + "estimated_input_tokens": 11642, + "estimated_eval_tokens": 23540 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues. The packet supports two likely near-duplicate issue pairs with very similar failure signatures, but the evidence is stronger for similarity than for confirmed duplication.", - "confidence": 0.66, - "canonical_issue_reason": "issue:43596 is the best representative of the likely ZeRO-3/Bert index-out-of-bounds cluster; issue:43638 appears to be a near-duplicate/narrower variant with the same failure signature.", + "summary": "Most pairs are unrelated model- or subsystem-specific bugs. The only clear duplicate here is the ZeRO-3/BERT index-out-of-bounds report.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43596 is the clearest canonical report for the shared ZeRO-3/BERT index-0 crash; issue:43638 reads like a near-identical variant/reproduction.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the strongest global issue candidate because it most clearly captures the shared ZeRO-3/Bert out-of-bounds failure at the center of the likely duplicate pair.", + "best_issue_reason": "issue:43596 is the best overall issue to keep because it most directly captures the common failure mode in a reusable, general form.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failure classes: config attribute error vs streaming chat/completions behavior." + "reason": "Different failures: missing config field during model init vs a streaming chat/completions API problem." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Both involve model/runtime problems, but one is AMD GPU support and the other is an MPS Int histogram limitation." + "reason": "Unrelated backend issues: AMD GPU failure vs MPS histogram op on Int." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different models and different device/mixed-dtype problems." + "reason": "Different models and error classes; Mistral-3 dtype mismatch is not the same as GPT-OSS AMD GPU failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch is not the same as GPT-OSS failing on AMD GPUs." + "reason": "Both are runtime bugs, but they affect different models and code paths with different root causes." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different model families and different execution paths." + "reason": "AMD GPU/model-loading failure vs a broken official Nemotron example; not the same bug." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "AMD GPU failure is unrelated to GraniteMoEHybrid calling an invalid method." + "reason": "GPT-OSS AMD GPU failure and GraniteMoEHybrid invalid-method call are distinct issues." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ONNX export are unrelated." + "reason": "DeepSpeed collective mismatch is unrelated to ModernBERT ONNX export errors." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Both are model-specific errors, but on different models and different code paths." + "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are different bugs." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export and device-map CUDA assert are unrelated failures." + "reason": "ONNX export error vs Qwen3 auto device-map CUDA assert; no shared underlying issue." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash and RAG documentation issues are unrelated." + "reason": "Table QA crash and outdated RAG docs are unrelated." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export error is unrelated to the GenerationMixin import regression." + "reason": "ONNX export bug vs GenerationMixin import regression; different code paths." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs cleanups, but they target different removed features and are not the same change." + "reason": "Both are v5 docs regressions, but they cover different removed items and are separate cleanup tasks." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "TRL SFT embedding unpacking and resume-training/trust_remote_code are unrelated." + "reason": "TRL embedding unpacking failure and resume-training with remote code are different flows." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Resume-training issue is unrelated to multi-GPU YOLO device mapping." + "reason": "Resume-training/remote-code issue is unrelated to the YOLO multi-GPU device-map problem." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Different model-specific tensor-shape/device-mapping problems." + "reason": "Mask/tensor shape mismatch and Gemma4 device-map mismatch are different bugs." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both mention IndexError, but the failing code paths and causes differ." + "reason": "ZeRO-3 BERT init error and a generic mask-shape mismatch are not the same underlying failure." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 Bert loading and training-resume code are unrelated." + "reason": "ZeRO-3 BERT crash is unrelated to the resume-training remote-code problem." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "ZeRO-3 Bert loading error is not the same as a mask/tensor shape mismatch." + "reason": "Same broad symptom class, but different model/init path and failure context." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask shape mismatch and Qwen3.5 video token/feature mismatch are different bugs." + "reason": "Mask-shape mismatch vs Qwen3.5 video token mismatch; different bugs." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Resume-training issue is unrelated to the Nemotron example breakage." + "reason": "Training-resume bug and Nemotron example breakage are unrelated." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Shape-mismatch error and GPT-OSS TP failure are different problems." + "reason": "Different problems: shape mismatch versus GPT-OSS tensor-parallel support." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video StopIteration in Qwen3-vl embedding is unrelated to training resume behavior." + "reason": "Video chat-template StopIteration and model-training resume are unrelated." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "Processor voice_preset bug is unrelated to ModernBERT ONNX export." + "reason": "BarkProcessor voice_preset bug has nothing to do with ModernBERT ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "DeepSpeed collective mismatch and Bert ZeRO-3 index error are different failures." + "reason": "Both mention DeepSpeed ZeRO-3, but one is a collective mismatch and the other is an index error during BERT init." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Likely same underlying ZeRO-3/Bert out-of-bounds index bug; 43638 looks like a near-duplicate variant with the same failure signature." + "reason": "Near-identical ZeRO-3/BERT index-out-of-bounds reports; same underlying empty-tensor init bug with two reproductions." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy routing and GPT-OSS tensor-parallel failure are unrelated." + "reason": "Liger kernel cross_entropy issue and GPT-OSS TP-only support are different code paths." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization bug and LoRA merge/save mismatch are unrelated." + "reason": "Detokenization bug and LoRA merge/save inconsistency are unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3 NVFP4 runtime error and LoRA save/reload mismatch are unrelated." + "reason": "Qwen NVFP4 runtime failure is not the same as the LoRA merge/save mismatch." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for Voxtral and remote-code config_class error are different code paths." + "reason": "Processor failure for Voxtral and remote-code config_class errors are different problems." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Different DeepSpeed-related errors: weight dimensionality vs collective mismatch." + "reason": "DeepSpeed weight-dimensionality error and collective-mismatch error are distinct failure modes." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Mistral dtype mismatch and YOLO multi-GPU device-map failure are unrelated." + "reason": "Mistral-3 dtype mismatch and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP tensor recomputation and mask indexing mismatch are not the same bug." + "reason": "FSDP activation-checkpointing recompute mismatch is not the same as a mask/tensor shape mismatch." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS Int histogram issue is unrelated to YOLO device-map auto failures." + "reason": "MPS histogram Int error and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Same model family, but the titles point to different symptoms and root causes are not clearly identical." + "reason": "Same model component, but one is CPU-offload incompatibility and the other is meta/to_empty materialization memory initialization; not clearly the same bug." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP recomputation mismatch and CustomTrainer signature break are unrelated." + "reason": "Trainer compute_loss signature regression and FSDP checkpointing mismatch are different issues." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 Bert loading error and GPT-OSS TP failure are unrelated." + "reason": "ZeRO-3 BERT init crash is unrelated to the GPT-OSS tensor-parallel issue." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different models and different failure mechanisms." + "reason": "Different model and subsystem; not the same underlying problem." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Mistral dtype mismatch and GraniteMoEHybrid invalid method are unrelated." + "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid-method call are unrelated." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "inputs_embeds reverse-lookup cost and video chat-template mismatch are unrelated." + "reason": "Gemma4 reverse-embedding lookup issue and Qwen3.5 video token mismatch are different bugs." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Qwen NVFP4 runtime error and AMD GPU support issue are unrelated." + "reason": "Qwen NVFP4 runtime error and GPT-OSS AMD GPU failure are unrelated." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3TextConfig/vLLM attribute error and Mistral regex patch crash are different bugs." + "reason": "Gemma3/vLLM missing config attribute and Mistral regex patch crash are different problems." }, { "left": "issue:45800", "right": "issue:46515", - "accept": true, - "reason": "Both report the same torch 2.4.1 incompatibility; 46515 appears to be a near-duplicate with the same version mismatch." + "accept": false, + "reason": "Both mention torch 2.4.1 compatibility, but the reports are too generic and not clearly the same concrete bug." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Device-map forward mismatch and reverse embedding lookup are unrelated." + "reason": "Different Gemma4 failures: device-map forward mismatch vs expensive reverse embedding lookup." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map CUDA assert are unrelated." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch 2.10 compatibility and Qwen-3 NVFP4 runtime failure are unrelated." + "reason": "Torch-version incompatibility and Qwen NVFP4 runtime failure are distinct issues." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch is unrelated to GPT-OSS tensor-parallel failure." + "reason": "Phi MoE autocast dtype mismatch and GPT-OSS TP support are different bugs." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm error is unrelated to Mistral-3 image-preprocessor dtype mismatch." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Different model-specific dtype/runtime issues." + "reason": "Different model-specific runtime failures with no shared code path." }, { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Mistral image-preprocessor dtype mismatch and Nemotron example breakage are unrelated." + "reason": "Mistral-3 dtype mismatch and Nemotron example breakage are unrelated." }, { "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid and MPS histogram Int support are unrelated." + "reason": "GraniteMoEHybrid invalid-method call and MPS histogram Int error are different bugs." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "Qwen NVFP4 runtime error and TRL embedding unpacking failure are unrelated." - }, - { - "left": "issue:43716", - "right": "issue:45685", - "accept": false, - "reason": "Mistral dtype mismatch and MPS Int histogram issue are unrelated." - }, - { - "left": "issue:43716", - "right": "issue:44292", - "accept": false, - "reason": "Different models and different failure types." - }, - { - "left": "issue:44918", - "right": "issue:45161", - "accept": false, - "reason": "TRL SFT embedding unpacking and GPT-OSS TP failure are unrelated." + "reason": "NVFP4 runtime failure and Qwen3.5 embedding unpacking with TRL are unrelated." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger Kernel cross-entropy call and Qwen3.5 input embedding unpacking are unrelated." + "reason": "Liger cross_entropy issue and Qwen3.5 embedding unpacking failure do not describe the same bug." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "Gemma3 ZeRO-3 loading and Bert ZeRO-3 loading share a broad theme but not the same concrete bug." + "reason": "Both are ZeRO-3 index errors, but they affect different models and contexts and are not clearly the same underlying bug." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but they concern different removed v5 topics." + "reason": "Both are v5 docs regressions, but one is about removed pipeline tasks and the other about the removed run command." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Different model/runtime failures." + "reason": "Autocast dtype mismatch and MPS Int histogram error are unrelated." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger Kernel cross-entropy call and autocast dtype mismatch are different code paths." + "reason": "Liger kernel hook issue and Phi MoE autocast mismatch are different problems." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch and trainer signature mismatch are unrelated." + "reason": "DeepSpeed collective mismatch and CustomTrainer signature regression are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "FSDP activation checkpointing and GenerationMixin import regression are unrelated." + "reason": "FSDP activation-checkpointing mismatch and GenerationMixin import regression are different bugs." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "GPT-OSS AMD GPU failure and RAG documentation cleanup are unrelated." + "reason": "GPT-OSS AMD GPU failure and outdated RAG docs are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross-entropy call and mask shape mismatch are unrelated." + "reason": "Liger kernel cross_entropy issue and mask/tensor shape mismatch are not the same failure." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The pair-level judgments are mostly conservative and grounded, but the top-level reasoning overstates the evidence. In particular, calling issue:43596/issue:43638 a \"confirmed duplicate pair\" is stronger than what the packet shows: it supports a likely duplicate/same-failure pairing from titles and similarity, not confirmation. Similarly, \"best global issue candidate\" is not fully grounded as stated. Please tone those claims down to likely/near-duplicate language." + "accept": true, + "feedback": "The summary is grounded in the packet, and the one accepted duplicate pair (43596/43638) is well supported by the titles. The remaining soft-edge calls are conservatively rejected and do not overstate sameness. No PR-pair mergeability issues apply here." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -550,7 +544,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ "issue:36010", "issue:39290", @@ -644,262 +638,286 @@ "issue:41093|issue:41762", "issue:45399|issue:46661" ], - "prepared_review_unit_hash": "7c62f7e878b4b74bdc2ad7667367959583d645e85cfb164c672c924f2b7288a9", + "prepared_review_unit_hash": "5c969170a9cc7070b627858f84e509e6b7f091e045bc362625fbd9702de8f781", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 39725, - "estimated_input_tokens": 9932, - "estimated_eval_tokens": 20120 + "serialized_chars": 39730, + "estimated_input_tokens": 9933, + "estimated_eval_tokens": 20122 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items in this cluster are unrelated model- or environment-specific bug reports. The only clear duplicate groups are the AutoTokenizer wrong-token-id regression and the DeepSpeed ZeRO-3 index-out-of-bounds loading failure; everything else is too model- or symptom-specific to merge.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 45920 is the broadest and most representative report of the AutoTokenizer v5 regression, covering multiple model families rather than a single Granite-only instance.", + "summary": "This cluster is mostly heterogeneous: the items cover many unrelated model-loading, config, docs, device-map, and runtime regressions. The only strong duplicate-like pair is the AutoTokenizer v5 token-ID regression across model families (45812/45920).", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45920 is the best canonical issue because it captures the broadest version-regression here: AutoTokenizer producing wrong token IDs across multiple model families, which is the most representative and highest-signal bug in the set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 best captures the shared underlying tokenizer regression and has the widest blast radius in the set.", + "best_issue_reason": "45920 is the best overall issue candidate: broad impact, clear regression framing, and broader coverage than the Granite-specific report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both mention torch/transformers incompatibility, but they describe different failures and different triggers; not the same bug." + "reason": "Different incompatibilities: torch/transformers version mismatch vs distributed-build support breakage." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and USE_DISTRIBUTED=0 support are unrelated code paths." + "reason": "PaddleOCR-VL/vLLM load failure is unrelated to USE_DISTRIBUTED=0 support." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Different models and different load failures; one is a corrupted Ovis2 checkpoint, the other missing Sam3 text-encoder weights." + "reason": "Corrupted Ovis2 checkpoint is not the same as Sam3 text encoder weights not loading." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Both are vLLM/model-loading errors, but Gemma3 config attr loss and Qwen3 auto-device-map cuda asserts are distinct bugs." + "reason": "Both are runtime errors, but Gemma3 sliding-window config and Qwen3 auto-device-map cuda assert are different bugs." }, { "left": "issue:41762", "right": "issue:43596", - "accept": true, - "reason": "Both are DeepSpeed ZeRO-3 loading failures with the same index-0-out-of-bounds symptom, likely the same init path bug." + "accept": false, + "reason": "Same broad zero3 symptom, but Gemma3 and BertModel likely exercise different loading paths and fixes." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but they cover different API/docs regressions." + "reason": "Both are docs issues, but they cover different documentation drift and are not the same change." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "AMD GPU support for GPT-OSS-20B and table-question-answering crashes are unrelated." + "reason": "AMD GPU execution failure and table-question-answering crash are unrelated." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup failure is a different runtime/serialization issue from torch distributed build support." + "reason": "Missing Float8 storage support is unrelated to the USE_DISTRIBUTED=0 regression." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross-entropy dispatch and Qwen3-vl video StopIteration are different problems." + "reason": "Liger kernel cross-entropy invocation and Qwen3-vl video StopIteration are different code paths." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Device-map mismatch in Gemma4 PLE and Qwen3.5 video-token/template mismatch are different failures." + "reason": "Gemma4 device-mapping mismatch is unrelated to Qwen3.5 video chat-template token/feature mismatch." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Tokenizer detokenization bug and outdated RAG examples are unrelated." + "reason": "Tokenizer detokenization bug and RAG example docs are unrelated." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral and Gemma4 device-mismatch are not the same underlying bug." + "reason": "Processor failure for Voxtral and Gemma4 device-map forward mismatch are different issues." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Corrupted checkpoint vs. ModelOpt compatibility are unrelated." + "reason": "Corrupted checkpoint and ModelOpt/NVFP4 compatibility are not the same underlying bug." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading and RAG docs are unrelated." + "reason": "NemotronH checkpoint loading and outdated RAG docs are unrelated." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code breakage and USE_DISTRIBUTED=0 support are different regression classes." + "reason": "Remote-code model breakage and USE_DISTRIBUTED=0 PyTorch support are different compatibility regressions." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same underlying AutoTokenizer regression producing wrong token IDs; 45920 is the broader superset report." + "reason": "Both describe the same v5 AutoTokenizer wrong-token-ID regression across model families; one is Granite-specific and the other is the broader multi-model report." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Different model families and different load issues." + "reason": "Ovis2 checkpoint corruption and NemotronH checkpoint loading are different model-specific failures." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen-NVFP4 runtime error and RAG docs are unrelated." + "reason": "Qwen-3-8B NVFP4 runtime error is unrelated to RAG documentation." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes Int8Params incompatibility is unrelated to distributed-build support." + "reason": "bitsandbytes Int8Params incompatibility is unrelated to distributed build support." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding window, but Gemma3 config attr mismatch and Qwen3-MoE sliding_window behavior are different bugs." + "reason": "Both mention sliding window, but Gemma3TextConfig missing a field and Qwen3-MoE sliding_window behavior are different model/config bugs." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Mask-shape mismatch and ZeRO-3 index-out-of-bounds are not the same concrete failure." + "reason": "Mask-shape mismatch and BertModel zero3 index error are different failures." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper load/run failure and table QA crash are unrelated." + "reason": "Whisper load failure and table-question-answering crash are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading issue and Ovis2 checkpoint corruption are unrelated." + "reason": "GLM-4.7 Flash loading test failure is unrelated to Ovis2 checkpoint corruption." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch 2.10 compatibility and PretrainedConfig pydantic field breakage are different regressions." + "reason": "Torch 2.10 incompatibility and pydantic PretrainedConfig field breakage are unrelated." }, { "left": "issue:43541", "right": "issue:47228", "accept": false, - "reason": "Grouped_mm tracing failure and Sam3 bf16 compilation regression are different compiler/runtime bugs." + "reason": "Mixtral grouped_mm tracing error and Sam3 bf16 compilation regression are different compiler/runtime bugs." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "DeepSeek detokenization and table QA crashes are unrelated." + "reason": "DeepSeek detokenization and table QA crash are unrelated." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper loading failure and pydantic-model breakage are unrelated." + "reason": "Whisper load failure is unrelated to the pydantic model field regression." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5 and chat, but the crashes are different APIs and symptoms, so not safely the same bug." + "reason": "Both involve Qwen3.5, but one is a chat crash and the other is a streaming API failure; not the same concrete bug." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "ZeRO-3 loading failure and torch/transformers version incompatibility are unrelated." + "reason": "Zero3 BertModel index error and torch/transformers version incompatibility are different issues." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Mixtral grouped_mm tracing and YOLO multi-GPU auto device mapping are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen-3-8B NVFP4 error and table QA crash are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding_window_pattern and Gemma4 device-mismatch are different model-specific regressions." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Chat streaming failure and MPS histogram unsupported for Int are unrelated." + "reason": "Qwen3.5 streaming inference failure and MPS histogram int support are unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "GenerationMixin import error and Gemma3 sliding_window_pattern error are unrelated." + "reason": "GenerationMixin import error is unrelated to Gemma3 sliding_window_pattern." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Mixtral grouped_mm tracing and MPS histogram_mps integer support are different backend bugs." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Torch dynamo grouped_mm tracing error and autocast dtype mismatch are different failures." + "reason": "Grouped_mm tracing failure and autocast dtype mismatch are different MoE issues." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor loading and template-node compilation errors are unrelated." + "reason": "Voxtral processor failure and non-template-node compilation error are unrelated." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "GraniteMoEHybrid invalid method call and YOLO auto device-map failure are unrelated." + "reason": "GraniteMoEHybrid invalid-method call and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Mistral3 lm_head tying and Ovis2 checkpoint corruption are different bugs." + "reason": "Mistral3 lm_head tying bug and Ovis2 checkpoint corruption are unrelated." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are IndexError reports, but the mask-shape mismatch and ZeRO-3 zero-size index error arise from different paths." + "reason": "Mask-shape mismatch and Gemma3 zero3 index-out-of-bounds are different failures." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "flash-attn2 fallback gating and remote-code config_class errors are unrelated." + "reason": "flash-attn2 fallback gating and remote-code model_class config_class error are different loading-path bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet metadata and stays mostly conservative. The two accepted pairs are defensible from the shared error signatures, especially the AutoTokenizer regression pair. Rejections are generally cautious and well-supported by the differing model paths or symptoms." + "feedback": "The canonical choice and the one accepted soft pair are well grounded in the packet: 45812 is Granite-specific while 45920 is the broader v5 AutoTokenizer wrong-token-ID regression. The rest of the verdicts stay conservative and the heterogeneous-cluster summary does not overstate evidence." }, "evaluator_used": true, "retried": false, @@ -918,7 +936,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ "issue:39186", "issue:40990", @@ -1006,20 +1024,20 @@ "issue:44918|issue:45507", "issue:45183|issue:46463" ], - "prepared_review_unit_hash": "040c395399b7f71dd4c9708a0cf8c2d40c434ba87ab375990cba0bc82182010c", + "prepared_review_unit_hash": "a7e33e4d8c3f23a6ba55ac52f2b8886ab8ac982990961706a0ebfaa23138db05", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38033, + "serialized_chars": 38034, "estimated_input_tokens": 9509, "estimated_eval_tokens": 19274 }, @@ -1028,229 +1046,232 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are model-specific regressions or compatibility bugs, and none of the soft pairs look like the same underlying bug/change. A few are loosely similar by theme (v5 regressions, remote_code, dtype issues), but they remain distinct.", - "confidence": 0.92, - "canonical_issue_reason": "issue:45020 is the best umbrella issue for the cluster\u2019s recurring v5/custom-model regression theme: it is broad, concrete, and closer to a family of breakages than the more narrowly scoped reports.", + "summary": "Mostly a heterogeneous issue cluster with a few genuine duplicates around video-input handling, remote-code/custom-module caching, input-validation errors, and one SigLIP2 output-regression pair. No pull requests are present.", + "confidence": 0.66, + "canonical_issue_reason": "issue:45070 is the broadest representative of the recurring v5 regression surface in this set: core config/model-loading behavior changed and triggered multiple downstream breakages. It is not a perfect umbrella for every item here, but it is the best single anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the most representative high-level issue in this set; it captures a broad compatibility regression affecting model loading paths without being as narrowly tied to one model or one symptom.", + "best_issue_reason": "issue:45070 is the best cluster anchor because it is the most general, cross-cutting regression among the issues and sits closest to the repeated v5-era API/config breakages.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Both are v5-era regressions, but one is missing `pad_token_idx` in `StableLmConfig` while the other is a `PretrainedConfig` pydantic-field break; different code paths and fixes." + "reason": "Both are v5-era config regressions, but they hit different fields and failure modes; not the same bug." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "One reports a torch/transformers version incompatibility; the other is a Gemma4 device-mismatch during forward. Same broad area, not the same bug." + "reason": "One is a torch/transformers compatibility complaint, the other is a Gemma4 device-mismatch forward bug; different code paths." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "`PaddleOCR-VL` loading failure and `gpt-oss` GGUF architecture support are different model families and different failure modes." + "reason": "PaddleOCR-VL loading in vLLM vs GGUF gpt-oss support are unrelated issues." }, { "left": "issue:43872", "right": "issue:47228", "accept": false, - "reason": "bitsandbytes constructor incompatibility is unrelated to the Sam3 bf16 compilation regression." + "reason": "bitsandbytes init-arg incompatibility and Sam3 bf16 compilation regression are distinct failures." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both mention shape-related errors, but one is a mask/index mismatch and the other is Qwen3.5 embedding unpacking with TRL SFT; not the same underlying bug." + "reason": "Both are IndexErrors, but the repros point to different paths: mask-shape mismatch vs Qwen3.5/TRl SFT embedding unpacking." }, { "left": "issue:43716", "right": "issue:47228", "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to Sam3 BF16 compilation." + "reason": "Image preprocessor/model dtype mismatch is unrelated to the Sam3 bf16 compilation regression." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is a different model and path than Qwen3.5 streaming chat/completions failure." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Qwen3.5 streaming API failure are different bugs." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF `gpt-oss` support and Qwen3.5 streaming inference are different features and failure points." + "reason": "gpt-oss GGUF support and Qwen3.5 streaming chat/completions are not the same underlying issue." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "`init_empty_weights` kwarg failure is a constructor/weight-init issue; `PretrainedConfig` pydantic break is a config-model serialization issue." + "reason": "Both involve v5 loading/config changes, but one is the unexpected _is_hf_initialized arg path and the other is a PretrainedConfig/pydantic field regression." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "int4 OOM from reserved memory growth and tied-weights translation-model issues are not the same defect." + "reason": "Int4 quantization OOM and tied-weights regressions are separate defects." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and a pydantic `PretrainedConfig` field regression do not share a concrete code path." + "reason": "Qwen3-MoE sliding_window behavior is a different model-specific bug than the PretrainedConfig regression." }, { "left": "issue:46869", "right": "issue:47228", "accept": false, - "reason": "Multi-GPU `device_map='auto'` YOLO failure is unrelated to Sam3 bf16 compilation." + "reason": "YOLO multi-GPU device_map issues are unrelated to Sam3 bf16 compilation." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but one is a mask/tensor length mismatch and the other is empty-tensor access under DeepSpeed ZeRO-3 init; different bugs." + "reason": "Both are indexing errors, but the shapes and triggering conditions differ; no clear shared code path." }, { "left": "issue:45507", "right": "issue:47228", "accept": false, - "reason": "GraniteMoEHybrid invalid method call is unrelated to Sam3 bf16 compilation regression." + "reason": "GraniteMoEHybrid invalid-method call and Sam3 compilation regression are different problems." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code breakage in recent transformers and torch/transformers version incompatibility are distinct compatibility problems." + "reason": "Remote-code breakages and torch-version incompatibility are not the same bug." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Image-preprocessor dtype mismatch and video-token/feature mismatch are different multimodal pipelines and errors." + "reason": "Dtype mismatch in Mistral-3 image handling is unrelated to Qwen3.5 video token/chat-template mismatch." }, { "left": "issue:43054", "right": "issue:43994", - "accept": false, - "reason": "SigLIP2 embedding quality regression and a wrong-results pipeline issue are related only by vision models, not by the same bug." + "accept": true, + "reason": "Both report the same SigLIP2 bad-output regression on google/siglip2-base-patch16-224, just with different surface symptoms (degraded embeddings vs nonsensical AutoModel/pipeline output)." }, { "left": "issue:44479", "right": "issue:46294", - "accept": false, - "reason": "Qwen3.5 video regression in v5.3.0 and Qwen3.5-9B video/chat_template mismatch are separate video-input failures." + "accept": true, + "reason": "46294 is a concrete Qwen3.5 video-input manifestation of the broader v5.3.0 video regression in 44479; same video token/features mismatch path." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Nemotron example breakage and YOLO multi-GPU device-map failure affect different models and code paths." + "reason": "Official Nemotron example breakage and YOLO multi-GPU device_map failure are unrelated." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "DeepSpeed ZeRO-3 init IndexError is not the same as resuming training with a local model and `trust_remote_code`." + "reason": "Deepspeed ZeRO-3 init index error and resume-train with trust_remote_code are different loading/training issues." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Unwrapping `text_config` in multimodal configs and uninitialized `inv_freq` after `to_empty(cuda)` are different Qwen3.5 MoE issues." + "reason": "Composite-config unwrap bug and uninitialized-memory in Qwen3_5MoeTextRotaryEmbedding are separate defects." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 issue and remote-code `config_class` AttributeError are unrelated." + "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 model families and failure modes: Mistral-3 dtype mismatch vs Qwen3.5 embedding unpacking." + "reason": "Different repros and code paths: image-preprocessor dtype mismatch vs Qwen3.5/TRl SFT embedding unpacking." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP `'weight' must be 2-D` is unrelated to Qwen3.5 embedding unpacking with TRL." + "reason": "FSDP weight-dimension error and Qwen3.5/TRl SFT embedding unpacking are not the same bug." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Notebook custom-model initialization and flash-attn2 fallback gating are separate changes, not the same bug." + "reason": "Jupyter custom-model initialization and flash-attn2 fallback gating are unrelated." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss and GLM5 are unrelated model-specific report titles with no shared code path." + "reason": "High perplexity on gpt-oss-20b and GLM5 are different model/report issues." }, { "left": "issue:45632", "right": "issue:45698", - "accept": false, - "reason": "One is a cache-path collision for local models; the other loads the wrong custom module after save/load. Related remote-code area, but different underlying bug." + "accept": true, + "reason": "Both describe wrong remote_code/custom-module resolution caused by cache/path collision behavior for local models." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3MoE FineGrainedFP8 failure and flash-attn2 fallback blocking are different issues." + "reason": "Qwen3Moe FineGrainedFP8Config failure and flash-attn2 fallback gating are different issues." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Tied `lm_head` bug in Mistral3 conditional generation is not the same as translation-model tied-weights regression in v5." + "reason": "Both mention tied weights, but one is a specific Mistral3 lm_head tying bug and the other is a broader translation-model v5 report; not the same concrete failure." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A DSA indexer discussion and a docs typo are not duplicates or the same change." + "reason": "DSA/indexer discussion and docs cleanup are unrelated." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization offloading behavior and tied-weights translation issues are different subsystems and fixes." + "reason": "Quantization/offloading behavior and tied-weight regressions are different problems." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Cache-strategy typo and docs command removal are unrelated documentation issues." + "reason": "Cache-strategy typo and removed-command docs mention are separate documentation issues." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and tied-weights translation regression are different failures." + "reason": "PagedAttentionCache linear_attention crash and translation-model tied-weights issues do not share the same underlying bug." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid-method-call are different model-specific bugs." + "reason": "Qwen3.5 input-embedding unpacking and GraniteMoEHybrid invalid-method calls are unrelated." }, { "left": "issue:45183", "right": "issue:46463", - "accept": false, - "reason": "The XOR input validation bug and T5 decoder-input error-message bug are related only by validation messaging, not by the same concrete defect." + "accept": true, + "reason": "46463 is a T5-specific instance of the same input_ids/inputs_embeds validation bug and misleading error-message problem described in 45183." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the cluster is heterogeneous, the four accepted soft edges are plausible duplicate/near-duplicate pairs from the packet titles, and the rejected pairs stay conservative. The chosen anchor at issue:45070 is a reasonable broad representative of the v5 config-regression surface. No PR pair concerns since none are present." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -1265,7 +1286,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ "issue:24643", "issue:28530", @@ -1329,8 +1350,8 @@ "issue:46899|issue:46932", "issue:43054|issue:45701", "issue:45920|issue:46489", - "issue:43828|issue:44928", "issue:38175|issue:43054", + "issue:43828|issue:44928", "issue:45987|issue:46858", "issue:43950|issue:45902", "issue:43054|issue:43493", @@ -1343,225 +1364,225 @@ "issue:44403|issue:44488", "issue:43643|issue:45020", "issue:41762|issue:42915", - "issue:42947|issue:43856", "issue:41553|issue:43883", + "issue:42947|issue:43856", "issue:44991|issue:45399", "issue:43824|issue:43872" ], - "prepared_review_unit_hash": "6d71b5f2d6c7cba79d2b29d618dc75237ddc9b734bd06435b3363ab78c445df9", + "prepared_review_unit_hash": "997a170a5b533c889dd9f86da598c62fe67da118248ae2aab70eb54b74825032", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37053, - "estimated_input_tokens": 9264, - "estimated_eval_tokens": 18784 + "serialized_chars": 37048, + "estimated_input_tokens": 9262, + "estimated_eval_tokens": 18780 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most soft pairs are false positives: they share a subsystem or theme, but not the same concrete bug. Clear duplicates show up in three small clusters: non-persistent buffer corruption in v5, StaticCache/get_seq_length shape/regression, and Gemma4 quantized embedders dtype casting.", - "confidence": 0.84, - "canonical_issue_reason": "#43950 is the best canonical issue among the duplicate clusters: it states the non-persistent-buffer regression clearly, with #43644 and #44534 as near-identical follow-ups/variants.", + "summary": "Mostly heterogeneous regression reports with a few clear duplicate mini-clusters. The strongest one is the non-persistent buffer corruption in `from_pretrained()` / Transformers v5; a smaller one is the `cache.get_seq_length()` tensor-vs-int contract regression. Most other pairs are only broadly related and should not be merged.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43950 is the best representative of the strongest duplicate chain: it states the v5 regression clearly, matches the other buffer-corruption reports, and has the most complete root-cause framing.", "canonical_pr_reason": null, - "best_issue_reason": "#43950 is the strongest overall issue candidate because it is precise, regression-focused, and directly subsumes the other non-persistent-buffer reports.", + "best_issue_reason": "issue:43950 is the most useful cluster anchor because it is the clearest, most central report in the only obvious duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "Both are model-loading regressions around weights/tied weights, but they describe different failure modes and code paths." + "reason": "Different problems: NemotronH checkpoint loading failure vs tied-weights handling in translation models." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different models and different failures; one is a tokenizer/detokenization regression, the other is an NVFP4 runtime error." + "reason": "Both are tokenizer-related, but they describe different model-specific failures and different symptoms." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but one is DeepSeek-Coder-specific output and the other is a CodeLlama round-trip space-loss bug." + "reason": "Both involve tokenizer regressions, but they affect different models and different behaviors." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Both mention SigLIP2, but one is documentation/model-processor mismatch and the other is a model quality/embedding complaint." + "reason": "SigLIP2 doc-example errors vs degraded text embeddings are related only by model family, not the same bug." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying regression: transformers v5 corrupts non-persistent buffers registered with persistent=False." + "reason": "Same regression: v5 corrupts non-persistent buffers during load/materialization." }, { "left": "issue:46032", "right": "issue:47246", "accept": false, - "reason": "Related Mamba2-family recurrence issues, but one is a generic use_cache bug and the other is a NemotronH-specific slow-path propagation problem." + "reason": "Both mention Mamba2 recurrence, but one is a generic `use_cache` bug and the other is a NemotronH slow-path propagation issue." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Different errors in unrelated training/loading flows; no shared concrete bug." + "reason": "Different call-site/API regressions: `compute_loss()` signature change vs DeepSpeed ZeRO-3 load-time index error." }, { - "left": "issue:43644", + "left": "issue:43643", "right": "issue:43950", - "accept": true, - "reason": "Same bug: non-persistent buffers are being filled/corrupted during from_pretrained in v5.x." + "accept": false, + "reason": "`trust_remote_code` missing fields is a different config-loading issue than buffer corruption in `from_pretrained()`." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Both are quantization/storage failures, but they involve different object types and different root causes." + "reason": "bitsandbytes init-arg incompatibility vs missing `Float8_e4m3fnStorage` are unrelated failures." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "#46932 is explicitly the same Gemma4 quantized embedder dtype-casting bug reported in #46899." + "reason": "`46932` explicitly says it is the same quantized vision/audio embedder dtype-casting bug as `46899`." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "Shared tokenization/performance theme only; one is SigLIP2 text embeddings, the other is a general tokenization-change report." + "reason": "Both concern tokenization quality, but one is SigLIP2 text embeddings and the other is a general tokenization-version change." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Both concern tokenizer regressions, but #45920 is broad across many models while #46489 is a DeepSeek-Coder-specific gap in a prior fix." + "reason": "`45920` is a broad tokenizer regression across many models; `46489` is a specific DeepSeek-Coder v1 case." }, { - "left": "issue:43828", - "right": "issue:44928", + "left": "issue:38175", + "right": "issue:43054", "accept": false, - "reason": "Different symptoms and different code paths: autocast dtype mismatch vs RLHF gradient explosion from 3D position_ids/SDPA fallback." + "reason": "Unexpected zero probabilities vs worse text embeddings are different model behaviors and likely different root causes." }, { - "left": "issue:38175", - "right": "issue:43054", + "left": "issue:43828", + "right": "issue:44928", "accept": false, - "reason": "Same model family, but one reports zero probabilities and the other reports worse text embeddings; not enough to prove the same bug." + "reason": "Autocast dtype mismatch for Phi MoE is not the same as the Qwen3.5 RLHF NaN/position-id issue." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same underlying API regression: cache.get_seq_length() returns a tensor/shape-(1,) value instead of a plain int, breaking callers." + "reason": "Same underlying API contract problem: `cache.get_seq_length()` returns a tensor instead of an int, breaking downstream logic." }, { "left": "issue:43950", "right": "issue:45902", "accept": false, - "reason": "Both involve buffer/materialization behavior, but one is from_pretrained corruption and the other is meta-to-empty uninitialized-memory reading." + "reason": "Both mention buffer state, but one is load-time corruption of non-persistent buffers and the other is uninitialized `inv_freq` after materialization." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Both are about SigLIP2, but one is a quality comparison and the other is an HF-vs-JAX implementation discrepancy; too broad to merge confidently." + "reason": "Both are SigLIP2 discrepancies, but one is text-embedding quality and the other is HF-vs-JAX implementation mismatch." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Different failures: flash-attention illegal memory access vs CPU-offload incompatibility in rotary embedding." + "reason": "Different failures: flash-attn crash from packed-sequence misinterpretation vs CPU-offload incompatibility in rotary embedding." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Unrelated bugs: FSDP2 KeyError in Gemma4 attention vs uninitialized rotary embedding memory after materialization." + "reason": "Gemma4 FSDP2 shared-kv-state bug is unrelated to the `inv_freq` uninitialized-memory regression." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Both concern training/memory, but one is gradient checkpointing behavior and the other is int4 CUDA reserved-memory/OOM regression." + "reason": "LoRA gradient-checkpointing ineffectiveness and int4 quantization OOM are different training regressions." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "One is a noisy log-message complaint; the other is a specific model-loading failure for ScandiBERT." + "reason": "Generic load noise vs a specific model load failure are not the same underlying bug." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "Completely different training errors: DeepSpeed weight shape runtime error vs early-stopping metric configuration." + "reason": "DeepSpeed weight-shape runtime error and early-stopping metric resolution are unrelated training issues." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Both are loading/tokenizer issues, but one is a detokenization bug and the other is a Python 3.13 flash_attn import error." + "reason": "Tokenizer detokenization regression and `flash_attn` import error are unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both are loading-related, but one is generic logging noise and the other is an actual model-loading failure." + "reason": "They both involve loading, but one is noise/logging and the other is an actual model load failure." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Both touch remote_code, but one is missing fields in AutoConfig and the other is a broad report that recent versions break remote_code models." + "reason": "`45020` is a broad remote-code regression umbrella; `43643` is a specific missing-fields bug and not the same concrete defect." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different model/load failures: Gemma3 ZeRO-3 index error vs Qwen3MoE FineGrainedFP8Config failure." + "reason": "DeepSpeed ZeRO-3 Gemma3 load failure and Qwen3Moe FP8 failure are different model/runtime issues." }, { - "left": "issue:42947", - "right": "issue:43856", + "left": "issue:41553", + "right": "issue:43883", "accept": false, - "reason": "Different memory-related training complaints; no shared concrete failure mode." + "reason": "Bad AutoTokenizer error for Voxtral and missing `all_tied_weights_keys` on Molmo are unrelated." }, { - "left": "issue:41553", - "right": "issue:43883", + "left": "issue:42947", + "right": "issue:43856", "accept": false, - "reason": "Different issues: bad AutoTokenizer error message for Voxtral vs missing all_tied_weights_keys attribute." + "reason": "Both are efficiency/training concerns, but one is LoRA checkpointing and the other is Qwen3 MoE memory usage." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Both involve tokenizer/model loading, but one is an actual tokenizer load failure and the other is a flash-attn fallback blocking issue." + "reason": "Tokenizer loading regression for a specific model is unrelated to flash-attn fallback logic." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Different incompatibilities: missing Qwen2_5_VL import vs bitsandbytes Int8Params constructor mismatch." + "reason": "Qwen2.5-VL import failure and bitsandbytes incompatibility are different failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and the soft-edge decisions are conservative. The three accepted duplicate clusters are supported by the issue titles and descriptions: non-persistent buffer corruption (#43644/#43950/#44534), StaticCache/get_seq_length tensor-vs-int regression (#45987/#46858), and Gemma4 quantized embedder dtype casting (#46899/#46932). The other pairs are reasonably rejected as related-but-not-same-bug cases. " + "feedback": "The clustering summary is grounded in the packet and stays conservative. The accepted duplicate pairs are well supported by the issue titles/descriptions, and the rejected soft pairs generally look like related-but-distinct failures rather than clear duplicates. The non-persistent buffer corruption cluster and the cache.get_seq_length contract cluster are both plausible, while the rest are appropriately treated as heterogeneous." }, "evaluator_used": true, "retried": false, @@ -1580,7 +1601,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ "issue:24643", "issue:30064", @@ -1639,8 +1660,8 @@ "issue:44661|issue:45020", "issue:41553|issue:43881", "issue:43828|issue:45823", - "issue:42491|issue:44368", "issue:45020|issue:45356", + "issue:42491|issue:44368", "issue:45715|issue:46315", "issue:43881|issue:43883", "issue:43872|issue:46869", @@ -1650,8 +1671,8 @@ "issue:45020|issue:46661", "issue:43404|issue:43950", "issue:46894|issue:46897", - "issue:43257|issue:45305", "issue:43792|issue:44220", + "issue:43257|issue:45305", "issue:36331|issue:41093", "issue:42947|issue:45923", "issue:43940|issue:45313", @@ -1661,208 +1682,208 @@ "issue:41093|issue:44805", "issue:44928|issue:45588" ], - "prepared_review_unit_hash": "27b84e8a1e445192a635934e14fe21d01a2445b73030fe38384c0953ec6f62bb", + "prepared_review_unit_hash": "36498920f5b65c40521e7155d37482c00e3774f597a59b8ffb7413398f6f9e5d", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36630, - "estimated_input_tokens": 9158, - "estimated_eval_tokens": 18572 + "serialized_chars": 36627, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues. Two soft edges look like true duplicates: stale v5 docs about removed pipeline tasks, and the pair of training-loss double-shift reports for different models. No PRs are present.", - "confidence": 0.69, - "canonical_issue_reason": "Issue 46894 is the clearest canonical candidate: it describes a concrete training-loss double-shift bug pattern and is the broader reference point for the matching Florence2 report.", + "summary": "Mostly unrelated issue set. I accepted two soft duplicate pairs: the v5 docs/pipeline-removal regression and the training-loss double-shift bug reports. The rest look like related-looking but distinct model- or subsystem-specific failures.", + "confidence": 0.77, + "canonical_issue_reason": "issue:46894 is the strongest canonical issue: it is an open, detailed report of the training-loss double-shift bug pattern, and it is more actionable as a duplicate anchor than the follow-up Florence2 report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46894 is the best overall representative issue in this set because it is specific, actionable, and matches another near-identical report.", + "best_issue_reason": "issue:46894 is the best overall issue in this cluster because it is the clearest and most actionable report among the true duplicate candidates, with strong duplicate linkage and active discussion.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Different problems: tokenizer regex crash vs flash-attn2 fallback gating." + "reason": "Both mention tokenizer/attention loading problems, but they are different failure modes in different code paths (Mistral regex patch crash vs flash-attn fallback gating)." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different model/load failures with different symptoms and code paths." + "reason": "Both are loading errors, but they target different models and symptoms; no clear shared concrete bug." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Unrelated bugs: MPS histogram int support vs device-map forward mismatch." + "reason": "Unrelated bugs: MPS histogram on Int in MoE vs Gemma4 PLE device placement mismatch." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Broadly about version regressions, but distinct failures and models." + "reason": "Remote-code compatibility regression is distinct from the device-map/forward mismatch in Gemma4 PLE." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Different regression classes: tokenizer mapping helper bug vs remote-code model breakage." + "reason": "Tokenizer mapping-name edge case is a different root cause from broad remote-code breakage." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Both are bad load errors, but for different models and likely different root causes." + "reason": "Both are model-loading complaints, but they concern different models and different errors." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Different issue areas: autocast dtype mismatch vs device-map/model placement failure." + "reason": "Autocast dtype mismatch is a different problem from the device-map auto mismatch." }, { - "left": "issue:42491", - "right": "issue:44368", + "left": "issue:45020", + "right": "issue:45356", "accept": false, - "reason": "Related to Qwen LoRA warnings, but one is a cross-version incompatibility and the other is a config warning." + "reason": "Different tokenizer/remote-code regressions; the Kimi tokenizer codec issue is not the same as generic remote-code breakage." }, { - "left": "issue:45020", - "right": "issue:45356", + "left": "issue:42491", + "right": "issue:44368", "accept": false, - "reason": "Both are regressions, but one is remote_code breakage and the other is tokenizer codec handling." + "reason": "Both mention Qwen3 and LoRA-related warnings, but one is a version-compatibility failure and the other is a config warning; not the same bug." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both concern tokenizer conversion performance, but different directions/methods and likely different fixes." + "reason": "Both are tokenizer performance regressions, but they hit different APIs and code paths." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different model load failures: glm-4v-9b load failure vs missing all_tied_weights_keys." + "reason": "Different models and different error signatures; too broad to be the same underlying bug." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "Different incompatibilities: bitsandbytes constructor change vs YOLO multi-GPU device-map failure." + "reason": "bitsandbytes constructor incompatibility is unrelated to YOLO multi-GPU device-map behavior." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Both involve model factory/config handling, but one is composite multimodal config unwrapping and the other is remote-code model_class metadata." + "reason": "Both involve model class/config handling, but one is about unwrapping text_config and the other about missing config_class on remote-code models." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "These report the same stale v5 documentation problem: removed pipeline tasks still referenced in docs." + "reason": "Same docs regression: both complain that v5 docs still reference removed pipeline tasks like summarization/translation/text2text-generation." }, { "left": "issue:45488", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and are not clearly the same code-path bug." + "reason": "Both are tokenizer regressions, but the DeepSeek-Coder issue is a distinct incorrect-output bug from the ByteLevel/Metaspace override problem." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "One is a remote_code compatibility regression; the other is a missing config_class attribute in AutoModel loading." + "reason": "Generic remote-code breakage and AutoModel config_class errors are related only at a high level, not the same concrete failure." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Different weight/buffer handling bugs: untied lm_head vs corrupting non-persistent buffers." + "reason": "Weight tying for Mistral3 is a different bug from non-persistent buffer corruption in from_pretrained()." }, { "left": "issue:46894", "right": "issue:46897", "accept": true, - "reason": "Same underlying training-loss double-shift bug pattern reported for two models; could plausibly be fixed together." + "reason": "Same underlying training-loss double-shift bug pattern; the two reports are model-specific instances of the same code-path issue." }, { - "left": "issue:43257", - "right": "issue:45305", + "left": "issue:43792", + "right": "issue:44220", "accept": false, - "reason": "Both mention DeepSpeed, but one is weight loading and the other is gradient averaging." + "reason": "Whisper loading failure and fbank feature extraction issue are not the same bug." }, { - "left": "issue:43792", - "right": "issue:44220", + "left": "issue:43257", + "right": "issue:45305", "accept": false, - "reason": "Different audio/data-processing failures with no clear shared root cause." + "reason": "Both involve Qwen/DeepSpeed training, but one is weight conversion/loading and the other is gradient averaging under GAS." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Unexpected kwarg in custom trainer vs tensor-mask shape mismatch are unrelated." + "reason": "CustomTrainer kwarg incompatibility and mask/tensor shape mismatch are unrelated failures." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Both touch gradient checkpointing, but one is ineffective LoRA behavior and the other is a missing support flag." + "reason": "Both touch gradient checkpointing, but one is PEFT LoRA checkpointing behavior and the other is a missing flag on a trust_remote_code variant." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are Qwen/DeepSpeed loading issues, but they target different models and failure modes." + "reason": "Both are DeepSpeed ZeRO-3 loading failures, but they appear to be model-specific missing-weights problems rather than one shared bug." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model-specific loading/test failures with different root causes." + "reason": "Different model families and different load failures; not a single underlying defect." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Completely different domains: DeepSpeed training weight shape error vs image processor void segmentation maps." + "reason": "Training with DeepSpeed hitting a weight-dimension RuntimeError is unrelated to void-segmentation-map image processing." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both are video-related regressions, but the affected model sets and symptoms differ." + "reason": "Both are video-related regressions, but one is a broad v5.3 video-input regression and the other is a specific StopIteration in Qwen3-VL-embedding." }, { "left": "issue:41093", "right": "issue:44805", "accept": false, - "reason": "Same error template, but not enough evidence they share the same underlying bug or code path." + "reason": "The same error string appears, but these are separate reports and could stem from different masking bugs; not enough to merge as the same issue." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Unrelated failures: RLHF gradient explosion vs flash-attention auxiliary-state crash." + "reason": "NaN gradients in RLHF with Qwen3.5 and a flash_attention.py s_aux=None AttributeError are distinct code-path failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft edges are well-supported by the issue titles/body framing (stale v5 docs, and the shared training-loss double-shift pattern). No evidence appears overstated, and there are no PR-pair concerns here." + "feedback": "The summary is grounded in the packet and the two accepted pairs are well-supported: 43827/44509 are the same v5 docs regression, and 46894/46897 are clearly the same training-loss double-shift pattern. The remaining soft-edge rejections stay conservative and do not overclaim identity across distinct models, code paths, or failure modes." }, "evaluator_used": true, "retried": false, @@ -1881,7 +1902,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ "issue:36010", "issue:38175", @@ -1889,6 +1910,7 @@ "issue:42491", "issue:42617", "issue:42915", + "issue:42947", "issue:43366", "issue:43531", "issue:43550", @@ -1920,7 +1942,6 @@ "issue:45325", "issue:45584", "issue:45663", - "issue:45672", "issue:45685", "issue:45812", "issue:45823", @@ -1930,7 +1951,7 @@ "issue:46489", "issue:46515", "issue:46858", - "issue:46899" + "issue:47254" ], "soft_pairs": [ "issue:41553|issue:44991", @@ -1942,8 +1963,8 @@ "issue:45325|issue:45902", "issue:43366|issue:44589", "issue:43638|issue:46515", - "issue:44155|issue:45584", "issue:41553|issue:44488", + "issue:44155|issue:45584", "issue:45663|issue:45823", "issue:42915|issue:43957", "issue:43824|issue:43957", @@ -1954,9 +1975,10 @@ "issue:44560|issue:45685", "issue:44910|issue:46858", "issue:36010|issue:42915", - "issue:43550|issue:44910", "issue:44683|issue:46515", + "issue:43550|issue:44910", "issue:44560|issue:44918", + "issue:42947|issue:47254", "issue:45812|issue:46489", "issue:45823|issue:46515", "issue:44661|issue:45823", @@ -1965,257 +1987,249 @@ "issue:44877|issue:45030", "issue:43638|issue:44661", "issue:43596|issue:44661", - "issue:42491|issue:43720", - "issue:45672|issue:46899", - "issue:44661|issue:44805" + "issue:42491|issue:43720" ], - "prepared_review_unit_hash": "cbf040a3cd9281dc7747bd87579c2affd9dcbfe37f89163da55e60f81674df1b", + "prepared_review_unit_hash": "30277ed5d35835e48d38ef50d7e967d5a8645d89401153588aa521894df6f92d", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38375, - "estimated_input_tokens": 9594, - "estimated_eval_tokens": 19444 + "soft_pair_count": 34, + "serialized_chars": 38005, + "estimated_input_tokens": 9502, + "estimated_eval_tokens": 19260 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are clearly unrelated model-specific failures and should stay separate. I\u2019d accept only three duplicate/near-duplicate pairs: the two Siglip2 wrong-output reports, the two Transformers 5 custom-model initialization reports, and the two Gemma4 4-bit quantization dtype-cast reports.", - "confidence": 0.78, - "canonical_issue_reason": "43994 is the best anchor among this set because it describes the broader Siglip2 regression in a user-facing, model-agnostic way (AutoModel and pipeline), subsuming the narrower zero-probabilities symptom.", + "summary": "This cluster is mostly a set of unrelated issue reports. The only clearly duplicate pair is issue:43645 and issue:43646, which describe the same Transformers 5.0 custom-model initialization regression at different levels of specificity. No PRs are present.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43646 is the best canonical issue because it states the core regression in the broadest, most general form: Transformers 5.0 breaks custom model initialization. issue:43645 is a narrower Jupyter-notebook reproduction of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "43994 is a strong standalone issue: it is specific, reproducible, and describes a concrete wrong-output regression with clear API surfaces, making it easy to deduplicate against.", + "best_issue_reason": "issue:43646 is the best representative issue because it captures the underlying bug without the extra notebook-specific framing and is the most suitable duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading failures, but they involve different models and different failure modes; not the same concrete bug." + "reason": "Both are tokenizer-loading failures, but they involve different models and different failure modes." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Both are loading/weight-initialization problems, but for unrelated models and likely different root causes." + "reason": "Both mention loading/weights, but the affected architectures and root causes are unrelated." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache/linear_attention crash vs. NemotronH checkpoint loading failure; unrelated bugs." + "reason": "Different subsystems and symptoms: PagedAttentionCache crash vs NemotronH checkpoint loading." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF support for gpt-oss vs. Phi-tiny-MoE autocast dtype mismatch; different code paths and symptoms." + "reason": "Different models and bugs; one is GGUF architecture support, the other is an autocast dtype mismatch." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Model support request for gpt-oss vs. a Qwen3-MoE sliding_window bug; not the same issue." + "reason": "Both touch Qwen3-MoE, but one is GGUF architecture support and the other is sliding-window behavior; not the same change." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "Specific Bert/DeepSpeed ZeRO3 IndexError vs. a broad torch 2.4.1 incompatibility report; too different to merge." + "reason": "One is a specific ZeRO-3/BertModel IndexError; the other is a generic torch version incompatibility." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both involve position/rotary logic, but they affect different models and fail in different ways." + "reason": "Both involve Qwen3.5 internals, but the concrete bugs are different: rope indexing vs uninitialized rotary embedding memory." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "gpt-oss GGUF support request vs. Float8 storage TypeError; unrelated." + "reason": "Completely different failures: GGUF gpt-oss support versus missing Float8 storage handling." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "Bert/ZeRO3 IndexError vs. generic torch version incompatibility; different concrete bugs." + "reason": "Same broad theme of model loading issues, but the concrete bug and trigger are different." }, { - "left": "issue:44155", - "right": "issue:45584", + "left": "issue:41553", + "right": "issue:44488", "accept": false, - "reason": "AudioFlamingo3 batched-inference state leak vs. Whisper empty-transcription failure after token alignment; unrelated." + "reason": "Both are load failures for specific models, but they look like separate model-specific problems." }, { - "left": "issue:41553", - "right": "issue:44488", + "left": "issue:44155", + "right": "issue:45584", "accept": false, - "reason": "Different model-loading failures for different models, with no clear shared root cause." + "reason": "Different domains and bugs: AudioFlamingo3 batched embedding leakage vs Whisper empty-transcription handling." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma4, but one is an FSDP2 KeyError in attention and the other is a device-mapping mismatch; not the same bug." + "reason": "Gemma4 FSDP2 shared_kv_states bug and Gemma4 PLE device mismatch are distinct failures." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3Moe FP8 failure vs. meta-device loading breakage; distinct problems." + "reason": "Different regressions: FineGrainedFP8Config on Qwen3Moe vs meta-device loading issues." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Missing Qwen2.5-VL export import error vs. meta-device loading bug; unrelated." + "reason": "An import error for a specific class is not the same bug as meta-device model loading breakage." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch vs. Qwen3-vl StopIteration on video input; different failure mechanisms." + "reason": "Different models and failure paths: image preprocessor dtype mismatch vs video StopIteration." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption during from_pretrained vs. long-OCR index error; not the same code-path issue." + "reason": "Non-persistent buffer loading corruption and Kosmos2.5 OCR index error are unrelated." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "A script execution failure vs. a model-architecture support request; no overlap in the underlying bug." + "reason": "3d_parallel.py execution failure and GGUF architecture support are not the same underlying bug." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Both report Transformers 5 breaking custom model initialization; the notebook-specific report is just a narrower presentation of the same root cause." + "reason": "Same custom-model initialization regression in Transformers 5.0; the notebook mention is just a narrower repro." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Qwen3-vl video StopIteration vs. MPS histogram-on-Int error; unrelated." + "reason": "Different models and mechanisms: Qwen3-vl video embedding error vs MPS histogram unsupported for Int." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Both involve attention/cache arithmetic, but one is Qwen3.5 flash-attention misinterpreting 3D position_ids and the other is static-cache seq-length tensor handling on non-CUDA backends." + "reason": "Both involve Qwen3.5 attention/cache math, but the concrete bug is different: packed-sequence misinterpretation vs device-tensor seq-length arithmetic." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "GenerationMixin import error vs. Qwen3Moe FP8 failure; unrelated." + "reason": "ImportError for GenerationMixin and Qwen3Moe FP8 failure are unrelated." }, { - "left": "issue:43550", - "right": "issue:44910", + "left": "issue:44683", + "right": "issue:46515", "accept": false, - "reason": "Bamba torch.compile/SDPA bug vs. Qwen3.5 flash-attention memory access bug; different code paths." + "reason": "Different torch-version problems in different code paths; not the same fix." }, { - "left": "issue:44683", - "right": "issue:46515", + "left": "issue:43550", + "right": "issue:44910", "accept": false, - "reason": "Compiled flex_attention failure on torch >=2.9 vs. torch 2.4.1 incompatibility; different incompatibilities." + "reason": "Both mention attention/compile issues, but the model, trigger, and failure mode differ." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Video StopIteration vs. SFT trainer embedding-unpack failure; not the same bug." + "reason": "Both mention Qwen3.5, but one is a video StopIteration and the other is SFT embedding unpacking; separate bugs." + }, + { + "left": "issue:42947", + "right": "issue:47254", + "accept": false, + "reason": "Both involve PEFT and gradient checkpointing, but one is ineffective checkpointing and the other is a checkpoint error with ZeRO-3." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and appear to stem from different fixes." + "reason": "Both are tokenizer regressions, but they affect different model families and look like separate fixes." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device mismatch during forward vs. generic torch version incompatibility; unrelated." + "reason": "Gemma4 device mismatch and a generic torch incompatibility are unrelated." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping constraint failure vs. Gemma4 device mismatch; different issues." + "reason": "`add-new-model-like` tokenizer-mapping logic and Gemma4 device placement are different issues." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "StopIteration in Qwen3-vl video handling vs. a mask-shape IndexError; no shared root cause." + "reason": "Different symptoms and likely different call paths: video StopIteration vs mask shape IndexError." }, { "left": "issue:38175", "right": "issue:43994", - "accept": true, - "reason": "Same Siglip2 model regression: both describe wrong/zero outputs from the same model, and 43994 is the broader, more explicit report." + "accept": false, + "reason": "Same model family, but the titles describe different user-visible symptoms and no clear shared code path." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config-validation load failures, but they concern different models and no concrete shared bug is evident." + "reason": "Both are config-loading problems, but the strictness issue and validation change are different bugs." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "DeepSpeed ZeRO3/Bert IndexError vs. tokenizer-mapping restriction; unrelated." + "reason": "An IndexError under ZeRO-3 and tokenizer-mapping logic are unrelated." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "DeepSpeed ZeRO3/Bert IndexError vs. tokenizer-mapping restriction; unrelated." + "reason": "Different bug categories: ZeRO-3/BertModel IndexError vs TOKENIZER_MAPPING_NAMES handling." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "LoRA/Qwen3_MoE hf4.x vs hf5.x incompatibility vs. BitNet packed-weight loading under accelerate; different bugs." - }, - { - "left": "issue:45672", - "right": "issue:46899", - "accept": true, - "reason": "Same Gemma4 4-bit quantization dtype-cast problem: one reports the audio-module torch.finfo TypeError, the other the broader multimodal embedder breakage." - }, - { - "left": "issue:44661", - "right": "issue:44805", - "accept": false, - "reason": "Tokenizer-mapping failure for add-new-model-like vs. an unrelated mask-shape mismatch IndexError." + "reason": "LoRA/qwen3_moe compatibility and BitNet packed-weight loading are unrelated." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge calls are conservative overall. The three accepted pairs are plausibly same-bug/near-duplicate based on the issue titles, and the rest are reasonably kept separate." + "accept": false, + "feedback": "The pairwise verdicts are generally conservative, and the accepted duplicate pair issue:43645 \u2194 issue:43646 is grounded by the titles. However, the overall summary overstates the cluster structure by claiming \"only a couple of clear duplicate-ish pairs\" when the packet shows only one accepted pair. Please revise the summary to avoid implying more duplicate evidence than is present." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2231,7 +2245,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ "issue:38175", "issue:39692", @@ -2256,9 +2270,10 @@ "issue:44451", "issue:44488", "issue:44534", + "issue:44661", "issue:44756", + "issue:44805", "issue:44863", - "issue:44910", "issue:44960", "issue:44977", "issue:44991", @@ -2267,11 +2282,9 @@ "issue:45313", "issue:45335", "issue:45357", - "issue:45362", - "issue:45406", "issue:45488", "issue:45507", - "issue:45588", + "issue:45672", "issue:45812", "issue:45834", "issue:46050", @@ -2280,9 +2293,12 @@ "issue:46512", "issue:46846", "issue:46897", + "issue:46899", "issue:46901" ], "soft_pairs": [ + "issue:45672|issue:46899", + "issue:44661|issue:44805", "issue:43632|issue:45834", "issue:43317|issue:44756", "issue:38175|issue:39692", @@ -2309,219 +2325,223 @@ "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:46897|issue:46901" ], - "prepared_review_unit_hash": "4cea09995c2515b17def7cfa7ea91c444f69de086918f97f741ee7e32de10365", + "prepared_review_unit_hash": "097e36797839d9464286fee173a4e07d29f1c1dc8b02571c9bcda20efd1b17f6", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36560, - "estimated_input_tokens": 9140, - "estimated_eval_tokens": 18536 + "serialized_chars": 36595, + "estimated_input_tokens": 9149, + "estimated_eval_tokens": 18554 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of unrelated model/regression issues, not one true duplicate cluster. The only clear duplicate is the Transformers v5 non-persistent buffer regression; the rest are model-specific or code-path-specific and should stay separate.", - "confidence": 0.82, - "canonical_issue_reason": "No single canonical for the whole set; if one representative is needed, issue #43644 is the cleanest general regression report and is duplicated by #44534.", + "summary": "Most pairs are false positives across unrelated model-specific regressions. Only two soft edges look like true duplicates: the Transformers v5 non-persistent-buffer junk regression, and the Gemma4 4-bit multimodal dtype-cast failure. No PRs are present.", + "confidence": 0.72, + "canonical_issue_reason": "issue:44534 is the cleanest canonical issue: it describes the shared non-persistent-buffer regression in broad terms, while issue:43644 is just the version-specific duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "#43644 is the strongest representative issue: broad, clearly stated regression, and it matches the exact duplicate wording in #44534.", + "best_issue_reason": "issue:44534 is the strongest duplicate target among the provided issues because it most directly and generically states the underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Same Gemma4 4-bit multimodal dtype/quantization failure in audio/vision embedders; one is a narrower symptom of the same bug." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Different bugs: tokenizer-mapping failure vs mask/tensor shape mismatch during indexing." + }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Different bugs and models: `_is_hf_initialized` regression vs Kosmos2.5 OCR index error." + "reason": "Unrelated failures: hf_initialized flag breakage vs Kosmos2.5 long-input index error." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Both are memory/offload-related, but they describe different failure modes and code paths." + "reason": "Both touch loading/offload, but the concrete problems differ: dequantized device_map loading vs mmap OOM on Strix Halo." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "SigLIP2 zero-probabilities bug vs documentation example errors; one is model behavior, the other is example/quantization problems." + "reason": "Same model family, but one is zero probabilities and the other is docs/example mismatch plus quantization errors; not the same concrete bug." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Near-exact title match and same Transformers v5 non-persistent buffer bug." + "reason": "These describe the same Transformers v5 non-persistent-buffer junk regression; 44534 is the broader restatement." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both mention Qwen3/Qwen3MoE, but the failures are different: device-mapping assert vs FineGrainedFP8Config loading." + "reason": "Both involve Qwen3/Qwen3Moe, but the failure modes are different (cuda assert on A800 vs FineGrainedFP8Config)." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Unrelated: Qwen3 MoE FP8 loading failure vs Strix Halo mmap/OOM workaround." + "reason": "Distinct issues: Qwen3Moe FP8 failure vs Strix Halo mmap/OOM behavior." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Different model families and symptoms; LoRA checkpoint compatibility on hf5.x is not the same as Gemma4 resize-token-embedding behavior." + "reason": "LoRA/qwen3_moe checkpoint compatibility is unrelated to Gemma4 resize_token_embeddings behavior." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different models and different failure surfaces; GLM5 issue is not the same as Qwen3.5 flash-attention generation failure." + "reason": "Different models and symptoms: GLM5 issue vs Qwen3.5 flash-attention generation bug." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Similar loading complaints, but different models and insufficient evidence of one shared root cause." + "reason": "Both are load failures, but the model-specific tokenizer/loading failures are not clearly the same bug." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "NemotronH checkpoint loading is unrelated to Qwen3.5 tensor-parallel plan omissions." + "reason": "NemotronH checkpoint loading and Qwen3.5 TP-plan issues are different code paths and failures." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5 multimodal issues, but one is ZeRO-3 weight loading and the other is save_pretrained visual-encoder key serialization." + "reason": "Different Qwen3.5 regressions: ZeRO-3 weight loading vs save_pretrained visual-encoder key serialization." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call and Nemotron example breakage are unrelated." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Both mention dtype, but one ignores dtype on load while the other leaves config.dtype stale after from_config; different bugs." + "reason": "Both are dtype-related, but one is loading composite checkpoints and the other is from_config stale config dtype; not the same bug." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Different regressions: buffer initialization vs custom-model initialization in Jupyter." + "reason": "Both are Transformers v5 regressions, but one is buffer initialization and the other is custom-model init in Jupyter." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model loading failures, but they affect different model families and likely different causes." + "reason": "Tokenizer/load failures on different models; too little evidence they share the same concrete defect." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different models and different failures: Qwen3 MoE accelerate/deepspeed conversion vs GLM-4.7 unit-test loading." + "reason": "Different failures in Qwen3 MoE vs GLM-4.7-Flash loading/tests." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Same model family, but the reports describe different symptoms and code paths; not enough to treat as one bug." + "reason": "Related SigLIP2 area, but docs-example errors and nonsensical outputs are not clearly the same underlying bug." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Qwen3 MoE training memory inefficiency is not the same as quantization offloading misbehavior." + "reason": "Memory inefficiency in Qwen3 MoE training is distinct from quantization offloading behavior." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Different projects and different problems; LoRA checkpoint incompatibility is unrelated to resize_token_embeddings output mapping." + "reason": "Checkpoint compatibility for qwen3_moe is unrelated to resize_token_embeddings not updating outputs." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "Same general area of model loading, but distinct architectures and a different resize_token_embeddings manifestation." + "reason": "Same as above; different model subsystem and bug." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different models and failure modes: GLM-4.7 test load vs Qwen3-VL weight-shape mismatch." + "reason": "Different model-loading problems for different models." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint-resume math bug is unrelated to SGD argument handling." + "reason": "Trainer resume/max_steps logic is unrelated to SGD args being ignored." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both concern memory, but one is training inefficiency and the other is int4 quantization reserved-memory/OOM regression." + "reason": "Both mention memory/OOM, but the concrete causes differ (training efficiency vs int4 quantization reserved memory)." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "Different bugs: GLM5 vs sinq save/load breakage." + "reason": "Different model families and different serialization/loading failures." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Both are loading/save issues, but extra_state handling and unexpected _is_hf_initialized argument are different defects." + "reason": "Both involve save/load, but extra_state handling and _is_hf_initialized argument errors are distinct bugs." }, { "left": "issue:45276", "right": "issue:45335", "accept": false, - "reason": "Both involve resize_token_embeddings, but Gemma4 embed_tokens_per_layer/output_embeddings and t5gemma decoder.embed_tokens are separate model-specific symptoms." - }, - { - "left": "issue:46897", - "right": "issue:46901", - "accept": false, - "reason": "Same high-level pattern, but different model families and no clear evidence of one shared code path." + "reason": "Similar API symptom, but different model implementations and internal paths; not clearly one duplicate bug." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "DeepSeek V3/R1 tokenizer pre-tokenizer regression is unrelated to Granite tokenizer ID regression." - }, - { - "left": "issue:45362", - "right": "issue:45406", - "accept": false, - "reason": "Qwen3.5 chat crash and Gemma4 processor _tokenizer AttributeError are different bugs." + "reason": "Both are tokenizer regressions, but LlamaTokenizer pre-tokenizer override and Granite token-ID issues are different concrete defects." }, { - "left": "issue:44910", - "right": "issue:45588", + "left": "issue:46897", + "right": "issue:46901", "accept": false, - "reason": "Both touch flash attention, but one is a packed-sequence/position_ids crash and the other is an s_aux=None AttributeError." + "reason": "Both are training-loss shift bugs, but they affect different models and implementations; not enough to merge as one issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The 43644/44534 pair is the only clearly supported duplicate-style match from the titles, and the other soft-edge rejections avoid overclaiming shared root cause from weak similarity alone." + "feedback": "The analyst output is grounded in the packet and stays conservative overall. The two accepted soft edges are supported by the titles/body themes: issue:43644 and issue:44534 describe the same non-persistent-buffer junk regression, and issue:45672 and issue:46899 both point to Gemma4 4-bit multimodal dtype/quantization breakage. The remaining pair rejections are cautious and plausible, and the summary does not overclaim beyond the evidence." }, "evaluator_used": true, "retried": false, @@ -2540,7 +2560,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ "issue:36010", "issue:39404", @@ -2553,7 +2573,6 @@ "issue:43404", "issue:43425", "issue:43454", - "issue:43645", "issue:43828", "issue:43854", "issue:43873", @@ -2567,10 +2586,10 @@ "issue:44402", "issue:44479", "issue:44488", - "issue:44589", "issue:44756", "issue:44863", "issue:44877", + "issue:44910", "issue:44912", "issue:44928", "issue:44960", @@ -2578,6 +2597,8 @@ "issue:45276", "issue:45292", "issue:45335", + "issue:45362", + "issue:45406", "issue:45588", "issue:45663", "issue:45684", @@ -2588,23 +2609,23 @@ "issue:45859", "issue:46326", "issue:46468", - "issue:46829", - "issue:47228" + "issue:46829" ], "soft_pairs": [ + "issue:45362|issue:45406", "issue:44402|issue:44488", "issue:43425|issue:43957", "issue:39692|issue:44960", + "issue:44910|issue:45588", "issue:44291|issue:44756", "issue:41720|issue:44155", "issue:45663|issue:45759", "issue:43404|issue:43454", - "issue:42947|issue:45704", "issue:43873|issue:44387", + "issue:42947|issue:45704", "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", @@ -2620,237 +2641,234 @@ "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:43828|issue:43957" ], - "prepared_review_unit_hash": "5bfc332a3016f6ad5a30b4d0ebad70a8d4519b715828b1bf6fe59ba4c257fd30", + "prepared_review_unit_hash": "e00ab4a97d9ba29d3ce2d17fdd557f0f2cfe7f2c5d217ff0ccba83bcd29fc4b7", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37306, - "estimated_input_tokens": 9327, - "estimated_eval_tokens": 18910 + "soft_pair_count": 30, + "serialized_chars": 36784, + "estimated_input_tokens": 9196, + "estimated_eval_tokens": 18648 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous, with no strong evidence that the soft-paired issues are true duplicates except for the `resize_token_embeddings` subgroup. No PRs were present.", + "summary": "The cluster is mostly a set of unrelated Transformers bugs. The only clear duplicate family is the resize_token_embeddings regression across closely related issues; the rest should stay separate.", "confidence": 0.87, - "canonical_issue_reason": "issue:45276 is the broadest representative of the only clear duplicate-like family here: it covers `resize_token_embeddings` failing to update both `embed_tokens_per_layer` and `output_embeddings`, while the nearby issues are narrower manifestations of the same regression.", + "canonical_issue_reason": "Issue 45292 is the best canonical issue because it states the core regression in the most general form, while 45276 and 45335 look like model-specific variants of the same resize_token_embeddings failure.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45276 is the best single issue to stand in for the cluster\u2019s duplicate-style subgroup because it is the most complete and diagnostic description of the shared embedding-resize bug.", + "best_issue_reason": "45292 is the strongest representative of the duplicate family: concise, generic, and centered on the shared symptom rather than one model-specific manifestation.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different models and different failures; both are crashes, but they do not describe the same bug or code path." + }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Different model-loading problems: token vocab mismatch vs a separate `cjvt/sleng-bert` loading failure." + "reason": "Both are load/tokenizer issues, but one is vocab-size mismatch and the other is a specific model load failure; not the same underlying defect." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Different root causes: Torch 2.10 incompatibility vs `torch.device('meta')` load breakage." + "reason": "Separate compatibility problems: one is torch version incompatibility, the other is meta-device loading breakage." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Unrelated models and failures: SigLIP2 docs errors vs GLM5 loading/troubleshooting." + "reason": "Unrelated models and symptoms; one is a documentation example problem, the other is a model-specific issue." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash attention, but the crashes come from different failure modes and inputs." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Different issues: `init_empty_weights` argument handling vs mmap/OOM behavior on Strix Halo." + "reason": "Different bugs: unexpected init argument during empty-weight loading vs mmap-related OOM on a specific platform." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Separate bugs in different subsystems/models: Qwen3 device-map crash vs AudioFlamingo3 embedding/token leakage." + "reason": "Different subsystems and symptoms; Qwen device-mapping CUDA assert is unrelated to AudioFlamingo token leak behavior." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different code paths: Gemma4 FSDP2 attention state rebuild vs Qwen multimodal `from_config` text_config unwrapping." + "reason": "Different model families and different code paths; both are multimodal/model-construction issues, but not the same bug." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both mention tying lm_head weights, but they are distinct model families and likely separate fixes." + "reason": "Both mention lm_head tying, but they are separate model implementations and not clearly the same defect." }, { - "left": "issue:42947", - "right": "issue:45704", + "left": "issue:43873", + "right": "issue:44387", "accept": false, - "reason": "Unrelated: gradient checkpointing with PEFT/LoRA vs T5 apex RMSNorm memory leak." + "reason": "Both are quantization/memory regressions, but one is offloading behavior and the other is reserved-memory/OOM growth." }, { - "left": "issue:43873", - "right": "issue:44387", + "left": "issue:42947", + "right": "issue:45704", "accept": false, - "reason": "Both involve quantization/OOM themes, but the symptoms and likely fixes differ (offloading vs reserved-memory growth)." + "reason": "No shared underlying bug; gradient checkpointing/LoRA behavior is unrelated to the T5 RMSNorm memory leak." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "Different output-shape/metadata bugs in unrelated components." + "reason": "Both concern output fields, but they are different output classes and different incorrect assignments." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different bugs: Gemma4 FSDP2 attention state vs Qwen3_5 MoE rotary embedding CPU offload." + "reason": "Different models and failure modes; Gemma FSDP issues are unrelated to Qwen3_5Moe CPU offload incompatibility." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Both are quantization-related, but they affect different models and failure modes." - }, - { - "left": "issue:42947", - "right": "issue:43381", - "accept": false, - "reason": "Shared topic only; one is about ineffective checkpointing with LoRA, the other about eval-mode restriction." + "reason": "Different quantization formats, different models, and different symptoms; not the same bug." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Completely unrelated: import path regression vs Whisper pipeline `return_language` behavior." + "reason": "ImportError for GenerationMixin and Whisper return_language regression are unrelated." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Different loading issues: `meta`-device initialization vs mmap-induced OOM on a specific platform." + "reason": "Both are loading-related, but meta-device loading and mmap disabling on Strix Halo are distinct issues." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "Different model-specific bugs: batch leakage in AudioFlamingo3 vs device mismatch in Gemma4 PLE." + "reason": "Different models and defects; no shared code-path problem is evident." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Unrelated bugs in different model/config paths." + "reason": "Different model families and unrelated behavior: sparse-layer config bug vs Gemma4 attention/FSDP issue." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both mention memory/OOM, but the causes are distinct (int4 reserved memory vs mmap on Strix Halo)." + "reason": "Both mention memory pressure, but one is int4 quantization OOM and the other is a platform-specific mmap issue." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "Same broad model family, but one is checkpoint loading and the other is a broken example; not the same underlying bug." + "reason": "Nemotron checkpoint loading and a broken official example are related to the same model family but not the same underlying bug." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same underlying `resize_token_embeddings` regression; issue 45276 just spells out an additional affected embedding path." + "reason": "Same resize_token_embeddings regression; 45276 is a more specific Gemma4 manifestation of the generic output_embeddings failure." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Different regressions: video input handling vs strict config loading." + "reason": "Different model/config regressions; one is a video-input regression, the other is strict config loading." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Both mention training/checkpointing behavior, but one is eval-mode checkpointing and the other is RLHF gradient explosion." + "reason": "Both involve checkpointing/attention behavior, but the eval-mode restriction and RLHF NaN explosion are not the same bug." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Different bugs: `save/from_pretrained` extra_state handling vs mmap/OOM on Strix Halo." + "reason": "save/from_pretrained extra_state handling is unrelated to mmap OOM behavior." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Tokenizer-related, but different failures: BPE marker handling vs `continue_final_message` behavior." + "reason": "Tokenizer/BPE marker handling and continue_final_message behavior are distinct tokenizer issues." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Different subsystems: flash-attention sink-less crash vs Gemma4 FSDP2 shared-kv state handling." + "reason": "Flash-attention crash on sink-less models is unrelated to Gemma4 FSDP KeyError." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both touch save/load for custom models, but one is permissions propagation and the other is wrong-module loading." + "reason": "Both are save/from_pretrained related, but one is permissions propagation and the other is wrong custom-module loading." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different models and regressions: GLM-4.7-Flash loading vs Qwen3.5 save_pretrained correctness." + "reason": "Different load failures: unit-test model loading vs a saved-checkpoint regression in Qwen3.5." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same `resize_token_embeddings` bug family; both report the embedding weights not being updated after resize." + "reason": "Same symptom and same resize_token_embeddings regression family; both say updated token embeddings are not propagated." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Different failure modes: autocast dtype mismatch vs `meta`-device model loading breakage." + "reason": "Different problems: dtype mismatch under autocast vs meta-device loading failures." }, { - "left": "issue:43645", - "right": "issue:44164", - "accept": false, - "reason": "Unrelated save/load problems: Jupyter custom-model initialization vs extra_state handling." + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same core bug pattern: resize_token_embeddings does not update downstream embeddings/output weights across model variants." }, { - "left": "issue:43425", - "right": "issue:47228", - "accept": false, - "reason": "Different compatibility issues: Torch 2.10 incompatibility vs Sam3 bf16 compilation regression." - }, - { - "left": "issue:44589", - "right": "issue:44756", - "accept": false, - "reason": "Different low-level storage/runtime issue vs mmap/OOM workaround; not the same bug." + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Both describe the same resize_token_embeddings propagation failure, just on different target modules." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative. The only clearly supported duplicate-like family is the `resize_token_embeddings` subgroup (45276/45292/45335), and the rest of the pairings are reasonably rejected based on the issue titles alone. No PR pairs are present." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate family is the resize_token_embeddings regression across 45276/45292/45335, and those issue titles are close enough to support a single fix. The rest of the soft-edge rejections are appropriately cautious and do not overstate shared causality." }, "evaluator_used": true, "retried": false, @@ -2869,13 +2887,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ "issue:36032", "issue:39404", "issue:43425", "issue:43452", - "issue:43596", "issue:43611", "issue:43645", "issue:43646", @@ -2918,9 +2935,13 @@ "issue:46869", "issue:46894", "issue:46899", - "issue:46901" + "issue:46901", + "issue:47228" ], "soft_pairs": [ + "issue:43645|issue:44164", + "issue:43425|issue:47228", + "issue:44589|issue:44756", "issue:44402|issue:44451", "issue:43646|issue:43708", "issue:46894|issue:46901", @@ -2949,224 +2970,235 @@ "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:44164|issue:46821" ], - "prepared_review_unit_hash": "036e2db9a7b4edd0afa2998c469ccff6172bc00f6186a4cbcd0ae730c969771e", + "prepared_review_unit_hash": "040218919c0e3a13da431383118cc628d264e4994e002b18d091fcba036b0d21", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37245, - "estimated_input_tokens": 9312, - "estimated_eval_tokens": 18880 + "soft_pair_count": 33, + "serialized_chars": 37789, + "estimated_input_tokens": 9448, + "estimated_eval_tokens": 19152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous Transformers v5 regression reports with no clear duplicate cluster. The closest anchor is the generic custom-model initialization issue, but the soft pairs are mostly related-at-a-distance rather than true duplicates.", - "confidence": 0.35, - "canonical_issue_reason": "43646 is the broadest generic Transformers 5.0 custom-model initialization regression and the closest anchor among the mostly init/loading-related reports.", + "summary": "This cluster is mostly a grab bag of distinct Transformers regressions. None of the soft pairs look like confident duplicates from title-level evidence alone; the closest theme is v5 tokenizer/load behavior, so I picked a broad tokenizer-regression issue as the representative item.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45701 is the broadest umbrella in the set: it explicitly frames a version-wide tokenization regression, which makes it the best representative for the tokenizer/loading subset of this heterogeneous cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Same as canonical: it is the most general issue here, but the overall set is too mixed to treat as one duplicate family.", + "best_issue_reason": "issue:45701 is the most central and generic issue here; it covers the widest slice of the recurring v5 tokenization regressions better than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook-defined custom model initialization and extra_state save/load handling are different failure modes." + }, + { + "left": "issue:43425", + "right": "issue:47228", + "accept": false, + "reason": "Torch version incompatibility and a Sam3 bf16 compilation regression are unrelated bugs." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "A Float8 storage lookup error is not the same underlying issue as disabling mmap to avoid OOM." + }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Both are tokenizer loading problems, but the affected models and failure modes differ." + "reason": "Both involve tokenizer loading, but one is a vocab-size metadata mismatch while the other is a specific model load failure; not clearly the same bug." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model init regression vs Trainer checkpoint step \u0997\u09a3culation; unrelated code paths." + "reason": "Custom model initialization in notebooks is unrelated to resume_from_checkpoint max_steps calculation." }, { "left": "issue:46894", "right": "issue:46901", "accept": false, - "reason": "Same loss-shift pattern, but different models and no evidence of one shared bug fix." + "reason": "Both mention double-shifted training loss, but they are different model implementations and not clearly one shared concrete bug." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility vs autocast dtype mismatch; distinct issues." + "reason": "Torch compatibility is a different problem from an autocast dtype mismatch on Phi-tiny-MoE-instruct." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Slow tokenizer performance regression vs CodeLlama round-trip tokenization bug." + "reason": "Tokenizer performance regression and encode/decode spacing correctness are different issues." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong Granite token IDs vs convert_tokens_to_ids slowdown; different defects." + "reason": "Wrong token IDs for Granite models is not the same as slower convert_tokens_to_ids behavior." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttention cache crash vs template compilation TypeError; unrelated." + "reason": "PagedAttentionCache linear_attention crash and non-template-node compile failure do not share a concrete code path." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language regression vs general tokenization change; not the same bug." + "reason": "Whisper return_language pipeline breakage is a specific pipeline regression, not the same as a broad tokenization-change report." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Related v5 init complaints, but one is base_model_prefix loading and the other is notebook-specific custom model init." + "reason": "base_model_prefix loading breakage and notebook class-definition initialization breakage are distinct custom-model issues." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "Torch compatibility issue vs YOLO multi-GPU device_map behavior; different symptoms and fixes." + "reason": "Torch 2.10 incompatibility and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention failure vs Gemma4 device mismatch; different subsystems." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device_map mismatch are different bugs." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Pipeline Whisper regression vs from_pretrained behavior inside Python classes; unrelated." + "reason": "Whisper pipeline behavior and from_pretrained-inside-classes inconsistency are different API regressions." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch incompatibility vs Mistral-3 dtype mismatch; not the same problem." + "reason": "Dependency incompatibility is not the same as a Mistral-3 image-preprocessor dtype mismatch." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video input regression vs mask-shape IndexError; distinct bugs." + "reason": "A video-input regression for Qwen VL models is unrelated to a mask-shape indexing error." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup error vs compile-template node error; unrelated." + "reason": "Float8 storage lookup failures and template-node compilation failures are different runtime errors." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Docs mismatch vs removed-pipeline-task docs; both doc-related but not the same issue." + "reason": "Both are docs mismatches, but they cover different pipeline APIs and removed tasks." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Model inference correctness for Siglip2 vs ModelOutput key assignment; different code paths." + "reason": "SigLIP2 nonsensical outputs and ModelOutput key assignment bugs are unrelated." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "Reproduction of a separate issue vs PagedAttention cache crash; no overlap." + "reason": "An isolated reproduction of another issue is not the same as the PagedAttentionCache crash." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Tokenizer add_special_tokens conflict vs gguf_file load failure; different loading bugs." + "reason": "T5 add_special_tokens conflict and gguf_file loading failures are different tokenizer/model-loading regressions." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "Serialization extra_state handling vs composite Qwen config unwrap; distinct save/load issues." + "reason": "extra_state serialization and composite-config text_config unwrapping are separate issues." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export failure on torch_compilable_check vs Perceiver interpolation failure; unrelated." + "reason": "torch.export compatibility with torch_compilable_check is not the same as Perceiver resizing/interpolation failure." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized model save/load breakage vs mistral_common continue_final_message bug." + "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior are unrelated." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "Separate reproduction issue vs tokenizer message-continuation bug." + "reason": "A reproduction issue and a mistral_common tokenizer bug are not the same underlying change." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Tokenizer load failure for a specific model vs Mistral regex patch crash; different causes." + "reason": "Both are tokenizer loading regressions, but they affect different models and different loader paths." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked-LM regression vs tokenizer loading regression; not the same defect." + "reason": "CamemBERT masked-LM correctness and est-roberta tokenizer loading are different bugs." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline bug vs MXFP4 quantization fallback; unrelated." + "reason": "Whisper pipeline regression and MXFP4 quantization fallback are unrelated." }, { "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Both involve Gemma4 device/dtype issues, but they affect different modalities and likely different fixes." + "reason": "Both are Gemma4 issues, but one is device placement and the other is unsafe dtype casting in multimodal embedders." }, { "left": "issue:45479", "right": "issue:46894", "accept": false, - "reason": "Zero-loss classification bug vs training-loss double-shift; different loss mechanics." - }, - { - "left": "issue:44164", - "right": "issue:46821", - "accept": false, - "reason": "Serialization extra_state issue vs TimesFM window_size attribute error; unrelated." + "reason": "Single-label zero-loss behavior and double-shift training-loss bugs are different failures." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "MoE memory inefficiency vs disabling mmap on Strix Halo to avoid OOM; different memory problems." + "reason": "Qwen3 MoE memory usage and Strix Halo mmap OOM are different memory problems with different causes." }, { - "left": "issue:43596", - "right": "issue:44683", + "left": "issue:44164", + "right": "issue:46821", "accept": false, - "reason": "Zero3/BertModel index error vs compiled flex_attention failure; distinct failures." + "reason": "Save/from_pretrained extra_state handling and TimesFM window_size AttributeError are unrelated." } ] }, @@ -3188,7 +3220,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ "issue:32090", "issue:34567", @@ -3206,6 +3238,7 @@ "issue:43482", "issue:43541", "issue:43582", + "issue:43596", "issue:43611", "issue:43632", "issue:43643", @@ -3223,13 +3256,11 @@ "issue:44661", "issue:44683", "issue:44737", - "issue:44811", "issue:44987", "issue:44991", "issue:45081", "issue:45084", "issue:45479", - "issue:45584", "issue:45859", "issue:46178", "issue:46285", @@ -3240,6 +3271,7 @@ "issue:47050" ], "soft_pairs": [ + "issue:43596|issue:44683", "issue:44488|issue:44987", "issue:45479|issue:46897", "issue:43299|issue:43931", @@ -3257,8 +3289,8 @@ "issue:44451|issue:44987", "issue:42915|issue:44530", "issue:43541|issue:45084", - "issue:44737|issue:45859", "issue:40990|issue:43421", + "issue:44737|issue:45859", "issue:34567|issue:40444", "issue:43644|issue:43646", "issue:40444|issue:46326", @@ -3266,197 +3298,217 @@ "issue:36032|issue:43645", "issue:44206|issue:44220", "issue:43582|issue:43632", - "issue:43452|issue:43482", "issue:44987|issue:44991", - "issue:44811|issue:45584" + "issue:43452|issue:43482" ], - "prepared_review_unit_hash": "e499ed2b2b224a8a26d240a23309717fa5fce7ba0c5d5049c6769521f3bb7882", + "prepared_review_unit_hash": "c3d366fad73c72eabc1b996a6e7122594e1ec63c281fe28501703e52264acb7e", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36521, - "estimated_input_tokens": 9131, - "estimated_eval_tokens": 18518 + "serialized_chars": 35983, + "estimated_input_tokens": 8996, + "estimated_eval_tokens": 18248 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is still mostly a loose collection of unrelated Transformers v5/model-loading regressions. The Qwen3-VL pair (43299/43931) is only superficially similar and lacks enough concrete overlap to treat as a duplicate.", - "confidence": 0.68, - "canonical_issue_reason": "43646 remains the broadest representative of the cluster because it describes a generic Transformers v5 initialization regression, while most other issues are narrower model-specific failures.", + "summary": "This set is a loose collection of unrelated Transformers v5-era regressions across loading, tokenizers, model init, audio, vision, and backend/config paths. None of the soft pairs look like true duplicates; they mostly share broad subsystem keywords rather than the same concrete bug.", + "confidence": 0.33, + "canonical_issue_reason": "issue:43646 is the most broadly representative issue in the set: a generic Transformers v5 custom-model initialization breakage, which fits the overall cluster better than the more model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "43646 is the best triage anchor because it is the most general v5 breakage and least tied to one specific model family.", + "best_issue_reason": "issue:43646 is the best single representative because it is broad, version-wide, and aligns with the cluster\u2019s repeated theme of v5 initialization/loading regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Different failures: DeepSpeed ZeRO-3/BertModel index error vs torch>=2.9 compiled flex_attention compile-time failure." + }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are loading failures, but they involve different repos and different symptoms; too broad to treat as the same bug." + "reason": "Both are loading regressions, but they involve different repos/models and different failure modes; not the same bug." }, { "left": "issue:45479", "right": "issue:46897", "accept": false, - "reason": "Both are training-loss bugs, but the failure modes differ and they do not point to the same code path." + "reason": "One is a zero-loss classification bug; the other is a double-shift training-loss bug in a different multimodal setting." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "They both mention Qwen3-VL, but the packet does not show the same concrete bug or shared code path; the shape-mismatch report is not grounded as a duplicate of the loading regression." + "reason": "Different Qwen3-VL/Qwen3-Moe loading problems with different symptoms and model shapes; no clear shared root cause." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer-related problems on different model families; no clear shared underlying bug." + "reason": "Tokenization/loading bugs in different code paths: model repo load failure vs Mistral regex patch crashing on backend_tokenizer." }, { "left": "issue:43632", "right": "issue:47050", "accept": false, - "reason": "Unrelated regressions: one is an hf-initialization flag issue, the other is an ONNX attention dtype mismatch." + "reason": "Unrelated regressions: _is_hf_initialized flag behavior vs Canine ONNX export attention dtype mismatch." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one is base_model_prefix loading behavior and the other is non-persistent buffer initialization; not the same bug." + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; distinct bugs." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Tokenizer method-name conflict vs Qwen3Moe FP8 config failure; different subsystems and failure modes." + "reason": "T5 tokenizer method-name conflict and Qwen3Moe FP8 config failure are unrelated." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer-related, but the model-specific failures and symptoms differ too much to merge." + "reason": "Different tokenizer issues: one ignores tokenizer.json, the other reports incorrect DeepSeek-Coder output after a separate v5 fix gap." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Tokenizer BPE-marker handling and lm_head weight tying are distinct bugs in different parts of the stack." + "reason": "Tokenizer BPE-marker handling and Mistral3 lm_head tying are different bugs in different layers." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "Different model classes and different loading/structure failures; not the same underlying issue." + "reason": "Different model architecture regressions: CLIP text-model structure inconsistency vs Sam3 text-encoder weights not loading." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "No substantive overlap beyond both being errors; the code paths are unrelated." + "reason": "Different code paths: image preprocessor/model dtype mismatch vs a compile error about non-template nodes." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer-mapping behavior and compiled flex_attention are unrelated." + "reason": "add-new-model-like mapping failure is unrelated to torch>=2.9 flex_attention compilation behavior." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer broadcast TypeError and Whisper return_language regression are unrelated." + "reason": "Trainer GPU broadcast NoneType error and Whisper return_language pipeline regression are unrelated." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code field loss and PagedAttentionCache linear_attention crash are different bugs." + "reason": "AutoConfig trust_remote_code field loss is a config-construction issue, not the Qwen3.5 PagedAttentionCache linear_attention crash." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading complaints, but they reference different models and no shared concrete failure mechanism." + "reason": "Both are load failures, but for different models and likely different causes; not enough evidence of one shared bug." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen3.5 cache crash are separate problems." + "reason": "FP8 config failure in Qwen3Moe and linear_attention group-type crash in Qwen3.5 are different failure modes." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Torch dynamo grouped_mm tracing error and non-template-node compile error are unrelated." + "reason": "Mixtral grouped_mm tracing failure is unrelated to the compile-time non-template-node error." }, { - "left": "issue:44737", - "right": "issue:45859", + "left": "issue:40990", + "right": "issue:43421", "accept": false, - "reason": "Both are device-related, but one is a CPU arange placement bug and the other is CPU-offload incompatibility in a different model." + "reason": "High perplexity on a model is not the same issue as runtime special-token/post-processor update behavior in TokenizersBackend." }, { - "left": "issue:40990", - "right": "issue:43421", + "left": "issue:44737", + "right": "issue:45859", "accept": false, - "reason": "High perplexity on a model and runtime special-token post-processor updates are not the same issue." + "reason": "Both are device-placement bugs, but in different models and different mechanisms (torch.arange CPU allocation vs CPU-offload rotary embedding behavior)." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Trainer token-count tracking and multimodal iterable-dataset failure are unrelated." + "reason": "TrainerState token-count bookkeeping and Qwen2.5-VL iterable-dataset multi-image finetuning failure are unrelated." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 initialization regressions, but one is junk non-persistent buffers and the other is custom model initialization; too different to merge." + "reason": "Both are v5 regressions around model loading/init, but one is junk non-persistent buffers and the other is custom model initialization; distinct underlying bugs." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Multimodal dataset handling and mistral_common continue_final_message behavior are unrelated." + "reason": "Different areas entirely: Qwen2.5-VL multi-image training vs mistral_common tokenizer continue_final_message behavior." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Packaging/extras omission and BACKENDS_MAPPING validation failure are different backend issues." + "reason": "Packaging omission for tensorflow in the torch extra is not the same as the backend-mapping error for tensorflow_text." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-token method conflict is unrelated to Jupyter custom-model initialization breakage." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both touch audio feature extraction, but one is an unsupported center-arg regression and the other is an internal fbank helper issue; not clearly the same bug." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError and the _is_hf_initialized flag regression are unrelated." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are versioned loading regressions, but they affect different models and appear to be separate loader problems." + "reason": "Two separate tokenizer/model-loading failures for different repositories; no concrete shared code-path bug is shown." }, { - "left": "issue:44811", - "right": "issue:45584", + "left": "issue:43452", + "right": "issue:43482", "accept": false, - "reason": "Both involve Whisper special-token behavior, but the reported bugs are different enough to keep separate." + "reason": "Both involve GGUF loading, but one is a generic from_pretrained regression and the other is a specific Qwen2.5-GGUF load failure; not enough to merge." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The overall clustering summary is mostly conservative, but the accepted soft-edge pair 43299/43931 is overstated. The packet only shows that both affect Qwen3-VL models; it does not ground the claim that they are the same bug or that the shape-mismatch report is just a manifestation of the broader loading regression. With no shared targets, filenames, or body evidence, this should stay a tentative maybe, not an accept. Because of that overclaim, I would reject the result." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -3472,22 +3524,19 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ "issue:28530", "issue:34567", "issue:36032", - "issue:41720", "issue:42915", "issue:43208", "issue:43262", "issue:43317", - "issue:43322", "issue:43377", "issue:43404", "issue:43482", "issue:43531", - "issue:43540", "issue:43645", "issue:43646", "issue:43742", @@ -3504,11 +3553,11 @@ "issue:44451", "issue:44464", "issue:44466", - "issue:44479", "issue:44488", "issue:44534", "issue:44589", "issue:44610", + "issue:44811", "issue:44849", "issue:44877", "issue:44987", @@ -3516,14 +3565,18 @@ "issue:45084", "issue:45325", "issue:45507", + "issue:45584", + "issue:45923", "issue:45987", "issue:46326", "issue:46661", "issue:46869", "issue:46899", - "issue:47013" + "issue:47013", + "issue:47254" ], "soft_pairs": [ + "issue:44811|issue:45584", "issue:45084|issue:45507", "issue:43317|issue:43482", "issue:43746|issue:46326", @@ -3537,8 +3590,8 @@ "issue:43377|issue:43819", "issue:44849|issue:45325", "issue:44987|issue:45081", - "issue:28530|issue:34567", "issue:43404|issue:44466", + "issue:28530|issue:34567", "issue:42915|issue:44291", "issue:36032|issue:43742", "issue:44451|issue:45081", @@ -3549,213 +3602,205 @@ "issue:42915|issue:44589", "issue:44265|issue:44610", "issue:44008|issue:46899", - "issue:43531|issue:44877", - "issue:36032|issue:41720", - "issue:43322|issue:43540", - "issue:44479|issue:45325" + "issue:45923|issue:47254", + "issue:43531|issue:44877" ], - "prepared_review_unit_hash": "e6e442d3bac43c3924c633e6ff7c02cfdeaefc33ed8d3413dd62e5c7752bea2e", + "prepared_review_unit_hash": "eeca92cebb378054526f2a9179b4a2badd0c5a4f53dc20dd88d3f5148af38b52", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36589, - "estimated_input_tokens": 9148, - "estimated_eval_tokens": 18552 + "soft_pair_count": 28, + "serialized_chars": 36353, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidate pairs are mostly superficial keyword matches across unrelated bugs. They span different models, different subsystems, and different failure modes, so I rejected all soft edges and found no meaningful canonical duplicate target in this set.", - "confidence": 0.96, + "summary": "This cluster is not a true duplicate set: the issues span many unrelated bugs across trainers, tokenizers, audio, multimodal models, loading, quantization, and cache/serialization behavior. None of the soft pairs look like the same concrete underlying defect or fix.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper, but one is batch_decode skip_special_tokens behavior and the other is empty-transcription failure after align_special_tokens; different code paths and symptoms." + }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Different problems: template compilation failure vs an invalid method call in GraniteMoEHybrid." + "reason": "Unrelated failures: generic template compilation error vs GraniteMoEHybrid invalid method call." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Both are loading failures, but one is dequantized device-map offload and the other is GGUF/v5 compatibility." + "reason": "Both are loading-related, but one is dequantized device_map offload and the other is Qwen2.5-GGUF/v5 compatibility; different models and failure modes." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "GraniteSpeech PEFT checkpoint loading and mistral_common continue_final_message are unrelated code paths." + "reason": "Different subsystems: PEFT/local checkpoint loading for GraniteSpeech vs mistral_common continue_final_message tokenizer behavior." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting is not the same bug as MIMI batch vs single-output mismatch." + "reason": "Both are audio-related, but one is chat-template sampling-rate defaulting and the other is encoder padding-mask batching mismatch." }, { "left": "issue:43208", "right": "issue:47013", "accept": false, - "reason": "Both mention xLSTM, but one is a bundle of training bugs and the other is a specific return_last_states unpacking crash." + "reason": "Same xLSTM family, but different bugs: training smaller-than-7B issues vs 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 issues." + "reason": "Logging/noise on model load is unrelated to a Mistral tokenizer regex patch crash." }, { "left": "issue:43792", "right": "issue:46869", "accept": false, - "reason": "Whisper runtime failure and YOLO multi-GPU device-map failure are unrelated." + "reason": "Completely different models and failure types: Whisper runtime failure vs YOLO multi-GPU device_map auto loading issue." }, { "left": "issue:43645", "right": "issue:46661", "accept": false, - "reason": "Jupyter custom-model init regression is distinct from remote-code models missing config_class." + "reason": "Both touch custom/remote-code models, but one is Jupyter notebook initialization regression and the other is AutoModel.from_pretrained missing config_class." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3MoE FP8 loading and non-template-node compilation are not the same failure mode." + "reason": "Different problems: Qwen3Moe FP8 config failure vs template compilation error." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom-model init regression and junk-filled non-persistent buffers are different v5 bugs." + "reason": "Custom model init regression and non-persistent buffer serialization are distinct bugs." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Both are audio-model consistency issues, but they affect different models and different internals." + "reason": "Different audio-model defects: batching/padding-mask mismatch vs DAC from_latents vs forward mismatch due to missing STE." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Different Qwen models and different bugs: hidden-state output vs RoPE temporal \u0564\u056b\u0580 scaling." + "reason": "Different Qwen models and unrelated bugs: hidden_states output issue vs VL rope-index temporal scaling bug." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Model loading on v5.1.0 and Mistral tokenizer regex patching are unrelated." + "reason": "Both are model-loading regressions, but the affected model and root cause differ (physical-intelligence/fast vs Mistral regex patch crash)." }, { - "left": "issue:28530", - "right": "issue:34567", + "left": "issue:43404", + "right": "issue:44466", "accept": false, - "reason": "Early stopping metric selection and token-count tracking are separate Trainer issues." + "reason": "Related to tied weights, but one is missing weight tying in Mistral3ForConditionalGeneration and the other is inconsistent lm_head.weight serialization by device." }, { - "left": "issue:43404", - "right": "issue:44466", + "left": "issue:28530", + "right": "issue:34567", "accept": false, - "reason": "One is a missing weight tie in Mistral3; the other is device-dependent serialization of tied weights." + "reason": "Different trainer features: early stopping metric resolution vs num_input_tokens_seen not updating." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "FP8 config handling and init_empty_weights/_is_hf_initialized are different loading bugs." + "reason": "Different loading/runtime regressions: FineGrainedFP8Config on Qwen3Moe vs init_empty_weights passing unexpected _is_hf_initialized." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5 tokenizer method-name conflict and MobileLLM key error do not share the same code path." + "reason": "Tokenizer constructor conflict and MobileLLM key error are unrelated failures." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "ScandiBERT loading failure and Mistral regex patching are unrelated." + "reason": "Different model-loading issues: ScandiBERT load failure vs Mistral tokenizer regex patch crash." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Different models and root causes: nonsensical Siglip2 outputs vs OmDet-Turbo processor size mismatch." + "reason": "Both are model usage regressions, but one is SigLIP2 nonsensical outputs and the other is OmDet-Turbo processor size mismatch." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken keyword collision is not the same as a model-loading failure for physical-intelligence/fast." + "reason": "Tokenizers AddedToken keyword duplication is unrelated to the physical-intelligence/fast loading failure." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Molmo tied-weights attribute error and sleng-bert loading failure are separate issues." + "reason": "Different loading bugs: missing all_tied_weights_keys on Molmo vs inability to load cjvt/sleng-bert." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Compiled forward chunked generation inconsistency is different from StaticCache sequence-length type mismatch." + "reason": "Different cache/generation defects: chunked generation inconsistency with compiled forward vs get_seq_length returning the wrong type." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "FP8 model loading and missing Float8 storage registration are different bugs." + "reason": "Unrelated: Qwen3Moe FP8 config issue vs missing Float8 storage type." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export export failure and processor image-size regression are unrelated." + "reason": "torch.export/exportability problem vs processor output resolution mismatch; no shared concrete bug." }, { "left": "issue:44008", "right": "issue:46899", "accept": false, - "reason": "Gemma3n variable collision and Gemma4 4-bit multimodal dtype casting are different defects." - }, - { - "left": "issue:43531", - "right": "issue:44877", - "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and granite_speech strict config loading are unrelated." - }, - { - "left": "issue:36032", - "right": "issue:41720", - "accept": false, - "reason": "Tokenizer loading conflict and Qwen3 auto device-map CUDA assert are not the same bug." + "reason": "Both are Gemma multimodal issues, but one is a variable-name collision in forward and the other is unsafe dtype casting under 4-bit quantization." }, { - "left": "issue:43322", - "right": "issue:43540", + "left": "issue:45923", + "right": "issue:47254", "accept": false, - "reason": "Llava Next segmentation fault and Qwen3OmniMoe video ValueError are different multimodal failures." + "reason": "Gradient checkpointing appears in both, but one is a missing model flag and the other is a PEFT+DeepSpeed ZeRO-3 checkpointing error." }, { - "left": "issue:44479", - "right": "issue:45325", + "left": "issue:43531", + "right": "issue:44877", "accept": false, - "reason": "These are both Qwen VL-family regressions, but one is a video-input regression and the other is a still-image temporal-position bug; not the same concrete fix." + "reason": "Different Qwen3-MoE sliding-window bug vs GraniteSpeech strict-config loading failure; no shared fix." } ] }, @@ -3777,23 +3822,25 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ "issue:33666", "issue:35707", + "issue:36032", "issue:40444", "issue:40990", "issue:41720", - "issue:42175", "issue:42796", "issue:43089", "issue:43296", + "issue:43322", "issue:43381", "issue:43421", "issue:43425", "issue:43482", "issue:43525", "issue:43531", + "issue:43540", "issue:43611", "issue:43632", "issue:43716", @@ -3805,7 +3852,7 @@ "issue:44220", "issue:44291", "issue:44403", - "issue:44462", + "issue:44479", "issue:44534", "issue:44568", "issue:44589", @@ -3813,11 +3860,9 @@ "issue:44756", "issue:44811", "issue:44991", - "issue:45081", "issue:45216", "issue:45325", "issue:45357", - "issue:45542", "issue:45663", "issue:45812", "issue:45923", @@ -3829,6 +3874,9 @@ "issue:46899" ], "soft_pairs": [ + "issue:36032|issue:41720", + "issue:43322|issue:43540", + "issue:44479|issue:45325", "issue:43632|issue:46821", "issue:43425|issue:44403", "issue:43089|issue:45987", @@ -3836,244 +3884,241 @@ "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:43381|issue:45923", "issue:43883|issue:44991", "issue:42796|issue:43746", "issue:45812|issue:46491", + "issue:43381|issue:45923", "issue:33666|issue:40444", "issue:44291|issue:44589", "issue:43792|issue:44589", - "issue:43632|issue:44756", "issue:40990|issue:44811", + "issue:43632|issue:44756", "issue:42796|issue:46710", "issue:35707|issue:40444", "issue:43482|issue:43525", "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:43421|issue:44568" ], - "prepared_review_unit_hash": "8f75691de1620a842e9450d96d9a9c2c13f0ad91d696efac2bca009ce3c27892", + "prepared_review_unit_hash": "df62bbff3ce2e9d39bce48d95348ba38642399b73835fcd2818bc7e865896b45", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36791, - "estimated_input_tokens": 9198, - "estimated_eval_tokens": 18652 + "serialized_chars": 36719, + "estimated_input_tokens": 9180, + "estimated_eval_tokens": 18616 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and not a single duplicate set. The only strong duplicate-like pairs are around the `_is_hf_initialized` load regression and the Qwen3.5 `save_pretrained` regression; the rest are broad false positives by topic similarity.", - "confidence": 0.44, - "canonical_issue_reason": "issue:43872 is the clearest high-signal regression in the cluster: it has external references, substantial discussion, and a close near-duplicate in 44291 around the same `_is_hf_initialized` failure path.", + "summary": "This cluster is mostly heterogeneous, with only two clear duplicate groups: the `_is_hf_initialized` loading regression and the Qwen3.5 `save_pretrained` serialization regression. The rest are mostly model- or tokenizer-specific issues that only share broad subsystem names.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43872 is the earliest and broadest report of the `_is_hf_initialized` / bitsandbytes loading incompatibility, and it has the clearest duplicate counterpart in issue:44291.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43872 is the best representative issue overall because it captures the most concrete and widely applicable failure mode in the cluster, with the strongest duplicate evidence and the most signs of cross-issue impact.", + "best_issue_reason": "issue:43872 is the best representative issue for the cluster\u2019s strongest true duplicate pair: it states the concrete failure mode, is earlier, and has external references.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Different problems: a T5 tokenizer attribute conflict vs a Qwen3 auto device-map CUDA assert." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal loading/runtime failures, but the symptoms and code paths are unrelated (segfault on Llava Next vs video input ValueError in Qwen3OmniMoe)." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen VL/video handling, but one is a broad v5.3 video-input regression and the other is a specific still-image RoPE scaling bug." + }, { "left": "issue:43632", "right": "issue:46821", "accept": false, - "reason": "Different failures: `_is_hf_initialized` loading regression vs TimesFM `window_size` attribute error." + "reason": "Both mention v5 regressions, but one is `_is_hf_initialized` loading behavior and the other is a TimesFM `window_size` attribute error." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Unrelated: Torch 2.10 compatibility vs noisy transformer loading logs." + "reason": "Torch version incompatibility is unrelated to the generic loading-noise issue." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Different code paths: generation sync/dispatch overhead vs `StaticCache.get_seq_length()` contract bug." + "reason": "Generation sync/dispatch overhead is not the same bug as `StaticCache.get_seq_length()` returning a tensor." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same Qwen3.5 `save_pretrained` regression: both report incorrect saved checkpoint/visual encoder keys." + "reason": "Both report the same Qwen3.5 `save_pretrained` serialization regression; 45357 is a narrower follow-up on the same broken checkpoint output." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "Different issues: PaddleOCR-VL load failure vs Qwen3-MoE `sliding_window` behavior." + "reason": "Different model families and failure modes: PaddleOCR-VL load failure vs Qwen3-MoE sliding-window behavior." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen2.5-VL, but the bugs differ: multi-image finetuning failure vs still-image rope-index scaling." + "reason": "Both are Qwen2.5-VL-related, but one is dataset/multi-image finetuning failure and the other is RoPE position-id scaling in video/still-image handling." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Different regressions: `base_model_prefix` loading breakage vs junk in non-persistent buffers." + "reason": "Both are Transformers v5 regressions, but one is model loading with `base_model_prefix` and the other is non-persistent buffer initialization junk." }, { - "left": "issue:44220", - "right": "issue:44683", + "left": "issue:44991", + "right": "issue:46315", "accept": false, - "reason": "Different subsystems: fbank extraction vs compiled flex attention on newer torch." + "reason": "Tokenizer loading failure and slow `convert_tokens_to_ids` are different bugs." }, { - "left": "issue:44991", - "right": "issue:46315", + "left": "issue:44220", + "right": "issue:44683", "accept": false, - "reason": "Tokenizer loading failure for one model vs slow `convert_tokens_to_ids` regression." + "reason": "Audio feature extraction and compiled flex attention are unrelated." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same underlying `_is_hf_initialized` regression during model init/load; one manifests in bitsandbytes, the other in `init_empty_weights`." + "reason": "Same underlying `_is_hf_initialized` loading incompatibility; 44291 is the same bug described via `init_empty_weights` on newer Transformers." }, { "left": "issue:43716", "right": "issue:46899", "accept": false, - "reason": "Different models and failures: Mistral dtype mismatch vs Gemma4 4-bit multimodal casting bug." + "reason": "Both are multimodal dtype issues, but the affected models and exact failure mechanisms differ." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Different topics: generic loading noise vs tokenizer load failure for EMBEDDIA/est-roberta." - }, - { - "left": "issue:43381", - "right": "issue:45923", - "accept": false, - "reason": "Both mention gradient checkpointing, but one is eval-mode prohibition and the other is a missing capability flag." + "reason": "Generic loading noise vs tokenizer loading failure; not the same bug." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Unrelated: missing `all_tied_weights_keys` on Molmo vs tokenizer loading regression." + "reason": "Missing `all_tied_weights_keys` in a model class is unrelated to tokenizer loading." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Different bugs: tokenizer BPE marker handling vs PEFT adapter checkpoint loading." + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but for different models and different behavior (`Granite` token IDs vs `CodeLlama` space stripping)." + "reason": "Both are tokenizer regressions, but one is wrong token IDs for Granite models and the other is a CodeLlama whitespace round-trip issue." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing behavior is not the same as a missing `supports_gradient_checkpointing` flag." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Different multimodal training problems for different Qwen versions and paths." + "reason": "Multi-GPU Qwen2-VL training and iterable-dataset multi-image finetuning are different failures." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Different incompatibilities: `_is_hf_initialized` kwarg vs missing Float8 storage type." + "reason": "Both are v5-related TypeErrors, but one is the `_is_hf_initialized` argument and the other is a missing Float8 storage object." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Unrelated runtime failures: Whisper load issue vs Float8 storage lookup error." + "reason": "Whisper loading failure is unrelated to the Float8 storage error." }, { - "left": "issue:43632", - "right": "issue:44756", + "left": "issue:40990", + "right": "issue:44811", "accept": false, - "reason": "Different regressions: `_is_hf_initialized` loading bug vs mmap/OOM behavior on Strix Halo." + "reason": "Perplexity regression and Whisper `batch_decode` special-token handling are different issues." }, { - "left": "issue:40990", - "right": "issue:44811", + "left": "issue:43632", + "right": "issue:44756", "accept": false, - "reason": "Different workloads and symptoms: perplexity regression vs Whisper `batch_decode` special-token handling." + "reason": "`_is_hf_initialized` loading regression and mmap/OOM behavior on Strix Halo are unrelated." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer BPE handling vs model accuracy regression; not the same bug." + "reason": "Different model families and symptoms: Ministral tokenizer BPE markers vs DeepSeek accuracy regression." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Different generation vs finetuning failures, only loosely both touch Qwen/VL." + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to multi-image iterable finetuning." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Different model-loading bugs: GGUF/transformers v5 compatibility vs missing `pad_token_id` on Llama4Config." + "reason": "GGUF loading failure and missing `pad_token_id` on Llama4Config are different problems." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "Different objects and failures: `ModelOutput` key assignment vs Gemma4 FSDP2 shared KV state rebuild." + "reason": "`ModelOutput` key assignment logic is unrelated to Gemma4 FSDP2 shared-kv state rebuilding." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Different issues: Qwen3-MoE sliding-window behavior vs `_is_hf_initialized` init regression." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the `_is_hf_initialized` loading bug." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Related tokenizer area, but not the same bug: runtime post-processor updates vs `add_special_tokens` BOS/EOS omission." - }, - { - "left": "issue:41720", - "right": "issue:45081", - "accept": false, - "reason": "Different failures: Qwen3 auto device mapping CUDA assert vs Mistral regex patch crash." - }, - { - "left": "issue:42175", - "right": "issue:45542", - "accept": false, - "reason": "Both are TensorFlow/backend related, but one is packaging and the other is a runtime backend-availability error." - }, - { - "left": "issue:44462", - "right": "issue:45812", - "accept": false, - "reason": "Both involve `AutoTokenizer`, but the root causes differ: repo `tokenizer.json` selection vs wrong Granite token IDs." + "reason": "Both concern special tokens, but one is runtime post-processor updates and the other is `add_special_tokens=True` not adding BOS/EOS for a specific tokenizer; not the same concrete bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet: it correctly treats the set as mostly heterogeneous, and the two accepted soft pairs are conservative matches based on closely aligned titles and failure modes. No soft-edge verdict overstates similarity beyond what the packet supports." + "feedback": "The cluster summary is grounded in the packet and the soft-edge calls are conservative. The two accepted pairs are plausibly the same underlying bugs, while the rejected pairs mostly rely on broad subsystem similarity without concrete shared failure mode. One minor wording tweak: 'broadest' is a bit stronger than the packet directly supports, so 'earliest' or 'most representative' would be safer." }, "evaluator_used": true, "retried": false, @@ -4092,16 +4137,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ - "issue:35707", "issue:40444", "issue:40990", "issue:41720", "issue:42175", "issue:42796", "issue:42915", - "issue:43262", "issue:43296", "issue:43317", "issue:43377", @@ -4113,7 +4156,6 @@ "issue:43644", "issue:43646", "issue:43701", - "issue:43746", "issue:43818", "issue:43856", "issue:43873", @@ -4121,22 +4163,24 @@ "issue:44079", "issue:44265", "issue:44291", + "issue:44462", "issue:44466", - "issue:44479", "issue:44509", "issue:44534", "issue:44829", "issue:44877", "issue:45072", + "issue:45081", "issue:45325", "issue:45357", "issue:45381", "issue:45479", "issue:45491", "issue:45538", + "issue:45542", "issue:45584", "issue:45701", - "issue:45823", + "issue:45812", "issue:45834", "issue:46402", "issue:46821", @@ -4144,20 +4188,23 @@ "issue:47217" ], "soft_pairs": [ + "issue:41720|issue:45081", + "issue:42175|issue:45542", + "issue:44462|issue:45812", "issue:43482|issue:45538", "issue:43296|issue:46821", "issue:44509|issue:46909", "issue:44079|issue:44534", - "issue:42175|issue:43296", "issue:43317|issue:43856", + "issue:42175|issue:43296", "issue:43611|issue:43646", "issue:43377|issue:45491", "issue:43644|issue:44079", "issue:43818|issue:46402", "issue:44265|issue:45072", "issue:40444|issue:45381", - "issue:43818|issue:45357", "issue:43493|issue:43994", + "issue:43818|issue:45357", "issue:45325|issue:45834", "issue:44829|issue:45479", "issue:45325|issue:45381", @@ -4169,223 +4216,220 @@ "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:40990|issue:45584" ], - "prepared_review_unit_hash": "39f19227141e0365b8e82fced5a5816e4fa513cb275299a8387aad092de8a385", + "prepared_review_unit_hash": "46a3d6715595a1a53cd86da31142595c4f4cfd250daa478e82e8765e2e4b1387", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36578, - "estimated_input_tokens": 9145, - "estimated_eval_tokens": 18546 + "serialized_chars": 36006, + "estimated_input_tokens": 9002, + "estimated_eval_tokens": 18260 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue reports across different models/features. The Qwen2.5-VL position-id / vision_position_ids pair is clearly related in theme, but with titles only there isn\u2019t enough evidence to call it the same underlying bug; I\u2019d keep that pair as likely related rather than a duplicate.", - "confidence": 0.67, - "canonical_issue_reason": "issue:45325 is the strongest representative for the Qwen2.5-VL positional-id regression cluster because it names the concrete get_rope_index / still-image temporal position_ids path.", + "summary": "Most candidate pairs are false positives: they share a broad subsystem or regression theme, but not the same concrete bug. The only strong duplicate-looking pair is the SigLIP2 implementation mismatch / nonsensical output reports. No PRs are present.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43493 is the clearest root-cause report: it describes the HF vs original JAX SigLIP2 discrepancy that plausibly explains the downstream bad outputs seen in issue:43994.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45325 is the best overall issue anchor for this cluster: it is specific, code-path oriented, and closest to the other Qwen2.5-VL positional-id report.", + "best_issue_reason": "issue:43493 is the best cluster representative because it is the broader, more technical symptom/source for the only likely duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Both mention model loading/runtime failures, but one is a Qwen3 auto device-map CUDA assert and the other is a Mistral tokenizer regex crash; different code paths." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both touch TensorFlow/backend packaging, but one is about the torch extra missing TF backend and the other is about tensorboard being installed without TensorFlow; not the same bug." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizer behavior and Granite models, but one is about AutoTokenizer ignoring tokenizer.json while the other is wrong Granite token IDs; too broad to merge." + }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Different models and failures: Qwen2.5-GGUF loading vs CLIPTokenizer max-length metadata." + "reason": "Completely different issues: Qwen2.5-GGUF loading failure versus CLIPTokenizer model_max_length constant." }, { "left": "issue:43296", "right": "issue:46821", "accept": false, - "reason": "Unrelated subsystems: PaddleOCR-VL loading error vs TimesFM window_size AttributeError." + "reason": "Different models and failures: PaddleOCR-VL load failure versus TimesFM window_size AttributeError." }, { "left": "issue:44509", "right": "issue:46909", "accept": false, - "reason": "Both are docs issues, but they concern different documentation problems and examples." + "reason": "Both are documentation-related, but they concern different docs pages and different problems." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "Different regressions: ModelOutput key assignment vs non-persistent buffer serialization." - }, - { - "left": "issue:42175", - "right": "issue:43296", - "accept": false, - "reason": "Unrelated packaging/backend availability vs model loading failure." + "reason": "One is a ModelOutput key assignment bug; the other is a v5 non-persistent buffer initialization bug." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Different problems: auto device-map dequantized loading vs Qwen3 MoE training memory usage." + "reason": "Both involve memory/offload-ish concerns, but one is dequantized load with gpu+cpu offload and the other is Qwen3 MoE training memory usage; different bugs." }, { - "left": "issue:43611", + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend install issue versus PaddleOCR-VL model loading failure; no same underlying bug." + }, + { + "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are v5 breakages, but one is base_model_prefix loading and the other is custom model initialization; not the same concrete bug." + "reason": "Both are Transformers v5 regressions, but one breaks base_model_prefix loading and the other breaks custom initialization; different code paths." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both involve batching/padding, but on different models and different failure modes/code paths." + "reason": "Both are batching-related numerical issues, but one is missing padding-mask support in MIMI and the other is Gemma3 sliding-window/all-padding NaNs." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Separate bugs: buffer initialization/serialization vs ModelOutput key handling." + "reason": "Non-persistent buffer serialization junk is unrelated to ModelOutput key assignment." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Different model families and symptoms: Video-LLaVA tower architecture vs Sam3 text encoder loading." + "reason": "Different model families and failures: Video-LLaVA weight/temporal-attention issue versus Sam3Model text encoder weights not loading." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "Unrelated export/compilation issue vs dtype mismatch in inference." + "reason": "torch.export compatibility failure and bfloat16 dtype mismatch are unrelated." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both Qwen2.5-VL-related, but one is finetuning with multiple images and the other is video position ids; not enough evidence of the same bug." - }, - { - "left": "issue:43818", - "right": "issue:45357", - "accept": false, - "reason": "Different issues in different models: missing temporal attention vs incorrect visual encoder keys on save_pretrained." + "reason": "Both are Qwen2.5-VL-related, but one is finetuning with multiple images per prompt and the other is video vision_position_ids scaling; not the same bug." }, { "left": "issue:43493", "right": "issue:43994", + "accept": true, + "reason": "Same model family and same symptom class: 43493 reports the HF vs JAX SigLIP2 implementation mismatch, and 43994 reports the downstream nonsensical outputs that fit that same underlying bug." + }, + { + "left": "issue:43818", + "right": "issue:45357", "accept": false, - "reason": "Same model family, but one is HF-vs-JAX parity and the other is nonsensical pipeline outputs; not clearly the same concrete bug." + "reason": "Video-LLaVA temporal-attention/weight-sharing bug is unrelated to Qwen3.5 save_pretrained visual-key serialization." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Different multimodal bugs: Qwen2.5-VL position ids vs Kosmos2.5 OCR index errors." + "reason": "Different models and failure modes: Qwen2.5-VL temporal position scaling versus Kosmos2.5 OCR index error." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both training-related, but one is flash_attention_3 degeneration and the other is a num_labels=1 loss formulation bug." + "reason": "FlashAttention-3 training degeneration and single-label num_labels=1 zero-loss behavior are different bugs." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Closely related Qwen2.5-VL position-id / vision_position_ids regressions, but titles alone do not prove the same underlying code path or a duplicate." + "reason": "Both are Qwen2.5-VL vision-position issues, but one is still-image temporal scaling and the other is video vision_position_ids; related theme, not same concrete bug." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Different tied-weight serialization/loading issues with different model behaviors and triggers." + "reason": "AyaVision lm_head tying and Granite lm_head serialization are different weight-handling bugs." }, { "left": "issue:40444", "right": "issue:47217", "accept": false, - "reason": "Different VL issues: multi-image iterable finetuning vs image-placeholder-in-user-text failure." + "reason": "Both concern VL inputs, but one is finetuning multi-image IterableDataset behavior and the other is image-placeholder-in-user-text handling." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Different loading failures: unexpected init_empty_weights argument vs strict config rejection." + "reason": "init_empty_weights unexpected argument and strict config preventing granite_speech loading are different v5 compatibility problems." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different model/runtime areas: Qwen3Moe FP8 config vs Qwen2.5-GGUF loading under v5." + "reason": "Qwen3Moe FineGrainedFP8Config failure versus Qwen2.5-GGUF loading failure; unrelated." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position-id computation." + "reason": "resume_from_checkpoint key mismatch is unrelated to Qwen2.5-VL rope index scaling." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantized offloading behavior vs tokenization changes; not the same bug." + "reason": "Quantization offloading behavior and tokenizer-version-dependent tokenization are different problems." }, { "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 and Qwen2.5-VL video vision_position_ids are unrelated." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "Different failure modes: CPU offload device mismatch vs export-time torch_compilable_check failure." + "reason": "CPU-offload device mismatch and torch.export torch_compilable_check failure are different failure modes." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Unrelated model evaluation/perplexity issue vs Whisper empty-transcription generation bug." - }, - { - "left": "issue:44479", - "right": "issue:45823", - "accept": false, - "reason": "Different models and problems: Qwen video-input regression vs Gemma4 PLE device mismatch." - }, - { - "left": "issue:43262", - "right": "issue:43746", - "accept": false, - "reason": "Both are audio-related, but sampling-rate defaulting and PEFT checkpoint loading are separate bugs." - }, - { - "left": "issue:35707", - "right": "issue:41720", - "accept": false, - "reason": "Different regressions: generation with inputs_embeds/past_key_values vs Qwen3 auto device-map cuda assert." + "reason": "High perplexity on gpt-oss-20b and Whisper empty-transcription failure after align_special_tokens are unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Mostly conservative, but I can\u2019t fully accept the one true-edge verdict on issue:45325 vs issue:45381 as written. From the packet we only have titles, which show closely related Qwen2.5-VL position-id/vision_position_ids regressions, but not enough to confidently assert they are the same underlying code path or a duplicate. I\u2019d soften that to \u201clikely related\u201d unless you have body-level evidence. The rest of the false verdicts look appropriately cautious." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the soft-edge pairs. The only accepted pair, issue:43493 / issue:43994, is plausibly the same underlying SigLIP2 bug from the titles alone. No PRs are present, and I don\u2019t see evidence of overstatement." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4400,7 +4444,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ "issue:34634", "issue:35707", @@ -4413,16 +4457,17 @@ "issue:42915", "issue:42947", "issue:43257", + "issue:43262", "issue:43317", "issue:43322", "issue:43377", - "issue:43450", "issue:43454", "issue:43550", "issue:43572", "issue:43582", "issue:43606", "issue:43720", + "issue:43746", "issue:43749", "issue:43819", "issue:43828", @@ -4430,6 +4475,7 @@ "issue:44186", "issue:44265", "issue:44387", + "issue:44479", "issue:44534", "issue:44568", "issue:44610", @@ -4438,7 +4484,6 @@ "issue:44977", "issue:44991", "issue:45072", - "issue:45701", "issue:45704", "issue:45759", "issue:45823", @@ -4451,6 +4496,9 @@ "issue:46821" ], "soft_pairs": [ + "issue:44479|issue:45823", + "issue:43262|issue:43746", + "issue:35707|issue:41720", "issue:43828|issue:46821", "issue:34634|issue:35707", "issue:41553|issue:43582", @@ -4460,9 +4508,9 @@ "issue:43454|issue:43550", "issue:43257|issue:45923", "issue:42796|issue:46209", + "issue:44568|issue:45920", "issue:45823|issue:46821", "issue:43377|issue:44610", - "issue:44568|issue:45920", "issue:42617|issue:42915", "issue:43454|issue:45072", "issue:40990|issue:42947", @@ -4478,219 +4526,222 @@ "issue:36331|issue:42915", "issue:44877|issue:44991", "issue:41720|issue:44977", - "issue:44387|issue:45704", - "issue:40990|issue:45701", - "issue:41720|issue:42617", - "issue:43450|issue:45701" + "issue:44387|issue:45704" ], - "prepared_review_unit_hash": "acd9e5049dba3ff0ed60889121214bfc4bd060c49b676f9e37858f664f932b67", + "prepared_review_unit_hash": "5d6fa9f86dcaa1bb85894dd27d5929a419a9a73ed57ce80920ab36126596df67", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36327, - "estimated_input_tokens": 9082, - "estimated_eval_tokens": 18420 + "serialized_chars": 37068, + "estimated_input_tokens": 9267, + "estimated_eval_tokens": 18790 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a grab bag of unrelated issue reports, not a tight duplicate cluster. No soft pair is a safe merge on the evidence provided; the closest near-miss is the tokenizer regression family, but the concrete failure modes still differ.", - "confidence": 0.26, - "canonical_issue_reason": "Issue 45920 is the broadest, most umbrella-like report here: it spans multiple models and a shared tokenizer regression pattern, so it is the best representative if one must anchor this loose set.", + "summary": "The cluster is a loose collection of unrelated Transformers bug reports across tokenizers, model loading, quantization/offload, multimodal processors, and training APIs. None of the proposed soft pairs look like the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43873 is the broadest and most central issue in the set, with multiple inbound references and a theme that overlaps several other offload/quantization reports, even though they are not true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "45920 is the most globally representative issue in the list because it describes a cross-model tokenizer regression rather than a single model-specific symptom.", + "best_issue_reason": "issue:43873 is the best representative issue because it covers a common failure mode class (offloading + quantization) and is broader than the highly model-specific reports in this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different failures: a v5 video-input regression across Qwen multimodal models vs a Gemma4 PLE device-mismatch during forward." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug vs GraniteSpeech PEFT adapter loading from local checkpoints; unrelated code paths." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "inputs_embeds/past_key_values generation behavior is not the same as Qwen3 auto device mapping cuda assert." + }, { "left": "issue:43828", "right": "issue:46821", "accept": false, - "reason": "Different bugs: autocast dtype mismatch vs TimesFM window_size AttributeError." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to TimesFM window_size AttributeError." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset failure is unrelated to progressive generation with inputs_embeds/past_key_values." + "reason": "BarkProcessor voice_preset failure and progressive generation with inputs_embeds/past_key_values are different bugs." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Tokenizer-loading error and Apple Silicon allocator TypeError are separate code paths." + "reason": "AutoTokenizer loading error for Voxtral is unrelated to an Apple Silicon warmup TypeError." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer NER/padding crash is not the same as torch.export failing on torch_compilable_check." + "reason": "Tokenizer crash on NER/batched padding is not the same as torch.export.export failing on torch_compilable_check models." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both mention device_map, but the models and failure modes differ: cuda assert vs forward device mismatch." + "reason": "Both are device-related, but one is a Qwen3 auto device-map crash and the other is a Gemma4 PLE forward mismatch; not the same bug." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch is unrelated to DAC.from_latents missing STE behavior." + "reason": "CPU offload device mismatch for Bark-small differs from DAC.from_latents vs forward mismatch due to missing STE." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "LM head weight tying and torch.compile+SDPA are different bugs." + "reason": "Weight-tying failure in AyaVisionConfig is unrelated to Bamba torch.compile SDPA failure." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Accelerate/deepspeed MoE weight conversion is unrelated to a missing gradient-checkpointing flag." + "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed is not the same as a missing supports_gradient_checkpointing flag." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE marker handling is unrelated to FP8 inference failure on B200." + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are different subsystems and failure modes." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Special-token insertion regression for one tokenizer is unrelated to wrong token IDs across many tokenizers." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Gemma4 device mismatch and TimesFM window_size AttributeError are not the same issue." + "reason": "Gemma4 device-mapping forward mismatch is unrelated to TimesFM window_size raising AttributeError." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Missing padding mask in MIMI encoder is unrelated to OmDet-Turbo processor output \u0906\u0915\u093e\u0930 mismatch." - }, - { - "left": "issue:44568", - "right": "issue:45920", - "accept": false, - "reason": "Both are tokenizer regressions, but one is missing BOS/EOS on add_special_tokens while the other is wrong token IDs across multiple models." + "reason": "MIMI batched-vs-single padding-mask bug is unrelated to OmDet-Turbo processor/model image-size mismatch." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure are different problems." + "reason": "3d_parallel.py run failure and Qwen3Moe FineGrainedFP8Config failure are different runtime/config issues." }, { "left": "issue:43454", - "right": "issue:43720", + "right": "issue:45072", "accept": false, - "reason": "LM head tying bug is unrelated to packed-weight unpacking during accelerate loading." + "reason": "AyaVision lm_head tying bug is unrelated to SwitchTransformers/TimmWrapperModel bfloat16 dtype mismatches." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on a benchmark is not the same as gradient checkpointing being ineffective with LoRA." + "reason": "High perplexity on gpt-oss-20b and gradient checkpointing ineffectiveness with PEFT LoRA are not the same underlying problem." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Sliding-window off-by-one and convert_tokens_to_ids slowdown are different regressions." + "reason": "MoonshineStreaming off-by-one in sliding_window_mask_function is unrelated to slow convert_tokens_to_ids regression." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading and non-persistent buffer initialization are not the same bug." + "reason": "Broken FSDP CPU RAM efficient loading and non-persistent buffers filled with junk are separate loading/state issues." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to unwrapping text_config for composite Qwen multimodal configs." + "reason": "StableLmConfig missing pad_token_idx after v5 update is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." }, { "left": "issue:43454", - "right": "issue:45072", + "right": "issue:43720", "accept": false, - "reason": "Weight tying failure is unrelated to bfloat16 dtype mismatches in inference." + "reason": "AyaVision weight-tying bug is unrelated to BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "MIMI batched-vs-single mismatch and Perceiver non-default-resolution failure are different model-specific bugs." + "reason": "MIMI encoder batching/padding mask issue is unrelated to Perceiver non-default resolution interpolation failure." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both involve offloading/quantization, but one is a dequantized-model load failure and the other is a broader offloading behavior report; not the same concrete bug." + "reason": "device_map auto load failure for dequantized models is related in theme to offloading, but not the same concrete bug as quantization offloading not working as expected." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Trainer compute_loss signature breakage is unrelated to 3d_parallel.py failing to run." + "reason": "Trainer compute_loss signature mismatch and 3d_parallel.py failure are unrelated." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "A800 auto-device-map cuda assert and Llava Next segmentation fault are different failures." + "reason": "Qwen3 auto device-map cuda assert and Llava Next segmentation fault are both loading/runtime crashes but not the same code-path problem." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Model load segfault and sinq save/load breakage are unrelated." + "reason": "Llava Next segfault during loading is unrelated to sinq quantized model save/load breakage." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Trainer loss-signature mismatch is unrelated to Qwen3Moe FP8 config failure." + "reason": "CustomTrainer compute_loss keyword mismatch is unrelated to Qwen3Moe FineGrainedFP8Config failure." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config loading and tokenizer loading regression are both loader issues but not the same underlying bug." - }, - { - "left": "issue:44387", - "right": "issue:45704", - "accept": false, - "reason": "Int4 quantization OOM and T5 apex RMSNorm memory leak are separate memory problems." - }, - { - "left": "issue:40990", - "right": "issue:45701", - "accept": false, - "reason": "Perplexity regression and tokenizer-version tokenization changes are not the same bug." + "reason": "Strict config rejection for granite_speech and tokenizer-loading failure for est-roberta are different config vs tokenizer regressions." }, { "left": "issue:41720", - "right": "issue:42617", + "right": "issue:44977", "accept": false, - "reason": "Device-map CUDA assert and a 3d_parallel.py execution issue are unrelated." + "reason": "Qwen3 auto device-map cuda assert is unrelated to Qwen3.5 flash-attention generation behavior." }, { - "left": "issue:43450", - "right": "issue:45701", + "left": "issue:44387", + "right": "issue:45704", "accept": false, - "reason": "Video processor batching shape bug is unrelated to tokenizer-version tokenization changes." + "reason": "int4 CUDA reserved-memory OOM is unrelated to T5 silently using apex.FusedRMSNorm with a memory leak." } ] }, @@ -4712,13 +4763,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ "issue:26413", "issue:28530", "issue:33666", "issue:36010", - "issue:36331", + "issue:40990", "issue:41720", "issue:42617", "issue:42915", @@ -4726,6 +4777,7 @@ "issue:43295", "issue:43317", "issue:43404", + "issue:43450", "issue:43531", "issue:43550", "issue:43572", @@ -4740,7 +4792,6 @@ "issue:44186", "issue:44423", "issue:44451", - "issue:44464", "issue:44466", "issue:44488", "issue:44610", @@ -4764,6 +4815,9 @@ "issue:47020" ], "soft_pairs": [ + "issue:40990|issue:45701", + "issue:43450|issue:45701", + "issue:41720|issue:42617", "issue:44466|issue:45357", "issue:26413|issue:28530", "issue:43873|issue:44756", @@ -4786,216 +4840,214 @@ "issue:46821|issue:46869", "issue:28530|issue:33666", "issue:41720|issue:45161", - "issue:44734|issue:46858", "issue:43531|issue:43572", + "issue:44734|issue:46858", "issue:44423|issue:45406", "issue:44008|issue:45823", - "issue:42915|issue:46291", - "issue:36331|issue:41720", - "issue:44464|issue:46858" + "issue:42915|issue:46291" ], - "prepared_review_unit_hash": "53a8618ae475218b32b1483d66e0abe3fc0152428221e4e89cfec80e81f128d7", + "prepared_review_unit_hash": "4a9bf9bffbb311d0f4f88be57adfe0052a0abe177fc0ca6224c0a50197bda3a0", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36500, - "estimated_input_tokens": 9125, - "estimated_eval_tokens": 18506 + "soft_pair_count": 30, + "serialized_chars": 36753, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Loose, heterogeneous cluster of Transformers issues spanning trainer resume, early stopping, loading/offload/device-map failures, tokenizer/model-init regressions, multimodal serving, and cache/compile bugs. None of the soft pairs look like true duplicates, so all are rejected. The best issue representative is the broad offload/quantization report, but there is no strong single canonical duplicate for the whole cluster.", - "confidence": 0.47, - "canonical_issue_reason": "Issue 43873 is the broadest and most central loading/offload regression in the set, and it matches the cluster\u2019s most recurring theme better than the model-specific or trainer-specific reports. It is still only a loose representative, not a true umbrella duplicate.", + "summary": "This cluster is mostly a loose semantic grouping of unrelated Transformers issues (trainer, tokenizer, model loading, serving, quantization/offload, and multimodal preprocessing). None of the soft pairs look like true duplicates of the same underlying bug/change.", + "confidence": 0.98, + "canonical_issue_reason": "issue:43873 is the broadest and most discussion-heavy report here, so it is the best representative issue for the cluster, but it is not a duplicate match for the others.", "canonical_pr_reason": null, - "best_issue_reason": "43873 is the least bad cluster representative because it sits near several device-map/offload/load-failure topics. The rest of the items split into distinct bug classes, so no issue cleanly covers the whole cluster.", + "best_issue_reason": "issue:43873 has the widest scope and highest cluster-level relevance (offloading/quantization), making it the best single issue to represent this set even though the set is not a true duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Different bugs: perplexity regression on gpt-oss vs tokenizer behavior changes across versions." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape bug vs tokenization regression; no shared code path." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device-map assert vs failure running 3d_parallel.py are unrelated failures." + }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both involve save/serialization behavior, but one is tied lm_head serialization and the other is incorrect visual encoder keys in Qwen3.5. Different models and different code paths." + "reason": "Both are serialization-related, but they affect different models and different state-dict problems." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Trainer-related, but one is resume_from_checkpoint/epoch iterator failure and the other is early stopping metric lookup. Not the same bug." + "reason": "Trainer checkpoint resume empty epoch iterator vs early stopping metric lookup are distinct trainer issues." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Offload/quantization versus disabling mmap to avoid OOM. Different root causes and fixes." + "reason": "Quantization/offload failure and Strix Halo mmap OOM are different problems with different fixes." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Both are model loading failures, but they concern different models and no shared concrete failure mode is evident." + "reason": "Different model-loading failures for different models; no evidence of the same root cause." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer padding/truncation crash versus bfloat16 dtype mismatch in inference. Different subsystems and symptoms." + "reason": "Tokenizer padding/truncation crash vs bfloat16 dtype mismatch are unrelated subsystems." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "One is a dummy Conv2d in Sam3PixelDecoder; the other is missing Sam3Model text encoder weights. Different SAM3 bugs." + "reason": "Same model family, but dummy Conv2d architecture and missing text-encoder weights are different bugs." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "A regression around processor.tokenizer/image handling is not the same as a version-dependent tokenization change. Too broad and different behavior." + "reason": "Custom-model regression in v4.57.5 vs version-dependent tokenization behavior are not the same issue." }, { "left": "issue:46612", "right": "issue:46858", "accept": false, - "reason": "Both touch generation/cache internals, but one is wrong beam-search cache reorder for several models and the other is a static-cache seq_length tensor/arithmetic bug under compile." + "reason": "Both involve cache internals, but beam-search cache reorder and static-cache seq-length arithmetic are different code paths." }, { "left": "issue:45685", "right": "issue:46821", "accept": false, - "reason": "MPS histogram error in MoE versus a TimesFM window_size AttributeError. Unrelated model families and failure points." + "reason": "MPS histogram-on-Int error in MoE vs TimesFM window_size AttributeError are unrelated." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Torch.compile+SDPA failure in Bamba is unrelated to packed-weight unpacking during accelerate loading in BitNet." + "reason": "torch.compile+SDPA bug in Bamba and BitNet packed-weight loading bug are different model-specific failures." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Model dtype casting on load versus Trainer max_steps recomputation on resume. Different layers of the stack." + "reason": "Blip2 dtype propagation and Trainer resume/max_steps calculation are unrelated." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "ImportError for GenerationMixin and inability to run 3d_parallel.py are unrelated." + "reason": "GenerationMixin import error vs 3d_parallel.py runtime failure are not the same bug." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Both mention custom model loading, but one is a Transformers 5.0 initialization break and the other is from_pretrained behavior inside Python classes. Not the same concrete bug." + "reason": "Both touch custom model loading, but they describe different regressions and different failure modes." }, { "left": "issue:44451", "right": "issue:47020", "accept": false, - "reason": "Different loading failures: one specific model repo cannot load, the other is an XLMRobertaTokenizer/Unigram constructor type mismatch." + "reason": "Different tokenizer/model loading failures with different root causes." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Torch.compile with SDPA in Bamba and CPU-offload device mismatch in bark-small are different code paths and fixes." + "reason": "Bamba torch.compile/SDPA issue and Bark CPU-offload device mismatch are unrelated." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer crash on NER/padding is unrelated to OmDet-Turbo processor image-size mismatch." + "reason": "Both are preprocessing bugs, but LayoutLMv2 NER padding crashes and OmDet-Turbo resolution mismatch are different issues." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Weight tying bug in Mistral3 is not the same as incorrect visual encoder key serialization in Qwen3.5." + "reason": "Different multimodal serialization problems affecting different model families." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Both involve model loading/quantization/offload, but one is a FineGrainedFP8Config failure for Qwen3Moe and the other is dequantized-model loading with gpu+cpu offload." + "reason": "FP8 config failure on Qwen3Moe vs dequantized-model offload loading failure are distinct quantization/loading bugs." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Different vision preprocessing bugs: wrong processor output size for OmDet-Turbo versus non-default resolution handling in Perceiver." + "reason": "Both involve image preprocessing size, but they affect different models and different expected shapes." }, { "left": "issue:46821", "right": "issue:46869", "accept": false, - "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device-map failure are unrelated." + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU auto device-map failure are unrelated." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early stopping metric configuration is unrelated to Qwen2-VL multi-GPU training." + "reason": "Early stopping metric handling and Qwen2-VL multi-GPU training are different training scenarios." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both are distributed/model-parallel problems, but one is auto device mapping causing cudaErrorAssert and the other is only-TP not working for GPT-OSS MoE. Different failures." + "reason": "Both are distributed/model-parallel related, but they are different models and different failure mechanisms." }, { - "left": "issue:44734", - "right": "issue:46858", + "left": "issue:43531", + "right": "issue:43572", "accept": false, - "reason": "Both involve cache/generation internals, but one is serve KV-cache continuation indexing and the other is static-cache seq_length arithmetic under compile. Not a duplicate." + "reason": "Qwen3-MoE sliding_window bug and StableLmConfig pad_token_idx regression are unrelated." }, { - "left": "issue:43531", - "right": "issue:43572", + "left": "issue:44734", + "right": "issue:46858", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and missing pad_token_idx in StableLmConfig are unrelated model/config bugs." + "reason": "Both concern cache/indexing, but the serving KV-continuation crash and static-cache seq-length bug are different concrete problems." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both hit transformers serve with multimodal models, but the concrete failures differ: str.to() on multimodal inputs versus missing _tokenizer on Gemma4Processor." + "reason": "Both are serve/multimodal regressions, but one is a 'str has no attribute to' crash and the other is a missing _tokenizer attribute." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma-family issues, but one is a variable name collision in Gemma3nModel.forward and the other is a device mismatch in Gemma4 PLE. Different bugs." - }, - { - "left": "issue:42915", - "right": "issue:46291", - "accept": false, - "reason": "FineGrainedFP8 model loading and kernels import/revision validation are unrelated." - }, - { - "left": "issue:36331", - "right": "issue:41720", - "accept": false, - "reason": "compute_loss signature break and auto device mapping cudaErrorAssert are different trainer/model-loading issues." - }, - { - "left": "issue:44464", - "right": "issue:46858", - "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is not the same as the static-cache seq_length tensor bug; they affect different parts of generation." + "reason": "Different Gemma model bugs: forward variable collision vs device mismatch under device_map=auto." } ] }, @@ -5017,22 +5069,21 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ "issue:28530", "issue:29159", "issue:30064", "issue:33357", - "issue:34567", "issue:34634", "issue:35707", "issue:36032", + "issue:36331", "issue:41720", - "issue:42490", "issue:42915", + "issue:43257", "issue:43316", "issue:43322", - "issue:43329", "issue:43425", "issue:43452", "issue:43526", @@ -5049,6 +5100,7 @@ "issue:43883", "issue:44186", "issue:44361", + "issue:44464", "issue:44492", "issue:44509", "issue:44534", @@ -5056,8 +5108,6 @@ "issue:44743", "issue:44913", "issue:44991", - "issue:45406", - "issue:45464", "issue:45632", "issue:45684", "issue:45701", @@ -5065,217 +5115,216 @@ "issue:45759", "issue:46665", "issue:46821", + "issue:46858", "issue:47020", - "issue:47145" + "issue:47145", + "issue:47254" ], "soft_pairs": [ + "issue:36331|issue:41720", + "issue:44464|issue:46858", "issue:44671|issue:44743", "issue:43881|issue:44991", "issue:45632|issue:45684", "issue:44186|issue:44361", "issue:43526|issue:43883", "issue:28530|issue:30064", - "issue:43425|issue:46821", "issue:43316|issue:44913", + "issue:43425|issue:46821", "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:43531|issue:45759", "issue:44492|issue:44509", + "issue:43531|issue:45759", "issue:43540|issue:43782", + "issue:43257|issue:47254", "issue:43452|issue:47020", "issue:43550|issue:43653", "issue:41720|issue:43746", "issue:44534|issue:46665", - "issue:42490|issue:43329", - "issue:43606|issue:43720", - "issue:34567|issue:35707", - "issue:43531|issue:46821", - "issue:45406|issue:45464", - "issue:34634|issue:41720", - "issue:43606|issue:43653" + "issue:43606|issue:43720" ], - "prepared_review_unit_hash": "dafde3695e9d37a41c86bf7a7cb3eec4b8e4854132d7e8657fdb495663fc2db4", + "prepared_review_unit_hash": "d160187e9b16b8183e3cf0e62c521128086e4fc6517cb990f2d1bad69d0c1c5f", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36009, - "estimated_input_tokens": 9003, - "estimated_eval_tokens": 18262 + "soft_pair_count": 25, + "serialized_chars": 35096, + "estimated_input_tokens": 8774, + "estimated_eval_tokens": 17804 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are broadly related by being Transformers bug reports, but they span different components and concrete failure modes. I don\u2019t see any pair that looks like the same underlying bug/change, so all soft edges are rejected. No PRs are present in the cluster.", - "confidence": 0.87, - "canonical_issue_reason": "issue:43873 is the strongest representative to anchor the cluster: it is open, has inbound references, and describes a broad, user-facing offloading/quantization failure that fits the general theme of the set better than the narrower reports.", + "summary": "The set is heterogeneous and does not form a clear duplicate cluster. All soft-edge candidates were rejected because they describe different bugs, different models, or different failure paths despite superficial subsystem overlap.", + "confidence": 0.95, + "canonical_issue_reason": "No safe canonical issue: the items span unrelated bugs across tokenizers, generation, quantization, loading, and docs, with only shallow title similarity between some pairs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best duplicate target candidate because it is active, relatively central, and broad enough to subsume related offloading/loading regressions if any emerge.", + "best_issue_reason": "No single issue is a strong global representative; choosing one would overfit to a broad subsystem label rather than a shared underlying defect.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Different failures: custom trainer loss signature mismatch vs Qwen3 device-mapping CUDA assert." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation/compile, but one is inconsistent chunked generation outputs and the other is a static-cache slice arithmetic bug from device tensor seq lengths." + }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "Different models and different bugs: CamemBERT masked-LM prediction drift vs Qwen3 recurrent-state reset in cache handling." + "reason": "Different models and code paths: CamemBERT masked LM predictions vs Qwen3 recurrent state reset in modular cache logic." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Both are loading failures, but one is a specific multimodal model load crash and the other is a tokenizer load regression for a different model." + "reason": "Unrelated loading problems: glm-4v-9b model load failure vs tokenizer loading regression for EMBEDDIA/est-roberta." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collision for local models is unrelated to save_pretrained permission propagation from custom model files." + "reason": "Different features: trust_remote_code cache-path collision vs save_pretrained permission propagation." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer task failures, but they concern different tokenizer classes and different exception paths." + "reason": "Both are tokenizer crashes, but on different tokenizers and different triggers; not the same underlying bug." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "Unrelated: BEiT fast image-processor label reduction bug vs Molmo tied-weights attribute error during model loading." + "reason": "Image processor label reduction bug vs missing all_tied_weights_keys attribute on a causal LM model." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early-stopping metric lookup and void segmentation-map processing are separate trainer vs image-processor issues." + "reason": "Early stopping metric resolution issue is unrelated to void segmentation-map processing in an image processor." }, { - "left": "issue:43425", - "right": "issue:46821", + "left": "issue:43316", + "right": "issue:44913", "accept": false, - "reason": "Torch version incompatibility is a dependency issue, while window_size AttributeError is a model-specific API bug." + "reason": "Both are config-related, but they concern different model families and different config fields/serialization behavior." }, { - "left": "issue:43316", - "right": "issue:44913", + "left": "issue:43425", + "right": "issue:46821", "accept": false, - "reason": "Both involve config handling, but the concrete attributes and failure modes differ; not the same bug." + "reason": "Torch version compatibility issue is unrelated to TimesFM window_size attribute access." }, { "left": "issue:45701", "right": "issue:47145", "accept": false, - "reason": "Tokenization changes across versions is unrelated to FP8 weight_scale being ignored on load." + "reason": "Tokenization changes across versions is not the same defect as silent FP8 weight_scale omission during checkpoint load." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Different failures in different models: FineGrainedFP8Config vs Llava Next segfault on load." + "reason": "Different bugs: Qwen3Moe FP8 config failure vs Llava Next segmentation fault on load." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS bus error loading a CLIP model is unrelated to generation with inputs_embeds/past_key_values." + "reason": "MacOS bus error in CLIP loading is unrelated to progressive generation with inputs_embeds/past_key_values." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "General slow-vs-fast tokenizer inconsistency is not the same concrete bug as the T5 add_special_tokens name collision." + "reason": "General slow/fast tokenizer inconsistency is not the same as the T5Tokenizer add_special_tokens naming conflict." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Segmentation-map processing and BarkProcessor voice_preset handling are unrelated processor bugs." + "reason": "Void segmentation-map processing and BarkProcessor voice_preset are unrelated processor bugs." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Offloading/quantization behavior and T5 RMSNorm memory leak are different subsystems and failure modes." + "reason": "Quantized offloading behavior and an apex FusedRMSNorm memory leak are different issues." }, { - "left": "issue:43531", - "right": "issue:45759", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and composite config unwrapping are distinct Qwen config/model issues." + "reason": "Cache-strategy typo and outdated docs about removed pipeline tasks are unrelated documentation issues." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:43531", + "right": "issue:45759", "accept": false, - "reason": "A typo in cache-strategy docs is unrelated to stale pipeline-task documentation for v5." + "reason": "Qwen3-MoE sliding_window handling and text_config unwrapping in composite configs are different config-path bugs." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Both are Qwen3 multimodal, but one fails on video input processing while the other fails on weight_only loading." + "reason": "Both are Qwen3 multimodal-related, but one is video-input processing and the other is a weight_only pretrained-load error." + }, + { + "left": "issue:43257", + "right": "issue:47254", + "accept": false, + "reason": "DeepSpeed loading/weight conversion bug is not the same as a PEFT ZeRO-3 checkpointing error." }, { "left": "issue:43452", "right": "issue:47020", "accept": false, - "reason": "GGUF/from_pretrained handling is unrelated to XLMRobertaTokenizer passing the wrong type into Unigram." + "reason": "gguf_file breaks Auto* from_pretrained entrypoints, while XLMRobertaTokenizer has a specific Unigram vocab type mismatch." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile/SDPA model failure and BigBirdTokenizer special-token registration are entirely different bugs." + "reason": "torch.compile + SDPA failure in Bamba is unrelated to a BigBirdTokenizer special-token registration bug." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Auto device mapping cudaErrorAssert on Qwen3 is unrelated to PEFT adapter local-checkpoint loading in GraniteSpeech." + "reason": "Qwen3 auto device mapping CUDA assert and GraniteSpeech PEFT local-checkpoint loading are different code paths." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer junk in v5 and from_pretrained behavior inside Python classes are not the same underlying defect." - }, - { - "left": "issue:42490", - "right": "issue:43329", - "accept": false, - "reason": "Path-normalization import warning is unrelated to undefined video-token helpers in multimodal token counting." + "reason": "Non-persistent buffer corruption in v5 is not the same as inconsistent from_pretrained behavior inside Python classes." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "CPU-offload device mismatch in Bark-small is not the same as BitNet packed-weight unpacking during accelerate loading." - }, - { - "left": "issue:34567", - "right": "issue:35707", - "accept": false, - "reason": "TrainerState token counting and progressive generation cache behavior are unrelated." - }, - { - "left": "issue:45406", - "right": "issue:45464", - "accept": false, - "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat/completions failure are different API paths and bugs." + "reason": "CPU-offload device mismatch and BitNet packed-weight unpacking during accelerate loading are different model-loading failures." } ] }, @@ -5297,27 +5346,26 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ - "issue:30064", - "issue:36010", + "issue:34567", + "issue:34634", + "issue:35707", "issue:39692", "issue:41720", - "issue:42886", + "issue:42490", + "issue:43329", "issue:43381", "issue:43388", - "issue:43421", - "issue:43493", "issue:43526", "issue:43531", "issue:43540", + "issue:43606", "issue:43644", "issue:43653", "issue:43746", "issue:43844", - "issue:43873", "issue:43881", - "issue:43927", "issue:44062", "issue:44077", "issue:44368", @@ -5325,7 +5373,6 @@ "issue:44589", "issue:44610", "issue:44625", - "issue:44843", "issue:44898", "issue:44918", "issue:44936", @@ -5335,19 +5382,27 @@ "issue:45059", "issue:45072", "issue:45357", + "issue:45406", + "issue:45464", "issue:45479", "issue:45704", "issue:45759", "issue:45859", - "issue:45923", "issue:46050", "issue:46402", "issue:46655", "issue:46665", "issue:46693", + "issue:46821", "issue:46858" ], "soft_pairs": [ + "issue:42490|issue:43329", + "issue:34567|issue:35707", + "issue:43531|issue:46821", + "issue:45406|issue:45464", + "issue:34634|issue:41720", + "issue:43606|issue:43653", "issue:43388|issue:45059", "issue:43531|issue:44589", "issue:45759|issue:45859", @@ -5358,228 +5413,208 @@ "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:44898|issue:45072", + "issue:43381|issue:43844", "issue:39692|issue:44610", - "issue:41720|issue:45704", "issue:44368|issue:45357", + "issue:41720|issue:45704", "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:43531|issue:45923", - "issue:43746|issue:43873", - "issue:45759|issue:45923", - "issue:42886|issue:44843", - "issue:30064|issue:36010", - "issue:43421|issue:43653", - "issue:39692|issue:43493" + "issue:43526|issue:43881" ], - "prepared_review_unit_hash": "b826295562685147079ef6041ab2bb36b2c569ef16f3bdf8504586d54070f8f3", + "prepared_review_unit_hash": "836f5b1147a03423c88aa7a0dd683a6d3c3dba1d7dcc500065845e47e1fdf03d", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36074, - "estimated_input_tokens": 9019, - "estimated_eval_tokens": 18294 + "soft_pair_count": 27, + "serialized_chars": 35443, + "estimated_input_tokens": 8861, + "estimated_eval_tokens": 17978 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of mostly unrelated singleton issues; the soft pairs share at most a broad subsystem or model family, not the same concrete bug/change, so all soft edges should be rejected. No PRs are present.", - "confidence": 0.88, - "canonical_issue_reason": "issue:42886 is the cleanest representative bug report in the set: it is narrowly scoped, reproducible, and has a clear environment trigger. The other issues are largely unrelated across models and subsystems, so there is no strong duplicate canonical among them.", + "summary": "These items are mostly unrelated bug reports across different models, processors, and trainer paths. None of the soft pairs look like the same underlying issue closely enough to merge as duplicates, and there is no single defensible canonical issue for the whole set.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue: the items span many unrelated bugs/models, so a shared duplicate target would be arbitrary.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42886 is the best standalone issue here because it describes a concrete offline/cache regression with a clear failure mode and likely fixable scope.", + "best_issue_reason": "No issue cleanly represents the whole cluster; the set is too heterogeneous to justify one global best issue.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path trailing-slash warning vs multimodal token counting video-branch undefined symbols are unrelated bugs." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counter not updating and progressive generation with inputs_embeds/past_key_values are different code paths." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Both mention window sizing, but Qwen3-MoE sliding_window and TimesFM window_size AttributeError are distinct model-specific failures." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor tokenizer attribute crash and Qwen3.5 streaming chat/completions failure are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping cuda assert do not describe the same bug." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch for Bark-small is unrelated to BigBirdTokenizer special-token registration." + }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Different bugs in different paths: metric label gathering vs SAM3 text/bbox behavior." + "reason": "gather_for_metrics tuple truncation and SAM3 text/box behavior are different trainer vs model issues." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Only share a broad model/runtime context; one is Qwen3-MoE sliding-window handling, the other is a storage-object import/type error." + "reason": "Qwen3-MoE sliding_window and missing Float8 storage are unrelated failures." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Both are Qwen3.5-related, but they affect different code paths: config unwrapping vs CPU-offload rotary embedding support." + "reason": "from_config not unwrapping text_config and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are separate Qwen3.5 problems." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading regressions, but the affected models and likely root causes differ." + "reason": "Both are loading failures, but they affect different models and likely different tokenizer/config breakages." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Unrelated: video-input validation in Qwen3OmniMoe vs static-cache slice arithmetic on non-CUDA backends." + "reason": "Qwen3OmniMoe video-input ValueError and static-cache seq-length tensor arithmetic are unrelated." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Different save/load failures on different multimodal models and different encoders." + "reason": "Incorrect visual encoder keys on save_pretrained and missing Sam3Model text encoder weights on load are different model-loading bugs." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "Separate config issues on unrelated models; no shared underlying bug is evident." + "reason": "patchtsmixer post_init validation and Qwen3.5 num_labels propagation are unrelated configuration issues." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Distinct problems: non-persistent buffer initialization vs inconsistent from_pretrained behavior inside Python classes." + "reason": "Non-persistent buffer junk in Transformers 5.0.0 and from_pretrained behavior inside Python classes are not the same defect." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Different regressions in unrelated loading/image-processing code paths." + "reason": "Loading physical-intelligence/fast regression and PIL backend requiring torchvision are unrelated breaks." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "Both involve tokenizer failures, but one is an AddedToken argument conflict and the other is a model-specific loading error." + "reason": "AddedToken special-argument duplication and ScandiBERT loading failure are different tokenizer/model load issues." }, { - "left": "issue:43381", - "right": "issue:43844", + "left": "issue:44625", + "right": "issue:45479", "accept": false, - "reason": "Checkpointing-in-eval-mode and ZeRO-3 gradient growth are different training bugs." + "reason": "num_labels propagation in Qwen3.5 config and zero-loss classification with num_labels=1 are separate classification problems." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Different domains: Perceiver image resolution handling vs bfloat16 dtype mismatch in inference." + "reason": "Perceiver interpolation failure and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." }, { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:43381", + "right": "issue:43844", "accept": false, - "reason": "Related to classification settings only at a very high level; one is num_labels propagation, the other is degenerate loss semantics." + "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient inflation are different training-runtime bugs." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Both mention processor/model mismatch, but they are separate models and separate defects." + "reason": "SigLIP2 doc example errors and OmDet-Turbo processor size mismatch are distinct documentation/model-processor issues." }, { - "left": "issue:41720", - "right": "issue:45704", + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "Completely different failures: Qwen3 device-mapping crash vs T5 RMSNorm memory leak." + "reason": "Tie-word-embeddings warning during Qwen3.5 LoRA and incorrect visual encoder save keys are unrelated." }, { - "left": "issue:44368", - "right": "issue:45357", + "left": "issue:41720", + "right": "issue:45704", "accept": false, - "reason": "A warning about tie_word_embeddings is unrelated to incorrect visual-encoder key serialization." + "reason": "Qwen3 auto device-mapping cuda assert and T5 apex FusedRMSNorm memory leak are unrelated model/runtime bugs." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Different persistence bugs: local PEFT adapter loading vs quantized save/load corruption." + "reason": "PEFT local-checkpoint loading failure and sinq quantized save/load breakage are different persistence paths." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Checkpointing/eval-mode restriction is unrelated to the T5 memory leak." + "reason": "Gradient checkpointing eval-mode issue and T5 fused RMSNorm memory leak are unrelated." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Different trainer failures: embedding unpacking in SFT vs evaluate-after-train behavior." + "reason": "TRL SFT input-embeddings unpacking and trainer.evaluate() after train() are different trainer failures." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "Different bugs in the video/long-context stack: padding calculation vs performance regression." - }, - { - "left": "issue:43421", - "right": "issue:43927", - "accept": false, - "reason": "Both touch special tokens/config state, but one is backend post-processor syncing and the other is save/load token-ID loss." + "reason": "SmolVLM video padding bug and FA2 long-context performance regression are unrelated." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "Unrelated: Beit label reduction bug vs glm-4v-9b loading failure." - }, - { - "left": "issue:43531", - "right": "issue:45923", - "accept": false, - "reason": "Different Qwen/Nemotron issues with no shared code-path bug." - }, - { - "left": "issue:43746", - "right": "issue:43873", - "accept": false, - "reason": "Adapter checkpoint loading and quantization/offloading behavior are separate problems." - }, - { - "left": "issue:45759", - "right": "issue:45923", - "accept": false, - "reason": "Different model-config bugs: composite Qwen config unwrapping vs missing gradient-checkpointing flag." - }, - { - "left": "issue:42886", - "right": "issue:44843", - "accept": false, - "reason": "Both are offline/tokenizer-related, but they hit different code paths: cache loading vs an unconditional model_info call in a regex patch." - }, - { - "left": "issue:30064", - "right": "issue:36010", - "accept": false, - "reason": "No meaningful overlap: image-processor segmentation handling vs GenerationMixin import failure." - }, - { - "left": "issue:43421", - "right": "issue:43653", - "accept": false, - "reason": "Both mention special-token handling, but one is runtime post-processor updates and the other is BigBird mask-token registration." - }, - { - "left": "issue:39692", - "right": "issue:43493", - "accept": false, - "reason": "Same model family only; documentation example problems are not the same as an HF-vs-JAX implementation discrepancy." + "reason": "BeitImageProcessorFast label reduction bug and glm-4v-9b loading failure are unrelated." } ] }, @@ -5601,22 +5636,23 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ "issue:30064", - "issue:36331", + "issue:36010", "issue:39692", - "issue:41720", + "issue:42886", "issue:43295", "issue:43421", + "issue:43493", "issue:43531", "issue:43540", "issue:43550", "issue:43596", - "issue:43611", "issue:43643", "issue:43653", "issue:43720", + "issue:43746", "issue:43782", "issue:43819", "issue:43873", @@ -5631,21 +5667,19 @@ "issue:44514", "issue:44545", "issue:44625", - "issue:44661", "issue:44671", + "issue:44843", "issue:44857", - "issue:44991", "issue:45081", "issue:45356", "issue:45381", "issue:45507", "issue:45834", "issue:45907", - "issue:45987", + "issue:45923", "issue:46032", "issue:46294", "issue:46463", - "issue:46665", "issue:46693", "issue:46829", "issue:46832", @@ -5653,10 +5687,17 @@ "issue:47050" ], "soft_pairs": [ + "issue:43421|issue:43927", + "issue:43746|issue:43873", + "issue:42886|issue:44843", + "issue:43531|issue:45923", + "issue:30064|issue:36010", + "issue:43421|issue:43653", + "issue:39692|issue:43493", "issue:44514|issue:44545", "issue:43994|issue:44671", - "issue:44464|issue:47050", "issue:46032|issue:46463", + "issue:44464|issue:47050", "issue:43782|issue:45381", "issue:45081|issue:45356", "issue:44857|issue:47050", @@ -5671,236 +5712,236 @@ "issue:43653|issue:43720", "issue:43550|issue:44361", "issue:43596|issue:44220", - "issue:46829|issue:46832", - "issue:43531|issue:43643", "issue:44062|issue:44488", + "issue:43531|issue:43643", + "issue:46829|issue:46832", "issue:44625|issue:47050", "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:45381|issue:46693" ], - "prepared_review_unit_hash": "f0c2ce361cb60d3509b4abcf6ad07c014972f7519dd3a15bf15c2db32f91e296", + "prepared_review_unit_hash": "e8161e19290856834de9aaacea1e48b06a869b33b3f9e5eb98ad1f9b3ecf1559", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36938, - "estimated_input_tokens": 9235, - "estimated_eval_tokens": 18726 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36749, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous across unrelated models and bugs. The only plausible duplicate is the Qwen2_5_VLProcessor.apply_chat_template batched-input padding=False crash between 44514 and 44545, but the evidence is still soft-similarity only, so it should be treated as a likely duplicate candidate rather than an exact duplicate.", + "summary": "Mostly unrelated model/tokenizer regressions are mixed together here. The only clear duplicate is the Qwen2_5_VLProcessor batched apply_chat_template crash with padding=False; the rest are too broad or hit different code paths.", "confidence": 0.84, - "canonical_issue_reason": "issue:44545 is the best canonical anchor for the likely duplicate pair with issue:44514: they describe the same Qwen2_5_VLProcessor.apply_chat_template batched-input crash when padding=False, though the match is based on soft similarity rather than deterministic duplicate evidence.", + "canonical_issue_reason": "issue:44514 is the clearest and earliest report of the exact Qwen2_5_VLProcessor.apply_chat_template batched-input crash with padding=False, making it the best issue anchor for the one true duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44545 is the best issue to anchor the cluster because it appears to be the closest duplicate target for the only plausible duplicate edge, with the clearest canonical wording for the shared Qwen2_5_VLProcessor.apply_chat_template padding=False crash.", + "best_issue_reason": "issue:44514 best represents the actionable duplicate because it states the concrete failing method and reproduction condition, while the other items are largely unrelated regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both are tokenizer-related, but one is about runtime post-processor updates and the other is about missing custom token IDs after save/load; different bugs." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters and quantization/offloading behavior are distinct failure modes." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both involve offline mode, but one is generic cache loading and the other is a specific Mistral regex/model_info path; not enough to call them the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45923", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE and missing gradient-checkpointing metadata in Nemotron are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image segmentation processing and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both mention special tokens, but one is about backend post-processing updates and the other is a BigBirdTokenizer decode issue." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but one is a documentation example mismatch and the other is an implementation discrepancy versus JAX." + }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Likely same underlying bug: both report Qwen2_5_VLProcessor.apply_chat_template crashing on batched input with padding=False. This is a strong duplicate candidate, but only soft-similarity evidence is available." + "reason": "Same exact Qwen2_5_VLProcessor.apply_chat_template batched-input crash with padding=False; titles differ only in formatting." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Both mention bad model outputs, but they involve different models and different failure modes; no concrete shared bug is indicated." + "reason": "SigLIP2 masked-LM/pipeline behavior and CamemBERT masked-LM predictions are different models and bugs." }, { - "left": "issue:44464", - "right": "issue:47050", + "left": "issue:46032", + "right": "issue:46463", "accept": false, - "reason": "Different code paths and symptoms: compiled chunked generation inconsistency vs fp16 ONNX attention dtype mismatch." + "reason": "A silent use_cache correctness bug in Mamba2Mixer is unrelated to T5 decoder-input validation error messaging." }, { - "left": "issue:46032", - "right": "issue:46463", + "left": "issue:44464", + "right": "issue:47050", "accept": false, - "reason": "Unrelated problems: Mamba2Mixer cache/use_cache correctness vs T5 decoder-input error messaging." + "reason": "Compiled chunked generation inconsistency and fp16 ONNX attention dtype mismatch are different code paths and symptoms." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen VL issues, but they concern different models and different concrete bugs." + "reason": "Qwen3VL weight_only loading and Qwen2.5-VL video position IDs are distinct issues." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both mention fix_mistral_regex, but one is a tokenizer load AttributeError and the other is a Kimi-K2.5 regression with codec/warning behavior." + "reason": "Both mention fix_mistral_regex, but one is a crash in the tokenizer patch and the other is a codec/regression report; not clearly the same bug." }, { "left": "issue:44857", "right": "issue:47050", "accept": false, - "reason": "Both involve fp16-related failures, but in different models and different execution paths; not the same bug." + "reason": "CUDA AMP loss behavior in RT-DETR and ONNX export dtype mismatch in Canine are unrelated." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Different tokenizer features and failures: runtime special-token post-processing vs LayoutLMv2 NER/padding crashes." + "reason": "Runtime special-token/post-processor behavior and LayoutLMv2Tokenizer NER/padding crashes are different failures." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regression with fix_mistral_regex is unrelated to list_repo_files missing revision forwarding." + "reason": "Kimi tokenizer regression and a hub API revision-forwarding bug are unrelated." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "Docs/example errors are not the same as offloading/quantization behavior problems." + "reason": "SigLIP2 doc/model mismatch and offloading with quantization are unrelated." }, { "left": "issue:45507", "right": "issue:46858", "accept": false, - "reason": "Different runtime issues: invalid method call in GraniteMoEHybrid vs static-cache seq-length tensor arithmetic on non-CUDA backends." + "reason": "Invalid method call in GraniteMoEHybrid and cache seq-length tensor arithmetic in prefill are different bugs." }, { "left": "issue:39692", "right": "issue:47050", "accept": false, - "reason": "SigLIP2 docs/model mismatch is unrelated to Canine ONNX fp16 attention dtype mismatch." + "reason": "SigLIP2 documentation/implementation issues do not match an ONNX attention dtype mismatch." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Different model internals and failures: packed-weight loading vs DAC.from_latents/STE mismatch." + "reason": "Packed-weight loading in BitNet and DAC latent reconstruction mismatch are unrelated." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Both are regressions in model/processor behavior, but they affect different models and different failure points." + "reason": "Processor/tokenizer regression with images is unrelated to Kosmos2.5 OCR index errors." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Bamba SDPA/torch.compile failure is unrelated to DiaConfig token-ID loss after save/load." + "reason": "torch.compile/SDPA behavior in Bamba and custom token IDs in DiaConfig are unrelated." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Tokenizer special-token registration bug is unrelated to BitNet packed-weight loading." + "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight loading are unrelated." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Different subsystems and symptoms: SDPA/compile model failure vs tokenizer AttributeError." + "reason": "Bamba compile/SDPA failure and MLukeTokenizer attribute error are different issues." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Deepspeed/BertModel zero3 init issue is unrelated to audio feature extraction." + "reason": "DeepSpeed ZeRO-3/BertModel indexing and fbank feature extraction are unrelated." }, { - "left": "issue:46829", - "right": "issue:46832", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "Different output/forward-shape bugs in different models; no shared code path is shown." + "reason": "AddedToken keyword collision and inability to load a specific tokenizer are different bugs." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to trust_remote_code AutoConfig field loss." + "reason": "Sliding-window behavior in Qwen3-MoE and AutoConfig trust_remote_code missing fields are unrelated." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:46829", + "right": "issue:46832", "accept": false, - "reason": "AddedToken keyword collision and tokenizer loading failure for a specific model are not the same bug." + "reason": "VideoPrism output field mixup and RT-DETR feature-level mismatch are unrelated." }, { "left": "issue:44625", "right": "issue:47050", "accept": false, - "reason": "Configuration propagation for Qwen3.5 is unrelated to Canine ONNX attention dtype mismatch." + "reason": "Config propagation in Qwen3.5 and fp16 ONNX attention dtype mismatch are unrelated." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both involve video input in Qwen-family models, but the concrete failures differ and the code paths are not shown to be the same." + "reason": "Qwen3OmniMoe video input error and Qwen3.5-9B chat-template video-token mismatch are different bugs." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Qwen2.5-VL video position IDs and FA2 long-context performance regression are different bugs." - }, - { - "left": "issue:43611", - "right": "issue:46665", - "accept": false, - "reason": "base_model_prefix loading breakage and from_pretrained-in-class inconsistency are not the same concrete failure." - }, - { - "left": "issue:45987", - "right": "issue:46829", - "accept": false, - "reason": "StaticCache sequence-length return type is unrelated to VideoPrism hidden_states/output mapping." - }, - { - "left": "issue:41720", - "right": "issue:44991", - "accept": false, - "reason": "CUDA assert on auto device mapping is unrelated to tokenizer loading for EMBEDDIA/est-roberta." - }, - { - "left": "issue:30064", - "right": "issue:36331", - "accept": false, - "reason": "Image segmentation-map processing and CustomTrainer.compute_loss signature mismatch are unrelated." - }, - { - "left": "issue:44220", - "right": "issue:44661", - "accept": false, - "reason": "Audio feature extraction issue is unrelated to add-new-model-like / tokenizer mapping handling." - }, - { - "left": "issue:43653", - "right": "issue:43819", - "accept": false, - "reason": "BigBirdTokenizer special-token registration and DAC latent reconstruction are unrelated bugs." + "reason": "Qwen2.5-VL video position IDs and FA2 long-context performance regression are unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The overall cluster read is reasonable, but the writeup overstates the evidence for the one accepted pair. In the packet, 44514\u219444545 is only a soft-similarity match (deterministic_accept=false); calling it an \"exact duplicate\" and the \"only clear duplicate edge\" is stronger than the packet supports. Please downgrade that to a cautious \"best duplicate candidate\" / \"likely duplicate\" framing." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The accepted pair, issue:44514 and issue:44545, is clearly a duplicate based on the identical title and later creation date. The other soft-edge rejections do not overstate evidence and appropriately avoid merging distinct failure modes." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -5916,44 +5957,42 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ + "issue:30064", "issue:34634", "issue:36010", + "issue:36331", "issue:39692", + "issue:41720", "issue:43322", "issue:43335", - "issue:43421", "issue:43540", "issue:43550", - "issue:43577", - "issue:43606", + "issue:43611", "issue:43618", "issue:43643", "issue:43644", + "issue:43653", "issue:43697", "issue:43749", "issue:43756", - "issue:43818", "issue:43819", "issue:44008", "issue:44186", + "issue:44220", "issue:44442", "issue:44448", - "issue:44479", "issue:44488", "issue:44561", + "issue:44661", "issue:44671", - "issue:44805", - "issue:44811", "issue:44821", "issue:44843", "issue:44877", "issue:44898", - "issue:44936", "issue:44991", "issue:45020", - "issue:45072", "issue:45081", "issue:45084", "issue:45183", @@ -5963,22 +6002,30 @@ "issue:45834", "issue:45987", "issue:46291", + "issue:46665", + "issue:46829", "issue:46858", "issue:46932", "issue:47020" ], "soft_pairs": [ + "issue:43611|issue:46665", + "issue:41720|issue:44991", + "issue:45987|issue:46829", + "issue:44220|issue:44661", + "issue:30064|issue:36331", + "issue:43653|issue:43819", "issue:44186|issue:44898", "issue:44488|issue:47020", - "issue:43550|issue:43819", "issue:43335|issue:43756", + "issue:43550|issue:43819", "issue:43618|issue:43697", "issue:43643|issue:44877", "issue:45987|issue:46932", "issue:34634|issue:36010", "issue:44821|issue:45084", - "issue:44008|issue:46858", "issue:44843|issue:45081", + "issue:44008|issue:46858", "issue:39692|issue:45834", "issue:44186|issue:44442", "issue:44448|issue:44671", @@ -5989,210 +6036,204 @@ "issue:44991|issue:46291", "issue:44561|issue:45020", "issue:43644|issue:43749", - "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" + "issue:43322|issue:45685" ], - "prepared_review_unit_hash": "a48e6a7213a2679f70f6ab7d4f90f55a37e516c97e874f083dd8650af8d97ae0", + "prepared_review_unit_hash": "94dbffa17b6cb30a01456ae7b80e2dc11748ace07458586cf9a7711d971c5583", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36428, - "estimated_input_tokens": 9107, - "estimated_eval_tokens": 18470 + "serialized_chars": 36265, + "estimated_input_tokens": 9067, + "estimated_eval_tokens": 18390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a loose collection of unrelated bug reports; the soft pairs share broad keywords or subsystems but not the same concrete failure. I would not merge any of the candidate pairs as duplicates.", + "summary": "This cluster is highly heterogeneous: the items share broad Transformers themes but not the same concrete bug or change. I rejected every soft pair because the titles point to different code paths, models, or failure modes. If a single representative issue is needed, #45020 is the broadest loading/remote_code regression.", "confidence": 0.9, - "canonical_issue_reason": "There is no true canonical issue here because the items span many unrelated models and code paths. If a representative is needed, issue:45020 is the broadest/highest-impact report, but it is not a duplicate anchor for the rest.", + "canonical_issue_reason": "#45020 is the broadest, most general issue in the set (recent transformers versions breaking remote_code models), so it is the best weak canonical representative among otherwise unrelated issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the strongest representative by scope and impact: it describes a broad regression affecting multiple remote_code models across recent Transformers versions.", + "best_issue_reason": "#45020 is the best global issue candidate because it is broad, clearly described, and closest to a recurring cross-model regression theme; the rest are mostly narrower or unrelated failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44186", - "right": "issue:44898", + "left": "issue:43611", + "right": "issue:46665", "accept": false, - "reason": "Different model families and failure modes; both are tokenizer/model-input bugs, but not the same underlying issue." + "reason": "Both involve model loading, but they describe different failures: base_model_prefix handling vs inconsistent from_pretrained behavior inside Python classes." }, { - "left": "issue:44488", - "right": "issue:47020", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading failures, but they point to different code paths and symptoms; not enough evidence they are the same bug." + "reason": "Unrelated failures: Qwen3 auto device mapping on CUDA vs tokenizer loading for a specific RoBERTa model." }, { - "left": "issue:43550", - "right": "issue:43819", + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "Different bugs in different subsystems: cache sequence length contract vs VideoPrism output field misassignment." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction error vs tokenizer mapping-name failure; no shared concrete code path." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "ImageProcessor segmentation map handling and CustomTrainer loss-signature compatibility are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and DAC STE mismatch are distinct bugs in different components." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer padding/NER crash and Perceiver image-size interpolation failure are unrelated model-specific issues." + }, + { + "left": "issue:44488", + "right": "issue:47020", "accept": false, - "reason": "Completely different subsystems: SDPA/torch.compile vs DAC latent conversion." + "reason": "Both are tokenizer load failures, but the affected model classes and root causes differ." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Unrelated model/config bugs: sparse layer creation vs RoPE-layer dropping." + "reason": "Sparse-layer construction in SwitchTransformers and RoPE-layer dropping in Smollm3 are unrelated model-configuration bugs." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "torch.compile with SDPA on Bamba and DAC latent reconstruction mismatch are separate code paths and failures." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "Both are v5 regressions, but one is missing attentions assignment and the other is output drift in RTDetrV2; different code paths." + "reason": "Both are v5 output regressions, but they affect different models and output fields; not the same bug." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both involve config loading, but one is trust_remote_code field loss and the other is strict granite_speech config validation; not the same bug." + "reason": "Both concern config loading, but one is missing fields with trust_remote_code and the other is strict granite_speech config rejection." }, { "left": "issue:45987", "right": "issue:46932", "accept": false, - "reason": "StaticCache sequence-length contract bug vs Gemma4 quantized embedder dtype casting; unrelated." + "reason": "Shared cache/shape language is superficial; Gemma4 quantized embedder dtype casting is unrelated to get_seq_length return type." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice preset handling and GenerationMixin import failure are unrelated." + "reason": "Bark voice_preset and GenerationMixin import failure are different API breakages." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading and template-node compilation are different problems." + "reason": "AutoImageProcessor URL loading and template-node compilation errors have no overlapping code path." }, { - "left": "issue:44008", - "right": "issue:46858", + "left": "issue:44843", + "right": "issue:45081", "accept": false, - "reason": "Different failure modes in different areas: Gemma3n variable collision vs cache length returning a device tensor." + "reason": "Same helper function area, but different concrete failures: offline model_info call vs missing backend_tokenizer attribute." }, { - "left": "issue:44843", - "right": "issue:45081", + "left": "issue:44008", + "right": "issue:46858", "accept": false, - "reason": "Both touch _patch_mistral_regex, but one is an offline model_info call and the other is an AttributeError on a tokenizer object; not clearly the same underlying fix." + "reason": "Gemma3n variable collision and static-cache sequence-length tensor type are unrelated bugs." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "SigLIP2 doc-example issues and Kosmos2.5 OCR long-input indexing are unrelated." + "reason": "SigLIP2 doc example problems and Kosmos2.5 OCR long-input index error are unrelated." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2 NER/padding crashes vs AutoTokenizer failing for FastSpeech2ConformerTokenizer are separate tokenizer issues." + "reason": "LayoutLMv2 tokenizer padding/NER crash and FastSpeech2Conformer tokenizer loading failure are distinct." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are v4-v5 output differences, but they affect different models and likely different regressions." + "reason": "Different regression reports on different models; same version range alone is not enough to merge them." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe is unrelated to Gemma3n audio mask variable collision." + "reason": "Qwen3OmniMoe video-input processing and Gemma3n audio-mask name collision are unrelated." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription generation and Kosmos2.5 long OCR indexing are unrelated." + "reason": "Whisper empty-transcription generation and Kosmos2.5 OCR indexing are separate input-edge-case bugs." }, { "left": "issue:44991", "right": "issue:47020", "accept": false, - "reason": "The est-roberta load failure may be tokenizer-related, but the issue statements do not establish the same concrete bug as the XLMRobertaTokenizer constructor problem." + "reason": "Both are tokenizer-load regressions, but they hit different tokenizers and likely different loader assumptions." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input validation error messaging and single-label zero-loss classification are different issues." + "reason": "Input validation XOR logic and single-label zero-loss classification are different model-training issues." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading for a model and pipeline import failing due to kernels version requirements are unrelated." + "reason": "Tokenizer loading for a specific model and kernels package-version requirements for pipelines are unrelated." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Both mention remote_code/trust_remote_code breakage, but one is specifically is_torch_fx_available removal while the other is a broader regression report; not clearly the same bug." + "reason": "Both mention remote_code breakage, but one is specifically the removed is_torch_fx_available path while the other is a broader recent-version regression." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer initialization and FSDP CPU RAM efficient loading are different loading/runtime issues." - }, - { - "left": "issue:43606", - "right": "issue:45072", - "accept": false, - "reason": "CPU offload device mismatch for Bark and bfloat16 dtype mismatches for SwitchTransformers/TimmWrapperModel are unrelated." + "reason": "Non-persistent buffer initialization junk and FSDP CPU RAM efficient loading are unrelated v5 regressions." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Llava Next segmentation fault and MPS histogram error in moe code are unrelated." - }, - { - "left": "issue:43421", - "right": "issue:44811", - "accept": false, - "reason": "Runtime special-token post-processor updates and Whisper skip_special_tokens handling are different tokenization behaviors." - }, - { - "left": "issue:43577", - "right": "issue:43818", - "accept": false, - "reason": "Blip2 dtype-loading bug and Video-LLaVA temporal-attention/weight-sharing bug are unrelated." - }, - { - "left": "issue:43550", - "right": "issue:45072", - "accept": false, - "reason": "torch.compile+SDPA failure in Bamba-9B-v2 and dtype mismatch in bfloat16 inference are different concrete problems." - }, - { - "left": "issue:44479", - "right": "issue:45834", - "accept": false, - "reason": "Qwen video-input regression and Kosmos2.5 OCR long-input indexing are unrelated." - }, - { - "left": "issue:44805", - "right": "issue:44936", - "accept": false, - "reason": "Mask-shape IndexError and trainer.evaluate-after-train failure are different problems." + "reason": "Llava Next loading segfault and MPS histogram-on-int error are different backend/model bugs." } ] }, @@ -6214,7 +6255,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ "issue:28218", "issue:29159", @@ -6223,35 +6264,37 @@ "issue:42175", "issue:43262", "issue:43388", + "issue:43421", "issue:43540", + "issue:43550", "issue:43577", "issue:43582", + "issue:43606", "issue:43645", - "issue:43653", "issue:43716", "issue:43720", "issue:43749", "issue:43782", - "issue:43819", + "issue:43818", "issue:43825", "issue:43827", "issue:43931", "issue:43994", "issue:44008", "issue:44291", - "issue:44589", + "issue:44479", "issue:44610", "issue:44671", - "issue:44857", - "issue:44912", + "issue:44805", + "issue:44811", + "issue:44936", "issue:44977", "issue:45003", - "issue:45042", "issue:45072", "issue:45081", - "issue:45325", "issue:45381", "issue:45701", + "issue:45834", "issue:46032", "issue:46175", "issue:46285", @@ -6259,18 +6302,22 @@ "issue:46463", "issue:46512", "issue:46665", - "issue:46697", - "issue:46728", "issue:46846", "issue:46932", "issue:47217" ], "soft_pairs": [ + "issue:43606|issue:45072", + "issue:43421|issue:44811", + "issue:43577|issue:43818", + "issue:44479|issue:45834", + "issue:43550|issue:45072", "issue:43782|issue:44977", - "issue:43582|issue:46512", + "issue:44805|issue:44936", "issue:43825|issue:43994", "issue:46294|issue:46463", "issue:43388|issue:46032", + "issue:43582|issue:46512", "issue:43931|issue:46846", "issue:28218|issue:29159", "issue:43716|issue:44008", @@ -6286,214 +6333,205 @@ "issue:43577|issue:43582", "issue:45003|issue:46285", "issue:43262|issue:47217", - "issue:46175|issue:46932", - "issue:43653|issue:44912", - "issue:43262|issue:43819", - "issue:46697|issue:46728", - "issue:44589|issue:45042", - "issue:43582|issue:44857", - "issue:43782|issue:45325" + "issue:46175|issue:46932" ], - "prepared_review_unit_hash": "7542f5a988acebf54545c2dc68d2b12af5546cd59895cdf4cb7d2cbf75703b0c", + "prepared_review_unit_hash": "93132a180a0abb4a4ad0084bd07072c41f8f663c325cc9e2ed6e4686acfdee05", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36291, - "estimated_input_tokens": 9073, - "estimated_eval_tokens": 18402 + "serialized_chars": 36288, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue set with one clear duplicate pair in the tokenizer area. I accepted only the 28218/29159 pair; all other soft pairs look related at a broad subsystem level but not the same underlying bug/change.", - "confidence": 0.84, - "canonical_issue_reason": "issue:28218 is the best canonical for the accepted duplicate pair: it states the concrete added-token spacing regression clearly and is open, making it a good tracker for the shared tokenizer bug.", + "summary": "This cluster is a loose semantic grouping of unrelated issues; none of the soft-similarity pairs describe the same underlying bug or fix, so all soft edges are rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue: the items span many unrelated bugs across tokenization, multimodal processors, training, loading, and dtype handling.", "canonical_pr_reason": null, - "best_issue_reason": "issue:28218 is the strongest issue to keep: specific symptom, clear bug description, and it matches the accepted duplicate counterpart in 29159.", + "best_issue_reason": "No strong global representative; issue 45072 is the most connected node, but it is still not a duplicate hub for the rest of the set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: CPU offload device mismatch vs bfloat16 dtype mismatch in a separate model path." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime post-processor update bug vs Whisper batch_decode option handling; different code paths and symptoms." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype initialization issue vs Video-LLaVA missing temporal attention; unrelated defects." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Separate multimodal regressions affecting different models and inputs; no shared underlying bug." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to generic inference dtype mismatch." + }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Both are model-specific inference/loading problems, but they affect different Qwen variants and different code paths (weight_only load vs flash-attn generation)." + "reason": "Qwen3VL weight-only loading error vs flash-attention generation bug; not the same change or fix." }, { - "left": "issue:43582", - "right": "issue:46512", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "Different failures: Apple Silicon allocator warmup TypeError vs stale config dtype after from_config; not the same bug." + "reason": "Mask shape IndexError during tensor indexing vs trainer evaluate-after-train failure; distinct problems." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "One is a pipeline v5 error-message issue; the other is a SigLIP2 model/output bug. Same broad area, different defects." + "reason": "Bad pipeline v5 error messaging vs SigLIP2 bad outputs; related to pipeline usage, but not the same defect." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Different models and different validation paths; one is video apply_chat_template mismatch, the other is T5 decoder input validation messaging." + "reason": "Video chat-template token/feature mismatch vs T5 decoder-input validation message; unrelated model families." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Unrelated training/runtime bugs: gather_for_metrics tuple-label handling vs Mamba2 use_cache correctness." + "reason": "gather_for_metrics last-batch label handling vs Mamba2 use_cache correctness; different subsystems." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError vs stale config.dtype after from_config; unrelated initialization bugs." }, { "left": "issue:43931", "right": "issue:46846", "accept": false, - "reason": "Both are Qwen-related, but one is a weight-shape load error and the other is a tensor-parallel plan omission causing OOM/shape errors." + "reason": "Qwen3-VL weight shape mismatch vs missing TP plan entries; both Qwen-related but different concrete failures." }, { "left": "issue:28218", "right": "issue:29159", - "accept": true, - "reason": "Same tokenizer regression: added-token spacing/slow-vs-fast inconsistency describe the same underlying tokenization bug." + "accept": false, + "reason": "Specific added-token spacing bug vs broad slow/fast tokenizer inconsistency; too general to merge." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Different multimodal dtype/casting bugs in different model families; no shared code path evident." + "reason": "Image preprocessor/model dtype mismatch vs Gemma3n variable-name collision in forward; different code paths." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both involve video inputs, but the affected models and failures differ; not mergeable as one concrete bug." + "reason": "Different video-input regressions in different Qwen models with different failure modes." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Distinct problems in different components: processor input-size mismatch vs dtype mismatches in inference." + "reason": "Processor output resolution mismatch vs dtype mismatch; unrelated bugs." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both involve loading flows, but one is FSDP CPU RAM efficient loading and the other is init_empty_weights argument handling." + "reason": "FSDP RAM-efficient loading breakage vs unexpected _is_hf_initialized arg in init_empty_weights; separate loading issues." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Different bugs: BitNet packed-weight unpacking during accelerate loading vs dtype mismatch in other models." + "reason": "Packed-weights unpacking bug during accelerate loading vs inference dtype mismatch; not the same path." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Both mention custom/from_pretrained behavior, but one is notebook custom model initialization in v5 and the other is class-context inconsistency; too broad to merge." + "reason": "Jupyter custom-model initialization regression vs from_pretrained inside classes inconsistency; distinct behaviors." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "Completely different areas: BarkProcessor voice_preset vs CustomTrainer compute_loss signature." + "reason": "BarkProcessor voice_preset bug vs CustomTrainer.compute_loss signature change; unrelated." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Related to the v5 pipeline removal, but one is an error message problem and the other is documentation drift; not the same bug." + "reason": "One is an incorrect warning/error message, the other is docs still referencing removed pipeline APIs; related topic but not same bug." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "A CamemBERT masked-LM regression is not the same as a generic tokenization-version change report." + "reason": "CamemBERT MLM regression is model-specific; generic tokenization change is too broad to be the same issue." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Different subsystems: backend dependency packaging vs tokenizer regex patching crash." + "reason": "Package/backend install issue vs Mistral regex patch crash; no shared underlying defect." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Different bug classes: Blip2 dtype not propagating vs Apple Silicon allocator TypeError." + "reason": "Blip2 dtype bug and Apple Silicon allocator TypeError are unrelated." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Unrelated: unsafe sys.modules access in modeling_utils vs CLIP text-model structural inconsistency." + "reason": "Unsafe sys.modules access in modeling_utils vs CLIP text model structure inconsistency; different bugs." }, { "left": "issue:43262", "right": "issue:47217", "accept": false, - "reason": "Different multimodal template bugs: audio sampling-rate defaulting vs image placeholder handling in user text." + "reason": "Audio sampling-rate default bug vs VL image-placeholder handling failure; different modalities and code paths." }, { "left": "issue:46175", "right": "issue:46932", "accept": false, - "reason": "Same family but different defects: one is a huge one-hot materialization issue, the other is dtype casting for quantized embedders." - }, - { - "left": "issue:43653", - "right": "issue:44912", - "accept": false, - "reason": "Tokenizer special-token registration bug vs MXFP4 quantization fallback; unrelated." - }, - { - "left": "issue:43262", - "right": "issue:43819", - "accept": false, - "reason": "Audio chat-template sampling-rate bug and DAC latents/STE mismatch are unrelated." - }, - { - "left": "issue:46697", - "right": "issue:46728", - "accept": false, - "reason": "Both are image-size/padding related, but they are different model preprocessors with different off-by-one style bugs." - }, - { - "left": "issue:44589", - "right": "issue:45042", - "accept": false, - "reason": "Different failures: float8 storage lookup vs PIL backend dependency requirement." - }, - { - "left": "issue:43582", - "right": "issue:44857", - "accept": false, - "reason": "Unrelated runtime errors: allocator warmup TypeError vs AMP crash in a specific image loss." - }, - { - "left": "issue:43782", - "right": "issue:45325", - "accept": false, - "reason": "Both are Qwen VL issues, but one is load-time weight_only failure and the other is temporal position-id scaling; different code paths." + "reason": "Massive one-hot position embedding memory issue vs quantized embedder dtype casting fix; unrelated changes." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is mostly grounded in the packet: 28218/29159 is the only clearly close tokenizer pair, and the other pair rejections are generally conservative and framed as different bugs rather than overclaiming sameness. No PR-pair mergeability issue applies here." - }, - "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 }, @@ -6508,12 +6546,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ "issue:36010", "issue:36331", - "issue:38175", - "issue:39692", "issue:42175", "issue:42490", "issue:43257", @@ -6523,23 +6559,24 @@ "issue:43526", "issue:43531", "issue:43550", + "issue:43582", "issue:43638", - "issue:43643", "issue:43645", - "issue:43696", + "issue:43653", "issue:43697", "issue:43742", "issue:43746", + "issue:43782", "issue:43819", "issue:43854", "issue:43906", "issue:43927", "issue:44060", "issue:44368", - "issue:44479", "issue:44554", - "issue:44610", + "issue:44589", "issue:44811", + "issue:44857", "issue:44912", "issue:44936", "issue:44977", @@ -6548,19 +6585,25 @@ "issue:45042", "issue:45081", "issue:45084", + "issue:45325", "issue:45372", "issue:45406", "issue:45538", "issue:45600", - "issue:45759", - "issue:45859", "issue:46209", "issue:46291", "issue:46326", - "issue:47050" + "issue:46697", + "issue:46728" ], "soft_pairs": [ + "issue:43262|issue:43819", + "issue:43653|issue:44912", + "issue:46697|issue:46728", + "issue:43782|issue:45325", + "issue:44589|issue:45042", "issue:43742|issue:45020", + "issue:43582|issue:44857", "issue:45372|issue:46326", "issue:43550|issue:44912", "issue:36010|issue:43645", @@ -6568,223 +6611,210 @@ "issue:43257|issue:43329", "issue:43531|issue:45042", "issue:43526|issue:43697", - "issue:43638|issue:44936", "issue:43452|issue:44991", "issue:43906|issue:46209", + "issue:43638|issue:44936", "issue:42175|issue:46291", "issue:43819|issue:43927", "issue:45081|issue:45406", "issue:44060|issue:44368", - "issue:42490|issue:43257", "issue:43329|issue:45600", "issue:45084|issue:45538", "issue:43526|issue:44554", + "issue:42490|issue:43257", "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" + "issue:43854|issue:44977" ], - "prepared_review_unit_hash": "8a4abe08062055bd32df37471ad92b92a8a2038c3ad7ba07134ebd5636e049e0", + "prepared_review_unit_hash": "d34c5d3ba4e78a30cf1273e80c6f6a0e860529b392b8b50881edefbad7ea2a78", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36569, - "estimated_input_tokens": 9143, - "estimated_eval_tokens": 18542 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35635, + "estimated_input_tokens": 8909, + "estimated_eval_tokens": 18074 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a heterogeneous set of transformers issues, not a tight duplicate cluster. The soft edges mostly connect superficially similar loading/model/runtime bugs, but they involve different code paths, models, or failure modes, so none should be merged as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 45020 is the broadest representative here: it describes a general recent-version loading regression affecting remote_code models.", + "summary": "This cluster is highly heterogeneous: most items are unrelated Transformers bugs across tokenization, loading, multimodal processors, training, and hardware-specific failures. None of the soft-edge pairs look like the same underlying bug/change, so all are rejected.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45020 is the broadest, most general regression report in the set, but the cluster is too mixed for a true duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the best single representative for the set, but only as a broad umbrella\u2014not a true duplicate target.", + "best_issue_reason": "issue:45020 is the best representative only because it covers a wide, cross-cutting loading regression pattern; it is not an exact umbrella for the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Different subsystems and failure modes: audio chat-template sampling-rate default vs DAC latent reconstruction/STE mismatch." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration bug vs quantization fallback issue; no shared code-path." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both involve image sizing, but one is Swin2SR over-padding and the other is Aria patch counting; distinct bugs." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different models and mechanics: Qwen3VL weight_only load error vs Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated failures: missing Float8 storage type vs PIL backend dependency handling." + }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "Both are loading regressions, but one is a model-specific KeyError for MobileLLM-125M and the other is a broad remote_code breakage; not the same bug." + "reason": "Both are loading-related, but one is a specific model key error and the other is a broader remote_code regression." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError and CUDA AMP loss crash are separate platform-specific issues." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Different components and failures: Gemma 4 processor loading vs mistral_common continue_final_message behavior." + "reason": "Both mention mistral_common, but one is an import incompatibility and the other is tokenizer continue_final_message behavior." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Different models and code paths: Bamba torch.compile+SDPA vs git-oss MXFP4 load/fallback behavior." + "reason": "torch.compile SDPA failure on Bamba vs MXFP4 quantization fallback on git-oss-20b are unrelated." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "GenerationMixin import error and Jupyter custom-model initialization breakage are unrelated failures." + "reason": "Import path break for GenerationMixin is not the same as Jupyter custom-model initialization regression." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Importing GenerationMixin and CustomTrainer.compute_loss signature changes are separate API breakages." + "reason": "ImportError for GenerationMixin and custom trainer compute_loss signature change are unrelated." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Accelerate/deepspeed weight-conversion failure is unrelated to the multimodal token-count video branch bug." + "reason": "Different areas: Qwen3 MOE weight conversion with deepspeed vs multimodal token counting video-branch bug." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and PIL backend torchvision dependency are different subsystems." + "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision dependency are unrelated." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output drift are different image-processing/model issues." - }, - { - "left": "issue:43638", - "right": "issue:44936", - "accept": false, - "reason": "Zero3/Bert index error during training is not the same as trainer.evaluate() failing after train()." + "reason": "BeitImageProcessorFast label reduction bug and RTDetrV2 output mismatch are different model/processor issues." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both involve loading, but gguf_file handling and a tokenizer regression for EMBEDDIA/est-roberta are distinct problems." + "reason": "Both affect loading, but one is gguf_file handling and the other is tokenizer loading for a specific checkpoint." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "An isolated reproduction of an older issue is unrelated to an FP8 inference failure on B200." + "reason": "An isolated reproduction of an older issue and an FP8 inference failure on B200 do not match." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3/non-pretrained Bert index error and post-train evaluate failure are distinct trainer/runtime bugs." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Missing TensorFlow in a torch extra and kernels v0.15 import requirements are unrelated dependency issues." + "reason": "Packaging/backend dependency issue vs kernels version/revision requirement on pipelines import are not the same bug." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC from_latents/STE mismatch and DiaConfig save-load token ID loss are different model-specific bugs." + "reason": "DAC latent forward mismatch and DiaConfig token-ID persistence are unrelated." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Both are attribute errors in tokenizer/processor code, but they hit different objects and code paths." + "reason": "Both are tokenizer/processor loading problems, but they hit different models and different failure points." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "These both mention tied-weights warnings, but one is a Qwen3-Next mis-tie bug and the other is a Qwen3.5 finetuning warning; not the same concrete defect." - }, - { - "left": "issue:42490", - "right": "issue:43257", - "accept": false, - "reason": "Trailing-slash local path warning and Qwen3 MoE weight conversion under accelerate/deepspeed are unrelated loading issues." + "reason": "Both mention tied-weights warnings, but the described Qwen variants and root causes differ; not enough to merge." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Undefined video-token helper usage is unrelated to stale auto_mappings references to removed configs." + "reason": "Multimodal token counting bug vs stale auto_mappings config reference are separate issues." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "A template-node compilation TypeError is not the same as an extreme CLIPTokenizer model_max_length value." + "reason": "Template compilation TypeError and CLIPTokenizer max_length constant are unrelated." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Label reduction in an image processor and an MPS attention correctness issue are different bugs." - }, - { - "left": "issue:43746", - "right": "issue:44811", - "accept": false, - "reason": "Local checkpoint loading with PEFT adapters and Whisper batch_decode skip_special_tokens handling are unrelated." - }, - { - "left": "issue:43854", - "right": "issue:44977", - "accept": false, - "reason": "GLM-4.7-Flash test loading failure and Qwen3.5 flash-attention generation regression do not share the same code path." - }, - { - "left": "issue:43643", - "right": "issue:45759", - "accept": false, - "reason": "AutoConfig trust_remote_code field loss and AutoModelForCausalLM.from_config text_config unwrapping are different config-loading bugs." - }, - { - "left": "issue:45859", - "right": "issue:47050", - "accept": false, - "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is unrelated to an ONNX fp16 dtype mismatch in CanineModel." + "reason": "Image label reduction and MPS attention correctness are unrelated code paths." }, { - "left": "issue:38175", - "right": "issue:44610", + "left": "issue:42490", + "right": "issue:43257", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and OmDet-Turbo 640px/224px mismatch are different model/processor issues." + "reason": "Local path slash warning and Qwen3 MOE conversion with deepspeed are unrelated." }, { - "left": "issue:43262", + "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Audio apply_chat_template sampling-rate defaults and Whisper batch_decode skip_special_tokens are unrelated processor behaviors." - }, - { - "left": "issue:39692", - "right": "issue:44912", - "accept": false, - "reason": "A docs/example mismatch plus quantization failure is not the same as MXFP4 load fallback behavior." - }, - { - "left": "issue:43257", - "right": "issue:43696", - "accept": false, - "reason": "Qwen3 MoE weight conversion and a CUDA OOM on GPT-oss-20b are different failure classes." + "reason": "PEFT local checkpoint loading and Whisper batch_decode special-token handling are unrelated." }, { - "left": "issue:43329", - "right": "issue:44479", + "left": "issue:43854", + "right": "issue:44977", "accept": false, - "reason": "Both involve video paths, but one is an undefined-helper bug in token counting and the other is a broader v5.3.0 video-input regression across models." + "reason": "Different Qwen/GLM model failures with different symptoms; not the same underlying bug." } ] }, @@ -6806,57 +6836,65 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ "issue:28282", "issue:29159", "issue:29870", - "issue:33357", "issue:34567", "issue:34689", - "issue:39379", + "issue:38175", + "issue:39692", "issue:40990", - "issue:42175", "issue:42915", "issue:43257", + "issue:43262", "issue:43329", "issue:43425", "issue:43450", - "issue:43454", "issue:43525", "issue:43540", - "issue:43577", + "issue:43643", "issue:43650", - "issue:43697", + "issue:43696", "issue:43742", "issue:43749", - "issue:43824", "issue:43906", "issue:43931", "issue:44291", "issue:44387", - "issue:44554", - "issue:44568", + "issue:44479", + "issue:44610", "issue:44617", "issue:44756", + "issue:44811", "issue:44821", "issue:44912", "issue:44987", "issue:45042", - "issue:45137", - "issue:45356", - "issue:45357", - "issue:45405", + "issue:45200", "issue:45459", "issue:45538", + "issue:45759", "issue:45803", + "issue:45859", "issue:46291", "issue:46421", "issue:46424", "issue:46701", - "issue:47145" + "issue:47050", + "issue:47145", + "issue:47254" ], "soft_pairs": [ + "issue:43643|issue:45759", + "issue:38175|issue:44610", + "issue:45859|issue:47050", + "issue:43262|issue:44811", + "issue:45200|issue:47254", + "issue:39692|issue:44912", + "issue:43329|issue:44479", + "issue:43257|issue:43696", "issue:43257|issue:43931", "issue:43329|issue:43450", "issue:42915|issue:43742", @@ -6864,8 +6902,8 @@ "issue:34567|issue:40990", "issue:44912|issue:47145", "issue:42915|issue:44821", - "issue:44387|issue:44617", "issue:29159|issue:34567", + "issue:44387|issue:44617", "issue:45459|issue:45803", "issue:46421|issue:46424", "issue:43650|issue:43906", @@ -6876,198 +6914,204 @@ "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" + "issue:45859|issue:47254" ], - "prepared_review_unit_hash": "b831383d4f784aee0068a651819f80d7c5aabaee8bfdffd45a5ebec77bf9d23c", + "prepared_review_unit_hash": "d829543d79a8f2f6e9c05df9fecbab9bfeb77c4652b56b1b3c5643973834c831", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 34921, - "estimated_input_tokens": 8731, - "estimated_eval_tokens": 17718 + "soft_pair_count": 28, + "serialized_chars": 35542, + "estimated_input_tokens": 8886, + "estimated_eval_tokens": 18028 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is a loose collection of distinct transformers bugs/regressions across loading, tokenization, multimodal, quantization, and backend compatibility. None of the proposed soft pairs look like the same underlying defect, so I would not merge any of them as duplicates.", - "confidence": 0.59, - "canonical_issue_reason": "Issue 28282 is the most generic, high-level model-loading/import failure in the set, so it is the best single representative if one must be chosen.", + "summary": "This cluster is highly heterogeneous: it mixes unrelated loading, tokenizer, training-state, multimodal/video, and quantization issues. The apparent overlaps are mostly broad subsystem similarity rather than the same concrete bug or code change.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 44479 is the broadest concrete regression among the few related multimodal/video reports, so it is the best representative if one issue must anchor the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 28282 has the broadest, most reusable symptom framing among these issues and is the clearest anchor for the cluster.", + "best_issue_reason": "It is the closest thing to a code-path-level umbrella report in this set, but the cluster is still too diverse to treat as a true duplicate group.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config/model-loading shape issues, but they hit different APIs and different failure modes: missing fields from AutoConfig vs not unwrapping text_config in AutoModelForCausalLM." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Both mention processor/model mismatch, but one is a numerical output anomaly and the other is an image-size preprocessing bug in a different model." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "Unrelated model-specific failures: CPU offload incompatibility in Qwen3_5Moe vs fp16 ONNX attention dtype mismatch in CanineModel." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Both are processor bugs, but they concern different behaviors and code paths: chat-template sampling rate vs batch_decode special-token handling." + }, + { + "left": "issue:45200", + "right": "issue:47254", + "accept": false, + "reason": "Different classes of problems: Gemma fine-tuning defaults vs a PEFT/DeepSpeed checkpointing failure." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Both touch quantization/examples, but one is a docs/model-processor mismatch and the other is a specific MXFP4 loading fallback bug." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both are video/multimodal related, but 43329 is an undefined-helper bug in token counting while 44479 is a broader video-input regression across Qwen variants." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Different failures entirely: Qwen3 MoE weight conversion/loading vs a GPT-oss-20b CUDA OOM." + }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Different failures: Qwen3 MOE weight conversion with accelerate/deepspeed vs Qwen3-VL weight-shape mismatch during load." + "reason": "Both are Qwen-family loading problems, but one is accelerated MoE weight conversion and the other is a Qwen3-VL shape mismatch; not the same bug." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "One is an undefined-variable bug in multimodal token counting; the other is a batched video processor shape issue." + "reason": "Both involve video processing, but one is a missing-variable bug in multimodal token counting and the other is a batched video shape issue." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Different models and code paths: FineGrainedFP8Config failure vs MobileLLM key error on load." + "reason": "Different root causes: FineGrainedFP8Config failure in Qwen3Moe vs a key error while loading MobileLLM-125M." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized handling is unrelated to the PIL backend torchvision dependency regression." + "reason": "TypeError in init_empty_weights and an unnecessary torchvision dependency are unrelated code paths." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "TrainerState token counting and GPT-OSS perplexity are unrelated symptoms." + "reason": "Trainer token-count tracking and GPT-oss perplexity are unrelated training/eval issues." }, { "left": "issue:44912", "right": "issue:47145", "accept": false, - "reason": "Both are quantization-related, but they concern different formats and bugs: MXFP4 fallback vs missing weight_scale application." + "reason": "Both concern quantized checkpoint loading, but MXFP4 fallback to bf16 and FP8 weight_scale omission are distinct formats and bugs." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Qwen3Moe FP8 loading failure is not the same as AutoImageProcessor URL-loading support." + "reason": "Unrelated: Qwen3Moe FP8 config failure vs AutoImageProcessor URL loading." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:29159", + "right": "issue:34567", "accept": false, - "reason": "Generic int4 memory regression is not the same defect as Sam3Video OOM." + "reason": "Tokenizer consistency and trainer token accounting are separate subsystems and failure modes." }, { - "left": "issue:29159", - "right": "issue:34567", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "Tokenizer consistency behavior and token-count tracking in TrainerState are unrelated." + "reason": "Both can manifest as OOM, but one is a Transformers 5.x int4 memory regression and the other is a model-specific video OOM report." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both mention hidden errors, but they are different exception-handling bugs in different components." + "reason": "Both are error-handling complaints, but they affect different tokenizer/feature code paths and are not the same defect." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Both are cache bugs, but one is lazy-init recompilation and the other is max_cache_length handling." + "reason": "Both are cache-related, but one is about spurious recompilation from lazy init and the other is about max_cache_length only applying to quantized cache." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "\"ADD THE DATA\" is not the same as an isolated reproduction of another issue." + "reason": "One is a nonsensical placeholder issue, the other is a reproducible bug report tied to issue 38071." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to the kernels v0.15 import/version requirement." + "reason": "Different layers entirely: a missing pad_token_id on Llama4Config vs a kernels import/version requirement." }, { "left": "issue:28282", "right": "issue:29870", "accept": false, - "reason": "Generic missing-PyTorch import failure is unrelated to Bart generate() using decoder_attention_mask before assignment." + "reason": "Missing PyTorch during AutoModel import and Bart decoder_attention_mask UnboundLocalError are unrelated bugs." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Loading a specific model failing in 5.1.0 is unrelated to CLIPTokenizer's model_max_length constant." + "reason": "A model-loading regression for physical-intelligence/fast is not the same as CLIPTokenizer's max_length bug." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "FSDP CPU/RAM efficient loading and Strix Halo mmap OOM are different memory/loading problems." + "reason": "Both involve memory, but FSDP CPU RAM efficient loading and Strix Halo mmap OOM are distinct root causes." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "The former is a generic backend import error; the latter is a specific Llama 3.2 Vision loading regression." + "reason": "Both are loading failures, but one is missing PyTorch in the environment and the other is a specific Transformers version regression for a Llama vision model." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch 2.10 compatibility and kernels package version requirements are different dependency issues." + "reason": "Torch version incompatibility and kernels import constraints are separate dependency issues." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Qwen3OmniMoe video processing and DiffusionGemma pipeline failure are different multimodal bugs." - }, - { - "left": "issue:44568", - "right": "issue:45356", - "accept": false, - "reason": "Different tokenizer regressions: missing BOS/EOS insertion vs codec handling/warning behavior." - }, - { - "left": "issue:33357", - "right": "issue:34567", - "accept": false, - "reason": "MacOS CLIP bus error is unrelated to TrainerState token-count updates." - }, - { - "left": "issue:43454", - "right": "issue:43577", - "accept": false, - "reason": "AyaVision lm_head tying and Blip2 dtype preservation are separate model-specific bugs." - }, - { - "left": "issue:39379", - "right": "issue:44554", - "accept": false, - "reason": "mllama multimodal mask handling and MPS attention correctness are different code paths." - }, - { - "left": "issue:42175", - "right": "issue:43824", - "accept": false, - "reason": "TensorFlow backend packaging and missing Qwen2_5_VL symbol import are unrelated." - }, - { - "left": "issue:45137", - "right": "issue:45405", - "accept": false, - "reason": "DeepSpeed ZeRO3 deque failure and an unreleased PEFT version bump are unrelated." + "reason": "Both involve multimodal/video-ish pipelines, but they target different models and different failure modes." }, { - "left": "issue:43697", - "right": "issue:45357", + "left": "issue:45859", + "right": "issue:47254", "accept": false, - "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key serialization are different regressions." + "reason": "CPU-offload incompatibility in a Qwen embedding layer is not the same as a PEFT/DeepSpeed checkpointing error." } ] }, @@ -7089,299 +7133,283 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ "issue:24643", "issue:27957", "issue:28282", "issue:29127", "issue:29159", + "issue:33357", "issue:34567", - "issue:36331", - "issue:38175", + "issue:39379", "issue:41720", "issue:42175", "issue:42915", "issue:43404", "issue:43452", + "issue:43454", "issue:43540", "issue:43577", "issue:43582", + "issue:43697", "issue:43742", "issue:43749", + "issue:43824", "issue:44062", "issue:44291", "issue:44479", "issue:44488", + "issue:44554", "issue:44560", "issue:44568", - "issue: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:45137", + "issue:45356", + "issue:45357", + "issue:45405", "issue:45538", "issue:45701", "issue:45907", - "issue:46512", "issue:46693", "issue:46821", "issue:46832", "issue:46869", - "issue:47020" + "issue:47020", + "issue:47254" ], "soft_pairs": [ + "issue:44568|issue:45356", + "issue:33357|issue:34567", + "issue:39379|issue:44554", + "issue:42175|issue:43824", + "issue:43454|issue:43577", + "issue:45137|issue:45405", + "issue:43697|issue:45357", "issue:43404|issue:45127", "issue:45081|issue:47020", "issue:28282|issue:29127", "issue:44857|issue:46832", - "issue:43742|issue:44291", "issue:44936|issue:46821", + "issue:43742|issue:44291", "issue:42915|issue:45538", "issue:44479|issue:46693", - "issue:45538|issue:46869", "issue:44062|issue:44991", + "issue:45538|issue:46869", + "issue:43582|issue:47254", "issue:27957|issue:28282", "issue:24643|issue:29159", "issue:42915|issue:43749", "issue:43452|issue:43582", - "issue:41720|issue:43540", "issue:44849|issue:45701", - "issue:43577|issue:46512", + "issue:41720|issue:43540", "issue:42175|issue:44488", - "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:44062|issue:45081", - "issue:38175|issue:44898", - "issue:44568|issue:45488", - "issue:45042|issue:45081" + "issue:43540|issue:44560" ], - "prepared_review_unit_hash": "5bc704242979c1c4b8fff7b07ed273011ad5fe344f1e85bfb157c1c8059c7da1", + "prepared_review_unit_hash": "3c2922c62b379798d1f50225e0c0406ce89851acdb5a56c55fc5acda3c400c6d", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35858, - "estimated_input_tokens": 8965, - "estimated_eval_tokens": 18186 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35837, + "estimated_input_tokens": 8960, + "estimated_eval_tokens": 18176 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous issue bundle with one clear soft duplicate pair in the Qwen video regression area. The rest are different bugs despite some shared subsystems (tokenizers, multimodal, loading, training).", - "confidence": 0.61, - "canonical_issue_reason": "Issue 45488 is the strongest representative of the cluster\u2019s tokenizer/regression theme: it has the broadest impact, multiple inbound references, and a concrete v5 tokenizer break affecting a major model family.", + "summary": "The cluster is heterogeneous: mostly unrelated tokenizer, model-loading, training, and backend regressions. None of the soft pairs look like the same underlying bug/change, so all proposed duplicate links should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue cleanly represents the cluster; the items span unrelated bug classes and code paths.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45488 is the best single issue to keep as the cluster anchor because it is specific enough to describe the failure mode while still representing the broader regression pattern seen in nearby tokenizer-related reports.", + "best_issue_reason": "If forced to pick a representative, issue 45701 is the broadest tokenizer-regression report and overlaps the most with the tokenizer-related subset, but it still does not cover the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43404", - "right": "issue:45127", + "left": "issue:44568", + "right": "issue:45356", "accept": false, - "reason": "Both involve embedding/head weight tying, but they describe different models and different failures; not the same concrete bug." + "reason": "Both are tokenizer regressions, but they affect different models and code paths: BOS/EOS insertion vs codec handling/warning behavior." }, { - "left": "issue:45081", - "right": "issue:47020", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "Both are tokenizer initialization failures, but they hit different code paths and different root causes." + "reason": "MacOS CLIP bus error and TrainerState token-count updating are unrelated failures." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:39379", + "right": "issue:44554", "accept": false, - "reason": "Completely unrelated: missing PyTorch import vs a LayoutLMv3 error-message clarity issue." + "reason": "Different bugs in different subsystems: mllama masking vs MPS attention correctness." }, { - "left": "issue:44857", - "right": "issue:46832", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "Both are RT-DETR/DETR-family issues, but one is AMP/float16 loss crash and the other is a shape/feature-level mismatch." + "reason": "One is packaging/backend extras, the other is a missing model import; not the same issue." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "Both concern model loading, but one is a key error on a specific model and the other is an init_empty_weights argument regression." + "reason": "AyaVision lm_head tying and Blip2 dtype propagation are distinct model-specific bugs." }, { - "left": "issue:44936", - "right": "issue:46821", + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "Unrelated trainer lifecycle failure vs TimesFM window_size attribute error." + "reason": "DeepSpeed ZeRO-3 deque error and an unreleased PEFT version bump are unrelated." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:43697", + "right": "issue:45357", "accept": false, - "reason": "Different subsystems entirely: FP8 config loading vs CLIP tokenizer max-length behavior." + "reason": "RTDetrV2 output regression and Qwen3.5 save_pretrained key regression are different code paths." }, { - "left": "issue:44479", - "right": "issue:46693", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "Both are regressions, but one is a video-input model bug and the other is a long-context FA2 performance regression." + "reason": "Both mention tied embeddings, but one is an init-time tie bug and the other is a LoRA merge/extended-vocab collapse; not mergeable as one fix." }, { - "left": "issue:45538", - "right": "issue:46869", + "left": "issue:45081", + "right": "issue:47020", "accept": false, - "reason": "No shared underlying bug; tokenizer max-length issue vs multi-GPU device-map failure." + "reason": "Different tokenizer internals and failures: Mistral regex patching vs XLMRoberta Unigram initialization." }, { - "left": "issue:44062", - "right": "issue:44991", - "accept": false, - "reason": "Both are tokenizer-related, but the failure modes are different and not plausibly one fix." - }, - { - "left": "issue:27957", - "right": "issue:28282", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to a missing-PyTorch import error." + "reason": "Missing PyTorch import and a layoutlmv3 error-message clarity issue are unrelated." }, { - "left": "issue:24643", - "right": "issue:29159", + "left": "issue:44857", + "right": "issue:46832", "accept": false, - "reason": "DeepSpeed weight-shape runtime error and tokenizer consistency are unrelated." + "reason": "Both are RT-DETR related, but one is an AMP loss crash and the other is a feature-level shape mismatch in forward." }, { - "left": "issue:42915", - "right": "issue:43749", + "left": "issue:44936", + "right": "issue:46821", "accept": false, - "reason": "Different bugs: Qwen3Moe FP8 config failure vs FSDP CPU RAM-efficient loading regression." + "reason": "Trainer lifecycle failure and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "No concrete overlap: gguf-file loading regressions vs Apple Silicon allocator warmup TypeError." + "reason": "A model-specific loading key error is not the same as the _is_hf_initialized compatibility bug." }, { - "left": "issue:41720", - "right": "issue:43540", + "left": "issue:42915", + "right": "issue:45538", "accept": false, - "reason": "Both are Qwen-family failures, but one is auto device mapping on GPU and the other is video-input processing; different code paths." + "reason": "FineGrainedFP8Config failure and CLIPTokenizer max-length behavior are unrelated." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:44479", + "right": "issue:46693", "accept": false, - "reason": "Different bugs: output_hidden_states handling in Qwen3.5 vs a broad tokenization-version report." + "reason": "Video-input regression and FA2 long-context performance regression are different bugs." }, { - "left": "issue:43577", - "right": "issue:46512", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "Related to dtype handling, but one is Blip2 loading leaving modules float32 and the other is config.dtype staying stale from from_config; not the same bug." + "reason": "AddedToken duplicate-special-arg error and est-roberta tokenizer loading failure are different issues." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:45538", + "right": "issue:46869", "accept": false, - "reason": "Different issues: missing TensorFlow backend in an install extra vs a model loading failure." + "reason": "Tokenizer max-length constant and YOLO multi-GPU device-map failure do not share a concrete code path." }, { - "left": "issue:43540", - "right": "issue:44560", + "left": "issue:43582", + "right": "issue:47254", "accept": false, - "reason": "Both are video-input bugs in Qwen models, but they affect different model families and different observed failures." + "reason": "Apple Silicon allocator TypeError and PEFT+DeepSpeed checkpointing failure are unrelated." }, { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:27957", + "right": "issue:28282", "accept": false, - "reason": "Unrelated: init_empty_weights constructor regression vs loading AutoImageProcessor from URL." + "reason": "Flash Attention 2 on XLM-R and missing PyTorch import are unrelated." }, { - "left": "issue:44987", - "right": "issue:45907", + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "Different concerns entirely: model loading regression vs list_repo_files not forwarding revision." + "reason": "DeepSpeed weight-shape runtime error and tokenizer slow/fast inconsistency are not the same bug." }, { - "left": "issue:43540", - "right": "issue:44479", + "left": "issue:42915", + "right": "issue:43749", "accept": false, - "reason": "Both are Qwen video-input regressions, but the symptoms and affected model families differ enough that this is not clearly one underlying bug." + "reason": "FP8 config failure and FSDP CPU RAM efficient loading are different training/back-end issues." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "Trainer token accounting bug vs custom compute_loss signature breakage; not the same issue." - }, - { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "These look like the same Qwen video-input regression: 45381 is a specific manifestation of the broader 5.3.0 video-input bug described in 44479." + "reason": "gguf_file loading failure and Apple Silicon allocator warmup TypeError are unrelated." }, { - "left": "issue:44792", - "right": "issue:44964", + "left": "issue:44849", + "right": "issue:45701", "accept": false, - "reason": "Both are multimodal/model-loading issues, but they target different models and failure modes." + "reason": "Qwen3.5 hidden-states bug and version-dependent tokenization changes are different regressions." }, { - "left": "issue:44062", - "right": "issue:45081", + "left": "issue:41720", + "right": "issue:43540", "accept": false, - "reason": "Both are tokenizer internals problems, but one is AddedToken argument duplication and the other is a regex/backend_tokenizer crash." + "reason": "Auto device mapping cudaErrorAssert and Qwen3OmniMoe video ValueError are unrelated model/runtime failures." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:42175", + "right": "issue:44488", "accept": false, - "reason": "Different vision-model bugs with no shared concrete code path." + "reason": "Backend extra packaging and failure to load a specific model are not the same issue." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:44987", + "right": "issue:45907", "accept": false, - "reason": "Both are tokenizer regressions, but one is special-token insertion behavior for mDeBERTa and the other is a LlamaTokenizer pre-tokenizer override bug." + "reason": "Model loading regression and list_repo_files revision forwarding are unrelated." }, { - "left": "issue:45042", - "right": "issue:45081", + "left": "issue:43540", + "right": "issue:44560", "accept": false, - "reason": "Different subsystems: PIL image processor dependency handling vs Mistral tokenizer regex patching." + "reason": "Both are video-related Qwen3-family issues, but they hit different models and different failure modes/code paths." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet, and the soft-edge calls are generally conservative. The only accepted duplicate pair (44479/45381) is well supported by the titles, while the rest are reasonably rejected as different bugs. Minor caveat: saying 45488 has the \"broadest impact\" is a bit stronger than the packet directly proves, but the overall anchor choice is still defensible." - }, - "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 }, @@ -7396,63 +7424,71 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ "issue:24643", "issue:28282", "issue:29870", "issue:32090", - "issue:41762", + "issue:34567", + "issue:36331", + "issue:38175", "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:44062", + "issue:44291", + "issue:44479", "issue:44488", "issue:44568", "issue:44589", "issue:44625", "issue:44737", + "issue:44792", "issue:44821", "issue:44877", - "issue:44913", - "issue:44936", + "issue:44898", + "issue:44964", + "issue:45042", "issue:45072", - "issue:45216", + "issue:45081", "issue:45325", + "issue:45381", "issue:45405", - "issue:45479", - "issue:45588", + "issue:45488", "issue:45600", - "issue:45663", "issue:45672", "issue:45674", "issue:45823", - "issue:46121", "issue:46399", "issue:46463", "issue:46468", "issue:46491", + "issue:46512", "issue:46693", - "issue:46701", - "issue:46821", - "issue:46829", - "issue:46846", - "issue:46899" + "issue:46701" ], "soft_pairs": [ + "issue:44291|issue:44821", + "issue:43577|issue:46512", + "issue:43540|issue:44479", + "issue:34567|issue:36331", + "issue:44479|issue:45381", + "issue:44792|issue:44964", + "issue:44062|issue:45081", + "issue:38175|issue:44898", + "issue:44568|issue:45488", + "issue:45042|issue:45081", "issue:43257|issue:43756", "issue:43742|issue:44589", - "issue:43531|issue:44821", - "issue:43582|issue:46821", "issue:43756|issue:46399", + "issue:43531|issue:44821", "issue:43756|issue:45325", "issue:45405|issue:45600", "issue:44737|issue:46463", @@ -7462,217 +7498,215 @@ "issue:43906|issue:46693", "issue:24643|issue:29870", "issue:45672|issue:45674", - "issue:43577|issue:45072", "issue:44625|issue:44877", + "issue:43577|issue:45072", "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:46463|issue:46899", - "issue:43697|issue:45216", - "issue:44737|issue:45588", - "issue:41762|issue:44936" + "issue:43906|issue:46468" ], - "prepared_review_unit_hash": "d7e14f7ef30f91f9161d9a514751fdd0e97e7c33787c4f1edb8acd70036b59d8", + "prepared_review_unit_hash": "5dcc62293326341e9e617c99e2d2631e0b0a241cf35c4499702bf3c74b1eef4e", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36554, - "estimated_input_tokens": 9139, - "estimated_eval_tokens": 18534 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36209, + "estimated_input_tokens": 9053, + "estimated_eval_tokens": 18362 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No duplicate cluster here: the soft pairs mostly share broad subsystem terms (DeepSpeed, dtype, loading, config, multimodal) but describe different concrete bugs and code paths, so none should be merged as the same underlying issue.", - "confidence": 0.93, - "canonical_issue_reason": "No single issue is a safe canonical; these items span unrelated problems across loading, generation, quantization, configs, tokenizer behavior, and trainer/distributed execution.", + "summary": "This cluster is a heterogeneous grab-bag of unrelated Transformers bug reports. None of the proposed soft pairs look like the same underlying bug/change, so no duplicate merges are justified.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the items span distinct subsystems and model families (trainer, tokenizers, multimodal, quantization, config, and performance bugs).", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue stands out because there is no cohesive duplicate set to represent.", + "best_issue_reason": "issue:46693 is the strongest general topic anchor by discussion/references, but it is still not representative enough to serve as a true duplicate canonical for the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:44291", + "right": "issue:44821", "accept": false, - "reason": "Different bugs: Qwen3 MoE weights not converting under accelerate+deepspeed vs Smollm3 RoPE layer count/config mismatch." + "reason": "Different failure modes and surfaces: init_empty_weights/_is_hf_initialized loading vs AutoImageProcessor-from-URL handling." }, { - "left": "issue:43742", - "right": "issue:44589", + "left": "issue:43577", + "right": "issue:46512", "accept": false, - "reason": "Unrelated failures: MobileLLM load key error vs missing Float8 storage type during serialization/load." + "reason": "Both involve dtype, but one is BLIP2 weight loading and the other is stale config metadata; different bugs." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:43540", + "right": "issue:44479", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoImageProcessor URL loading." + "reason": "Both concern video input errors in Qwen models, but the model families and concrete failure paths differ." }, { - "left": "issue:43582", - "right": "issue:46821", + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Trainer-related issues, but one is token-count tracking and the other is a compute_loss signature break." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Same broad Qwen video area, but one is still-image temporal positions and the other is video vision_position_ids; not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different models and errors: janus generate test failure vs Phi-4 multimodal load failure." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer constructor argument collision vs Mistral regex patch crash; unrelated code paths." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Separate vision-model failures with different symptoms and affected architectures." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS injection and the other is ByteLevel\u2192Metaspace override behavior." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image processor torchvision dependency regression vs Mistral tokenizer regex crash; no shared underlying bug." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Distinct Qwen/SmolLM model issues with different mechanisms: MoE weight conversion vs RoPE layer dropping." + }, + { + "left": "issue:43742", + "right": "issue:44589", "accept": false, - "reason": "Apple Silicon caching allocator warmup TypeError is unrelated to TimesFM window_size AttributeError." + "reason": "Different load-time type failures: key error for MobileLLM vs missing Float8 storage type." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Smollm3 RoPE-layer issue is different from Qwen3.5 missing apply_rotary_pos_emb kernel registration." + "reason": "SmolLM3 RoPE-layer issue and Qwen3.5 kernel-registration error are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug and AutoImageProcessor URL loading are different subsystems." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen-family adjacent, but one is Smollm3 RoPE configuration and the other is Qwen2.5-VL temporal position scaling." + "reason": "Different Qwen-family position/rope issues with different symptoms and scopes." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "PEFT version pinning is unrelated to stale auto_mappings references to removed Sam3LiteText configs." + "reason": "PEFT version pin problem vs stale auto_mappings reference; unrelated maintenance issues." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "XLNet CPU arange bug is a different code path than T5 decoder-input validation error messaging." + "reason": "XLNet CPU device placement bug vs T5 decoder-input validation error message; not the same code path." }, { "left": "issue:43716", "right": "issue:46701", "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch is not the same as DiffusionGemmaGenerationOutput pipeline breakage." + "reason": "Different multimodal regressions in different models and pipeline layers." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 device-map forward mismatch is unrelated to T5 decoder input validation." + "reason": "Gemma4 device mismatch and T5 error-message issue are unrelated." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Tokenizer add_special_tokens regression is not the same as CodeLlama encode-decode leading-space regression." + "reason": "Tokenizer special-token regression vs CodeLlama leading-space round-trip regression; different tokenizer behaviors." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "An isolated reproduction of a prior issue is not the same bug as the FA2 long-context performance regression." + "reason": "Isolated reproduction of one prior issue vs FA2 long-context performance regression; no evidence of the same bug." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "DeepSpeed weight-shape training error and Bart generate decoder_attention_mask assignment bug are different failures." + "reason": "DeepSpeed training RuntimeError and Bart generate UnboundLocalError are separate failures." }, { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Gemma4 uint8 torch.finfo audio-module issue differs from BitsAndBytes lm_head exclusion logic bug." + "reason": "Both are 4-bit/quantization-related, but one is uint8 finfo handling in audio modules and the other is skip_modules default-exclusion logic." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:44625", + "right": "issue:44877", "accept": false, - "reason": "BLIP2 dtype propagation and SwitchTransformers/TimmWrapperModel bfloat16 CI mismatch are separate model-specific dtype issues." + "reason": "num_labels propagation bug vs strict config loading restriction; different config issues." }, { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "Qwen3.5 num_labels propagation bug is not the same as strict config blocking granite_speech loading." + "reason": "Both involve dtype mismatches, but the affected models and failure contexts differ." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "gguf_file breaking AutoTokenizer/AutoModel loading is unrelated to sleng-bert model loading failure." + "reason": "Tokenizer/model loading breakage vs model loading of a specific checkpoint; no shared underlying defect." }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError is not the same as FA2 long-context performance regression." + "reason": "Video-input processing bug in Qwen3OmniMoe vs long-context attention performance regression." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Missing PyTorch ImportError and Trainer _gpu_broadcast_one NoneType TypeError are distinct environments and failure points." + "reason": "Environment missing PyTorch vs Trainer broadcasting NoneType; unrelated import/runtime errors." }, { "left": "issue:43906", "right": "issue:46468", "accept": false, - "reason": "A reproduction of an earlier issue is not the same as the broken official Nemotron example." - }, - { - "left": "issue:44913", - "right": "issue:46121", - "accept": false, - "reason": "GPTNeoX rotary_pct reload defaulting is a config persistence bug, not rope-validation list handling." - }, - { - "left": "issue:43697", - "right": "issue:46829", - "accept": false, - "reason": "RTDetrV2 output drift in v5 is unrelated to VideoPrism output field misassignment." - }, - { - "left": "issue:45663", - "right": "issue:46846", - "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states KeyError is different from Qwen3.5 tensor-parallel plan omissions." - }, - { - "left": "issue:43526", - "right": "issue:45479", - "accept": false, - "reason": "BeitImageProcessorFast reduce_labels truncation is unrelated to sequence-classification zero-loss behavior." - }, - { - "left": "issue:46463", - "right": "issue:46899", - "accept": false, - "reason": "T5 decoder validation messaging and Gemma4 4-bit multimodal dtype cast bugs affect different subsystems." - }, - { - "left": "issue:43697", - "right": "issue:45216", - "accept": false, - "reason": "RTDetrV2 output differences are unrelated to Qwen3.5 save_pretrained checkpoint regression." - }, - { - "left": "issue:44737", - "right": "issue:45588", - "accept": false, - "reason": "XLNet CPU positional encoding bug is not the same as flash_attention sink-less s_aux=None crash." - }, - { - "left": "issue:41762", - "right": "issue:44936", - "accept": false, - "reason": "Gemma3 ZeRO-3 load index error is unrelated to trainer.evaluate() failing after trainer.train()." + "reason": "Reproduction of an earlier issue vs an official Nemotron example breakage; different artifacts." } ] }, @@ -7694,66 +7728,73 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ "issue:29159", "issue:33357", "issue:38175", + "issue:41762", "issue:43295", "issue:43452", - "issue:43525", + "issue:43526", "issue:43531", "issue:43643", - "issue:43646", "issue:43653", "issue:43688", + "issue:43697", "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:44737", "issue:44811", "issue:44843", "issue:44857", "issue:44898", + "issue:44913", + "issue:44936", "issue:45005", "issue:45200", - "issue:45356", + "issue:45216", "issue:45357", "issue:45372", "issue:45375", - "issue:45542", - "issue:45701", - "issue:45704", + "issue:45479", + "issue:45588", + "issue:45663", "issue:45920", "issue:46050", + "issue:46121", "issue:46170", - "issue:46178", - "issue:46402", "issue:46463", - "issue:46701", "issue:46829", - "issue:46832", - "issue:46932", + "issue:46846", + "issue:46899", "issue:47000" ], "soft_pairs": [ + "issue:44913|issue:46121", + "issue:43697|issue:46829", + "issue:45663|issue:46846", + "issue:46463|issue:46899", + "issue:43526|issue:45479", + "issue:43697|issue:45216", + "issue:44737|issue:45588", "issue:44466|issue:45005", - "issue:43720|issue:44898", - "issue:45200|issue:46463", + "issue:41762|issue:44936", "issue:45357|issue:45920", + "issue:43720|issue:44898", "issue:43643|issue:45375", - "issue:43688|issue:43749", + "issue:45200|issue:46463", "issue:44361|issue:44442", "issue:43653|issue:44361", + "issue:43688|issue:43749", "issue:44493|issue:46050", "issue:38175|issue:43295", "issue:43452|issue:44843", @@ -7762,222 +7803,209 @@ "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:43295|issue:45356", - "issue:43688|issue:45701", - "issue:43653|issue:44568", - "issue:46832|issue:46932", - "issue:43756|issue:46402", - "issue:43646|issue:43749", - "issue:43653|issue:43927" + "issue:43761|issue:46829" ], - "prepared_review_unit_hash": "1ff31996a693195ec09025872da83eb25a8b9ef92469eb8620e2cf868d4e964c", + "prepared_review_unit_hash": "333a9e0cffe3180c33da72f9148a82b59998e92799570b935d3ce48b1de1b26b", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36431, - "estimated_input_tokens": 9108, - "estimated_eval_tokens": 18472 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35499, + "estimated_input_tokens": 8875, + "estimated_eval_tokens": 18006 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of heterogeneous transformers issues, with a loose common thread around tokenizer/config/load regressions. No PRs were provided. The best representative issue is the broad v5 tokenizer regression affecting multiple model families.", - "confidence": 0.55, - "canonical_issue_reason": "Issue 45920 is the most representative concrete bug: it describes a tokenizer regression that affects multiple model families, which fits the cluster better than the narrower, model-specific reports.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers bugs, with only a small tied-weights/save_pretrained regression subset: 44466 and 45357 are close to 45005. No PRs are present.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45005 is the best representative of the tied-weights/save_pretrained regression subset, and the narrower reports in 44466 and 45357 read like related manifestations of that same underlying issue.", "canonical_pr_reason": null, - "best_issue_reason": "Same as canonical: 45920 is broad, concrete, and closest to the shared tokenizer/regression theme across the cluster.", + "best_issue_reason": "issue:45005 is the strongest issue candidate because it most clearly captures the shared tied-weights/save_pretrained problem across the related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44466", - "right": "issue:45005", + "left": "issue:44913", + "right": "issue:46121", "accept": false, - "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is a broader translation-model v5 issue; not the same concrete bug." + "reason": "Both concern RoPE config handling, but one is silent fallback on reload and the other is a TypeError on JSON-loaded input; different bugs." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:43697", + "right": "issue:46829", "accept": false, - "reason": "Unrelated subsystems: BitNet accelerate-loading unpacking vs Perceiver interpolation at non-default resolution." + "reason": "Both are output-correctness complaints, but they affect different models and different code paths." }, { - "left": "issue:45200", - "right": "issue:46463", + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Different model families and different failure modes: Gemma4 FSDP key handling vs Qwen3.5 tensor-parallel plan omissions." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "Unrelated bugs: T5 decoder-input validation messaging vs Gemma4 multimodal dtype casting under 4-bit quantization." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Different functionality and symptoms: BeitImageProcessorFast label reduction vs sequence-classification zero-loss behavior." + }, + { + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "Gemma 4 token-type handling and T5 decoder-input validation are different code paths and error classes." + "reason": "Different regressions: RTDetrV2 output changes vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "CPU-device bug in XLNet RoPE computation vs flash-attention crash on missing sink aux; no shared concrete failure." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Same tied-weights/save_pretrained regression in v5; 44466 is a narrower manifestation of the broader translation-model issue in 45005." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Different lifecycle bugs: DeepSpeed ZeRO-3 loading crash vs trainer.evaluate() after train()." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Qwen3.5 visual-encoder save_pretrained keys is a multimodal save/load bug, while 45920 is a tokenizer ID regression." + "reason": "Both are v5 regressions, but one is Qwen3.5 save_pretrained key serialization and the other is AutoTokenizer producing wrong token IDs." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different model/component failures: BitNet packed-weight loading vs Perceiver interpolation on non-default resolution." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both are missing-field/config issues, but they involve different mechanisms and models; not clearly the same defect." + "reason": "Both mention missing config fields, but they are distinct code paths and model-specific loading behaviors." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:45200", + "right": "issue:46463", "accept": false, - "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are unrelated." + "reason": "Different problems: missing mm_token_type_ids defaulting vs an error-message/validation issue in T5." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Different tokenizers and failures: MLuke task AttributeError vs AutoTokenizer loading FastSpeech2ConformerTokenizer." + "reason": "Both are tokenizer-loading failures, but they affect different tokenizers and different call paths." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBird special-token registration empty-decode bug is unrelated to MLuke task AttributeError." + "reason": "BigBird special-token registration/decoding bug vs MLukeTokenizer AttributeError; unrelated." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization and FSDP CPU RAM-efficient loading are unrelated issues." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Position-id key warnings and sinq quantized save/load breakage are different serialization/loading problems." + "reason": "Unexpected key/position-id state-dict issue vs sinq quantization save/load breakage; different root causes." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Siglip2 zero probabilities and processor.tokenizer regression are both model/processor issues but not the same code-path bug." + "reason": "SigLIP2 zero-probability/output bug vs a processor.tokenizer API regression; different code paths and symptoms." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "gguf_file support breakage and offline model_info calls are separate tokenizer-loading regressions." + "reason": "Different from_pretrained failures: gguf handling vs an offline-mode model_info call in Mistral regex patching." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding_window and MobileLLM-125M load key error are unrelated." + "reason": "Different model bugs: Qwen3-MoE sliding_window behavior vs MobileLLM loading key error." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC latent conversion mismatch is unrelated to Whisper batch_decode skip_special_tokens behavior." + "reason": "DAC latent conversion mismatch vs Whisper batch_decode special-token handling; unrelated." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different models and failures: siglip2 inference nonsense vs Perceiver resolution/interpolation failure." + "reason": "Both are vision-model correctness issues, but they are on different architectures and different failure modes." }, { "left": "issue:44857", "right": "issue:47000", "accept": false, - "reason": "Both are detection-loss crashes, but they affect different losses and distinct failure modes." + "reason": "Different DETR losses and different crashes; no evidence they are the same underlying bug." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Tokenizer fast/slow inconsistency and MacOS bus error on CLIP are not the same bug." - }, - { - "left": "issue:43761", - "right": "issue:46829", - "accept": false, - "reason": "Both involve hidden_states outputs, but they are different model classes and output-contract issues." + "reason": "Tokenizer slow/fast inconsistency vs a MacOS bus error in CLIP community model loading; unrelated." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma processor import dependency failure and Windows ROCm torch.distributed dependency error are unrelated." - }, - { - "left": "issue:43525", - "right": "issue:46701", - "accept": false, - "reason": "Llama4Config pad_token_id AttributeError is unrelated to DiffusionGemmaGenerationOutput pipeline failure." - }, - { - "left": "issue:43688", - "right": "issue:45704", - "accept": false, - "reason": "Aux-loss normalization and T5 apex RMSNorm memory leak are unrelated subsystem issues." - }, - { - "left": "issue:45542", - "right": "issue:46178", - "accept": false, - "reason": "Both are backend/dependency selection issues, but one is TensorFlow backend detection and the other is tensorflow_text mapping; not the same bug." - }, - { - "left": "issue:43295", - "right": "issue:45356", - "accept": false, - "reason": "Processor/tokenizer API regression and Kimi-K2.5 codec/mistral-regex regression are different tokenizer breakages." - }, - { - "left": "issue:43688", - "right": "issue:45701", - "accept": false, - "reason": "One is auxiliary-loss normalization; the other is a broad tokenization-version complaint." - }, - { - "left": "issue:43653", - "right": "issue:44568", - "accept": false, - "reason": "BigBird special-token registration and mdeberta BOS/EOS insertion are different tokenizer behaviors." + "reason": "Different platform/import issues: Gemma4 processor dependency import error vs Windows ROCm torch.distributed dependency problems." }, { - "left": "issue:46832", - "right": "issue:46932", - "accept": false, - "reason": "RT-DETR feature-level mismatch and Gemma4 quantized dtype casting are unrelated multimodal model bugs." - }, - { - "left": "issue:43756", - "right": "issue:46402", - "accept": false, - "reason": "Smollm3 RoPE-layer dropping and Sam3 text-encoder weights not loading are different model-architecture issues." - }, - { - "left": "issue:43646", - "right": "issue:43749", + "left": "issue:43761", + "right": "issue:46829", "accept": false, - "reason": "Custom model initialization regression and FSDP RAM-efficient loading are not the same underlying problem." + "reason": "Both mention hidden_states, but one returns None when requested and the other misplaces last_hidden_state into hidden_states; different bugs." }, { - "left": "issue:43653", - "right": "issue:43927", - "accept": false, - "reason": "BigBird mask-token special-token registration and DiaConfig custom token IDs after save/load are related only at a very high level." + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression: both report incorrect checkpoint/key serialization, with 45357 reading like a follow-up symptom." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The issue-pair judgments are mostly conservative and the save_pretrained/tied-weights pairings look grounded, but the summary overreaches in one place: it describes a \u201cSigLIP2 output-correctness pair,\u201d yet the only SigLIP2-related item in the packet (38175) is paired with a processor/tokenizer regression (43295), which the analyst itself marks non-duplicate. Also, the claim that 45005 has a \u201chigh-impact, broad user-facing surface area\u201d is stronger than what is directly established by the packet. Please tighten the summary to only state what is supported by the listed pairs." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7992,65 +8020,76 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ "issue:32090", "issue:33666", "issue:36010", - "issue:36331", "issue:41720", "issue:42898", "issue:43278", + "issue:43295", "issue:43452", "issue:43504", "issue:43525", "issue:43550", - "issue:43572", "issue:43577", - "issue:43606", - "issue:43611", + "issue:43646", + "issue:43653", "issue:43688", - "issue:43720", + "issue:43749", + "issue:43756", "issue:43761", - "issue:43782", "issue:43927", - "issue:44361", "issue:44464", "issue:44466", "issue:44479", "issue:44484", - "issue:44554", - "issue:44610", + "issue:44568", "issue:44625", "issue:44704", "issue:44734", "issue:44743", "issue:44821", "issue:44843", - "issue:44964", "issue:44977", "issue:44991", - "issue:45405", + "issue:45356", "issue:45440", - "issue:45491", - "issue:46002", + "issue:45542", + "issue:45701", + "issue:45704", "issue:46050", + "issue:46178", + "issue:46402", "issue:46491", "issue:46612", "issue:46693", + "issue:46701", "issue:46821", - "issue:46846", + "issue:46832", + "issue:46932", "issue:47013" ], "soft_pairs": [ - "issue:44821|issue:46821", - "issue:44464|issue:44743", + "issue:43525|issue:46701", + "issue:43688|issue:45704", + "issue:43295|issue:45356", + "issue:45542|issue:46178", + "issue:43653|issue:44568", + "issue:43688|issue:45701", + "issue:46832|issue:46932", + "issue:43756|issue:46402", + "issue:43646|issue:43749", + "issue:43653|issue:43927", "issue:44843|issue:44991", + "issue:44464|issue:44743", + "issue:44821|issue:46821", "issue:42898|issue:46491", "issue:44479|issue:44625", "issue:33666|issue:36010", - "issue:43452|issue:43577", "issue:43761|issue:47013", + "issue:43452|issue:43577", "issue:32090|issue:33666", "issue:44466|issue:46050", "issue:43688|issue:45440", @@ -8059,223 +8098,205 @@ "issue:44977|issue:46693", "issue:44464|issue:44977", "issue:43504|issue:43550", - "issue:33666|issue:36331", "issue:44734|issue:46612", - "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:44964|issue:45405", - "issue:45491|issue:46002" + "issue:43278|issue:43688" ], - "prepared_review_unit_hash": "b0ce9f7c8f96d74a5457d660c8f8960a60f13cf68be055065a0c3762cffd24c1", + "prepared_review_unit_hash": "462563e68ca53653e91ab189ada3dbd0b9c94991bbd95c39499e9da75d279a1f", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36266, - "estimated_input_tokens": 9067, - "estimated_eval_tokens": 18390 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36310, + "estimated_input_tokens": 9078, + "estimated_eval_tokens": 18412 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a grab-bag of mostly unrelated Transformers regressions and feature bugs: tokenizer/loading issues, model config migration problems, generation/cache behavior, attention regressions, dtype/device mismatches, and a few training/runtime failures. None of the soft pairs look like true duplicates of the same concrete bug.", - "confidence": 0.67, - "canonical_issue_reason": "Issue 43611 is the broadest high-level loading regression in the set and the best representative bucket candidate; it targets a core v5 compatibility break rather than a model-specific symptom.", + "summary": "This cluster is a loose collection of unrelated Transformers bug reports and regressions spanning tokenization, loading, generation, distributed training, and dtype/device behavior. None of the soft edges appear to be true duplicates or mergeable PR-equivalent fixes.", + "confidence": 0.99, + "canonical_issue_reason": "No single canonical issue fits: the items are too heterogeneous to represent one underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43611 is the most general and potentially umbrella-worthy issue here, so it is the strongest single issue to anchor a duplicate cluster if one must be chosen.", + "best_issue_reason": "issue:43646 is the broadest representative of the set because it describes a general v5 initialization regression, but it is still not a duplicate target for the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44821", - "right": "issue:46821", + "left": "issue:43525", + "right": "issue:46701", "accept": false, - "reason": "Different features/models: image processor URL loading vs TimesFM window_size config; both are just AttributeErrors." + "reason": "Different failures: pad_token_id access vs a DiffusionGemma pipeline crash." }, { - "left": "issue:44464", - "right": "issue:44743", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "Both involve generation/cache behavior, but they affect different models and code paths with different failure modes." + "reason": "Unrelated bugs: MoE auxiliary-loss normalization vs T5/apex RMSNorm memory leak." }, { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer-loading regressions, but one is offline hub lookup in a regex patch and the other is a specific model tokenizer failure." + "reason": "Both are regression reports, but they concern different tokenizer behaviors and code paths." }, { - "left": "issue:42898", - "right": "issue:46491", + "left": "issue:45542", + "right": "issue:46178", "accept": false, - "reason": "Both concern tokenizer behavior, but one is a v5 API/default change and the other is a CodeLlama round-trip regression." + "reason": "Different backend errors: missing tf backend wiring vs unsupported tensorflow_text backend mapping." }, { - "left": "issue:44479", - "right": "issue:44625", - "accept": false, - "reason": "Video-input regression vs config propagation bug; different subsystems and symptoms." - }, - { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:43653", + "right": "issue:44568", "accept": false, - "reason": "Multi-GPU training setup issue vs GenerationMixin import error; unrelated bugs." + "reason": "Both involve tokenizers/special tokens, but the concrete bugs and affected models differ." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:43688", + "right": "issue:45701", "accept": false, - "reason": "Both are load-time issues, but gguf/from_pretrained breakage is not the same as Blip2 dtype casting." + "reason": "Shared theme of tokenization/version sensitivity only; the underlying bugs are different." }, { - "left": "issue:43761", - "right": "issue:47013", + "left": "issue:46832", + "right": "issue:46932", "accept": false, - "reason": "Both are output-contract mismatches, but they are for different models and unrelated code paths." + "reason": "RT-DETR feature-level mismatch vs Gemma4 quantized embedder dtype casting are unrelated." }, { - "left": "issue:32090", - "right": "issue:33666", + "left": "issue:43756", + "right": "issue:46402", "accept": false, - "reason": "Trainer broadcast TypeError is not the same bug as generic Qwen2-VL multi-GPU training support." + "reason": "Different model-loading problems: RoPE layer dropping vs Sam3 text encoder weights not loading." }, { - "left": "issue:44466", - "right": "issue:46050", + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "Both are save/load correctness issues, but one is tied-weight serialization and the other is quantized model deserialization." + "reason": "General custom init regression vs FSDP CPU RAM-efficient loading; not the same code-path bug." }, { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "Both are MoE-related, but auxiliary-loss normalization is a different defect from DeepSeekV3 implementation divergence." + "reason": "Different tokenizer/config persistence issues affecting different models." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "A shard-size question is unrelated to processor kwargs passthrough." + "reason": "Offline hub lookup regression vs tokenizer loading failure for a specific model; not the same defect." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "Different failures: device-mapping cuda assert vs compiled-forward generation inconsistency." + "reason": "Both touch generation/cache behavior, but one is chunked generation with compiled forward and the other is recurrent-state resetting." }, { - "left": "issue:44977", - "right": "issue:46693", + "left": "issue:44821", + "right": "issue:46821", "accept": false, - "reason": "Both involve FA2 and generation, but one is a correctness bug and the other is a performance regression." + "reason": "AutoImageProcessor URL loading and TimesFM window_size are unrelated." }, { - "left": "issue:44464", - "right": "issue:44977", + "left": "issue:42898", + "right": "issue:46491", "accept": false, - "reason": "Different mechanisms: compiled-forward inconsistency vs flash-attention generation behavior." + "reason": "General cleanup-tokenization behavior change vs a CodeLlama encode/decode leading-space regression." }, { - "left": "issue:43504", - "right": "issue:43550", + "left": "issue:44479", + "right": "issue:44625", "accept": false, - "reason": "Unrelated model-loading bug vs torch.compile/SDPA runtime failure." + "reason": "Video-input regression for Qwen VL models vs num_labels propagation in Qwen3.5 config." }, { "left": "issue:33666", - "right": "issue:36331", + "right": "issue:36010", "accept": false, - "reason": "Multi-GPU training support vs Trainer.compute_loss signature breakage." + "reason": "Multi-GPU Qwen2-VL training vs an import error for GenerationMixin; no shared underlying bug." }, { - "left": "issue:44734", - "right": "issue:46612", + "left": "issue:43761", + "right": "issue:47013", "accept": false, - "reason": "KV-cache continuation crash in serve is not the same as beam-search cache reorder being skipped in several recurrent models." + "reason": "Different state-output bugs in different model families and execution modes." }, { - "left": "issue:43278", - "right": "issue:43688", + "left": "issue:43452", + "right": "issue:43577", "accept": false, - "reason": "Both mention model math regressions, but one is embedding dtype drift and the other is auxiliary-loss normalization." + "reason": "gguf_file/from_pretrained loading failure vs Blip2 dtype mismatch; unrelated." }, { - "left": "issue:43504", - "right": "issue:43720", + "left": "issue:32090", + "right": "issue:33666", "accept": false, - "reason": "Legacy-field loading failure vs packed-weight unloading bug during accelerate loading." + "reason": "Both concern distributed training, but the TypeError and the Qwen2-VL multi-GPU issue are different." }, { - "left": "issue:43720", - "right": "issue:43927", + "left": "issue:44466", + "right": "issue:46050", "accept": false, - "reason": "Different targets: packed-weight accelerate loading vs config save/load token-ID loss." + "reason": "Serialization inconsistency for tied weights vs quantized save/load breakage; different mechanisms." }, { - "left": "issue:43606", - "right": "issue:43927", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "CPU offload device mismatch is unrelated to DiaConfig losing custom token IDs." + "reason": "Different model implementations and different bugs." }, { - "left": "issue:43611", - "right": "issue:46846", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "Both are v5 loading/config issues, but one is broad base_model_prefix compatibility and the other is a Qwen3.5 tensor-parallel plan omission." + "reason": "save_pretrained shard sizing question vs AutoProcessor kwargs forwarding bug; not duplicates." }, { - "left": "issue:43577", - "right": "issue:44554", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "Different symptoms and code paths: Blip2 dtype casting vs MPS attention correctness." + "reason": "cudaErrorAssert on auto device mapping vs compiled-forward chunked generation inconsistency." }, { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:44977", + "right": "issue:46693", "accept": false, - "reason": "Legacy-field loading vs processor/model image-size mismatch are different bugs." + "reason": "Flash-attention correctness regression in Qwen3.5 vs a performance regression with FA2 long-context generation." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:44464", + "right": "issue:44977", "accept": false, - "reason": "Similar shape of bug, but different configs and missing fields; no evidence of the same underlying defect." + "reason": "Both mention generation, but the model, failure mode, and code path differ." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:43504", + "right": "issue:43550", "accept": false, - "reason": "Packed-weight loading bug vs tokenizer task AttributeError." + "reason": "Legacy-field loading bug vs torch.compile/SDPA failure; no common underlying bug." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:44734", + "right": "issue:46612", "accept": false, - "reason": "Model loading failure vs a dependency version pin issue." + "reason": "Different cache/generation bugs in different subsystems and models." }, { - "left": "issue:45491", - "right": "issue:46002", + "left": "issue:43278", + "right": "issue:43688", "accept": false, - "reason": "Both mention NaNs, but the attention/sliding-window GPU issue is different from classification-head init/checkpoint NaNs." + "reason": "dtype mismatch between training/eval vs auxiliary-loss normalization; unrelated." } ] }, @@ -8297,57 +8318,71 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ "issue:28218", "issue:33357", "issue:33666", + "issue:36331", "issue:39692", "issue:42796", "issue:43278", "issue:43295", - "issue:43334", "issue:43493", "issue:43504", + "issue:43525", "issue:43572", - "issue:43575", + "issue:43577", "issue:43606", + "issue:43611", "issue:43643", "issue:43646", "issue:43701", - "issue:43824", + "issue:43720", + "issue:43782", "issue:43825", "issue:43844", "issue:43927", "issue:43994", - "issue:44291", "issue:44361", "issue:44466", - "issue:44488", "issue:44514", "issue:44554", "issue:44561", "issue:44568", - "issue:44589", + "issue:44610", "issue:44625", - "issue:44792", - "issue:44843", - "issue:44849", + "issue:44964", "issue:44977", "issue:45290", "issue:45405", + "issue:45491", "issue:45584", - "issue:45759", - "issue:45812", "issue:45823", + "issue:46002", "issue:46050", "issue:46192", "issue:46209", "issue:46365", "issue:46489", - "issue:46710" + "issue:46693", + "issue:46846", + "issue:47254" ], "soft_pairs": [ + "issue:33666|issue:36331", + "issue:43504|issue:43720", + "issue:45405|issue:47254", + "issue:43720|issue:43927", + "issue:43782|issue:46693", + "issue:43606|issue:43927", + "issue:43611|issue:46846", + "issue:43577|issue:44554", + "issue:43504|issue:44610", + "issue:43525|issue:43572", + "issue:45491|issue:46002", + "issue:43720|issue:44361", + "issue:44964|issue:45405", "issue:43643|issue:44561", "issue:44625|issue:45584", "issue:44514|issue:45290", @@ -8356,223 +8391,217 @@ "issue:44977|issue:46209", "issue:44554|issue:46365", "issue:45823|issue:46050", - "issue:42796|issue:44977", "issue:43994|issue:46192", "issue:39692|issue:43295", - "issue:43493|issue:43844", + "issue:42796|issue:44977", "issue:43278|issue:43844", + "issue:43493|issue:43844", "issue:43278|issue:43701", "issue:43646|issue:44466", - "issue:44568|issue:46489", - "issue:46209|issue:46710", - "issue:43927|issue:44361", - "issue:44792|issue:45405", - "issue:43575|issue:45405", - "issue:33357|issue:33666", - "issue:44568|issue:45812", - "issue:44849|issue:46209", - "issue:44488|issue:44843", - "issue:43572|issue:44291", - "issue:43334|issue:45759", - "issue:43504|issue:43606", - "issue:43824|issue:44589" + "issue:44568|issue:46489" ], - "prepared_review_unit_hash": "25ce1d6c4ff3b8a645cfeea8f6d7b4b9361ae587316369fbaee91440089bcec8", + "prepared_review_unit_hash": "4b3422f8095ac86b210d08141ffb11803bc32a631a3bda1c1451059e35a5df35", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35699, - "estimated_input_tokens": 8925, - "estimated_eval_tokens": 18106 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36539, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: it mixes unrelated tokenizer, config, multimodal, loading, and training regressions. None of the soft pairs look like the same underlying bug/change, so no duplicate merges are justified.", - "confidence": 0.95, - "canonical_issue_reason": "Issue #45812 is the best representative issue: it is a broad, high-impact tokenizer regression affecting all Granite models and has stronger evidence than the rest of the mixed cluster.", + "summary": "This cluster is too heterogeneous to treat as a duplicate set. The soft pairs are mostly superficial matches around tokenizers, configs, loading, or training, but they describe different models, different failure modes, and different code paths.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #45812 is the most suitable single issue to anchor the cluster because it is broadly scoped, clearly reproducible, and impacts a whole model family.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "Both involve trust_remote_code, but the bugs differ: missing fields from AutoConfig vs removal of is_torch_fx_available breaking remote-code models." + "reason": "Different problems: Qwen2-VL multi-GPU training setup vs a CustomTrainer API mismatch in compute_loss." }, { - "left": "issue:44625", - "right": "issue:45584", + "left": "issue:43504", + "right": "issue:43720", "accept": false, - "reason": "Different models and failure modes: Qwen3.5 num_labels propagation vs Whisper empty-transcription generation after align_special_tokens." + "reason": "Unrelated model-loading bugs: BEiT legacy field handling vs BitNet packed-weight unpacking during accelerate loading." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:45405", + "right": "issue:47254", "accept": false, - "reason": "Both hit apply_chat_template, but one is batched padding=False crash and the other is tool-call assistant messages with no content; different code paths." + "reason": "One is a PEFT version bump; the other is a checkpointing failure with PEFT + DeepSpeed. Different changes and symptoms." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:43720", + "right": "issue:43927", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to the pipeline translation-task error message regression." + "reason": "BitNet packed-weight loading bug is unrelated to DiaConfig custom token ID loss and generation IndexError." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:43782", + "right": "issue:46693", "accept": false, - "reason": "Tokenizer spacing bug and MacOS CLIP bus error are unrelated symptoms with no shared code-path evidence." + "reason": "Qwen3VL from_pretrained weight_only error is not the same as an FA2 long-context performance regression." }, { - "left": "issue:44977", - "right": "issue:46209", + "left": "issue:43606", + "right": "issue:43927", "accept": false, - "reason": "Different model families and root causes: Qwen3.5 flash-attention generation vs FP8 inference failure on B200." + "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig save/load token ID corruption." }, { - "left": "issue:44554", - "right": "issue:46365", + "left": "issue:43611", + "right": "issue:46846", "accept": false, - "reason": "MPS attention correctness and Trainer import failure with datasets are unrelated." + "reason": "base_model_prefix loading regression is unrelated to missing linear_attn TP plan entries in Qwen3.5." }, { - "left": "issue:45823", - "right": "issue:46050", + "left": "issue:43577", + "right": "issue:44554", "accept": false, - "reason": "Gemma4 device-map mismatch and sinq save/load quantization breakage are different bugs." + "reason": "Blip2 dtype propagation bug is unrelated to an MPS attention correctness issue." }, { - "left": "issue:42796", - "right": "issue:44977", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "Ministral tokenizer BPE-marker handling is unrelated to Qwen3.5 flash-attention generation." + "reason": "Different model families and failures: BEiT pretrained loading vs OmDet-Turbo processor/model input-size mismatch." }, { - "left": "issue:43994", - "right": "issue:46192", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "SigLIP2 nonsensical outputs and return_tensors being ignored are different tokenizer/pipeline issues." + "reason": "Both involve config fields, but different models and different missing attributes; not the same bug." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:45491", + "right": "issue:46002", "accept": false, - "reason": "Documentation example errors for SigLIP2 are not the same bug as the v4.57.5 processor.tokenizer regression." + "reason": "Both mention NaNs, but one is Gemma3 mixed-length attention embeddings and the other is classification-head NaNs after checkout/init." }, { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "A model-implementation discrepancy is not the same as the ZeRO-3 gradient blow-up issue." + "reason": "BitNet weight-unpacking failure is unrelated to MLukeTokenizer AttributeError on tasks." }, { - "left": "issue:43278", - "right": "issue:43844", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "BF16-to-FP32 dtype drift in evaluate is unrelated to the DeepSpeed gradient regression." + "reason": "Phi-4 multimodal loading failure is unrelated to a PEFT minimum-version bump." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "Embedding dtype change and resume_from_checkpoint key mismatch are separate issues." + "reason": "Both touch trust_remote_code, but one is missing returned fields and the other is a missing helper breaking remote-code imports." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:44625", + "right": "issue:45584", "accept": false, - "reason": "Custom model initialization breakage and lm_head.weight serialization inconsistency are different v5 regressions." + "reason": "Qwen3.5 num_labels propagation is unrelated to Whisper empty-transcription failures after align_special_tokens." }, { - "left": "issue:44568", - "right": "issue:46489", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "Both are tokenizer bugs, but one is missing BOS/EOS insertion and the other is DeepSeek-Coder BPE-marker output corruption; not the same fix." + "reason": "Both involve apply_chat_template, but they fail on different inputs and different branches; not clearly one fix." }, { - "left": "issue:46209", - "right": "issue:46710", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "Both mention regressions after upgrading, but they affect different models and behaviors with no shared root cause shown." + "reason": "SigLIP2 model parity issue is unrelated to a pipeline error-message regression for translation tasks." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "DiaConfig save/load token ID loss and MLukeTokenizer task AttributeError are unrelated." + "reason": "Tokenizer spacing behavior and a MacOS bus error in CLIP are unrelated." }, { - "left": "issue:44792", - "right": "issue:45405", + "left": "issue:44977", + "right": "issue:46209", "accept": false, - "reason": "A janus test failure is unrelated to the PEFT minimum-version bump." + "reason": "Qwen3.5 flash-attention generation bug is unrelated to FP8 inference failure on B200." }, { - "left": "issue:43575", - "right": "issue:45405", + "left": "issue:44554", + "right": "issue:46365", "accept": false, - "reason": "TP OOM on Qwen2-57B-A14B-Instruct is unrelated to the PEFT dependency version issue." + "reason": "MPS attention correctness issue is unrelated to importing Trainer and datasets dependency conflicts." }, { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:45823", + "right": "issue:46050", "accept": false, - "reason": "MacOS bus error in CLIP loading and Qwen2-VL multi-GPU training are unrelated." + "reason": "Gemma4 device-map mismatch is unrelated to sinq quantized save/load breakage." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:43994", + "right": "issue:46192", "accept": false, - "reason": "Both are tokenizer-related, but they target different models and symptoms: special-token insertion vs Granite token-ID regression." + "reason": "SigLIP2 wrong outputs are unrelated to return_tensors being ignored when text_kwargs is passed." }, { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "Qwen3.5 hidden-state output bug and FP8 inference failure are separate regressions." + "reason": "Both mention processors/models, but one is a bad documentation example and the other is a v4.57.5 regression in custom processor/tokenizer access." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:42796", + "right": "issue:44977", "accept": false, - "reason": "Model loading failure for sleng-bert and offline-mode breakage from model_info() are distinct causes." + "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are different bugs." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:43278", + "right": "issue:43844", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and init_empty_weights argument incompatibility are unrelated config/model-init issues." + "reason": "Embedding dtype drift and a DeepSpeed gradient regression are different failure modes with different code paths." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id attribute and the other is improper text_config unwrapping; different bugs." + "reason": "SigLIP2 implementation mismatch is unrelated to gradient growth under ZeRO-3." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "Legacy field loading for Beit segmentation has nothing to do with Bark CPU offload device mismatch." + "reason": "Embedding dtype issue is unrelated to resume_from_checkpoint key mismatch." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to device-dependent lm_head.weight serialization." + }, + { + "left": "issue:44568", + "right": "issue:46489", "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration import and Float8 storage lookup failure are unrelated." + "reason": "Different tokenizer regressions affecting different models; DeepSeek-Coder's v5 gap is not the same as mdeberta-v3 BOS/EOS failure." } ] }, @@ -8594,47 +8623,46 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ - "issue:15354", - "issue:28218", "issue:29159", - "issue:29942", - "issue:30333", "issue:32090", - "issue:34567", - "issue:38175", - "issue:42490", - "issue:43257", - "issue:43299", + "issue:33357", + "issue:33666", "issue:43334", "issue:43504", "issue:43572", + "issue:43575", "issue:43606", "issue:43653", - "issue:43696", + "issue:43824", "issue:43844", "issue:43873", + "issue:43927", "issue:43937", "issue:43994", "issue:44112", + "issue:44291", + "issue:44361", "issue:44464", + "issue:44488", "issue:44493", + "issue:44568", "issue:44589", + "issue:44843", "issue:44849", "issue:44869", "issue:44964", "issue:45072", - "issue:45084", - "issue:45200", - "issue:45229", "issue:45245", "issue:45357", + "issue:45405", "issue:45520", "issue:45584", - "issue:45588", - "issue:45823", + "issue:45759", + "issue:45812", "issue:46050", + "issue:46209", "issue:46285", "issue:46399", "issue:46701", @@ -8646,224 +8674,238 @@ "issue:47145" ], "soft_pairs": [ - "issue:46821|issue:46832", + "issue:46209|issue:46710", + "issue:43927|issue:44361", + "issue:43575|issue:45405", + "issue:33357|issue:33666", + "issue:44568|issue:45812", + "issue:44849|issue:46209", + "issue:44488|issue:44843", + "issue:43572|issue:44291", + "issue:43334|issue:45759", + "issue:43504|issue:43606", + "issue:43824|issue:44589", "issue:44849|issue:45357", + "issue:46821|issue:46832", "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:45072|issue:46832", "issue:44849|issue:47145", - "issue:46399|issue:46846", "issue:43844|issue:44964", + "issue:46399|issue:46846", "issue:44464|issue:45584", "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" + "issue:44869|issue:46752" ], - "prepared_review_unit_hash": "48ba0df1b6fd6e7a0f125df7c0d00bdffa4b37e245f9435195302e4e90cd8f01", + "prepared_review_unit_hash": "68e44a9a2b0c5d35e308ad729f7b99047eaf80ddb0cadd18f37df0bc7294fdf6", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35858, - "estimated_input_tokens": 8965, - "estimated_eval_tokens": 18186 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36060, + "estimated_input_tokens": 9015, + "estimated_eval_tokens": 18286 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous cluster of unrelated issues rather than a duplicate set; the soft pairs mostly share only broad subsystem names, not the same concrete bug or fix path.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer, multimodal, quantization, loading, and training issues. None of the soft pairs look like the same underlying bug, so all candidate duplicate links should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out because the items span many unrelated subsystems and failure modes.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No global best issue for the cluster; it is not a coherent duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46821", - "right": "issue:46832", + "left": "issue:46209", + "right": "issue:46710", "accept": false, - "reason": "Different models and failures: a missing `window_size` attribute vs an RT-DETR forward/type mismatch." + "reason": "Both are model/runtime regressions, but one is FP8/B200 inference and the other is accuracy drift after upgrade; different bugs." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "Both mention Qwen3.5, but one is an `output_hidden_states` bug and the other is incorrect visual encoder keys on save; different code paths." + "reason": "Both involve config/tokenizer attribute problems, but they affect different models and code paths." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:43575", + "right": "issue:45405", "accept": false, - "reason": "Unrelated failures: missing Float8 storage type vs `flash_attn` import key error." + "reason": "OOM in tensor-parallel model loading is unrelated to an unreleased PEFT version bump." }, { - "left": "issue:45245", - "right": "issue:46710", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "Completely different symptoms: category-cardinality limit error vs accuracy regression after upgrade." + "reason": "Different model families and scenarios: MacOS bus error on CLIP vs Qwen2-VL multi-GPU training." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "Both are missing-config-field reports, but for different models and fields (`pad_token_id` vs `pad_token_idx`)." + "reason": "Both are tokenizer regressions, but one is add_special_tokens behavior for mdeberta and the other is wrong token IDs for Granite." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "Both concern Qwen3 MOE loading, but one is accelerate/deepspeed conversion and the other is a dev-version load breakage; not the same concrete bug." + "reason": "Qwen3.5 hidden-states behavior is unrelated to FP8 inference on B200." }, { - "left": "issue:44493", - "right": "issue:46285", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Different issues: unexpected `position_id` keys vs CLIP text-model structural inconsistency." + "reason": "Model load failure for a specific tokenizer is not the same as unconditional model_info() calls breaking offline mode." }, { - "left": "issue:43504", - "right": "issue:43653", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "Legacy-field loading bug for BEiT vs BigBird tokenizer special-token registration; unrelated fixes." + "reason": "Missing pad_token_idx in StableLmConfig is a different issue from init_empty_weights rejecting _is_hf_initialized." }, { - "left": "issue:43606", - "right": "issue:44112", + "left": "issue:43334", + "right": "issue:45759", "accept": false, - "reason": "CPU offload device mismatch in a model vs a stale CI test failure; not the same underlying problem." + "reason": "Both concern Qwen multimodal configs, but one is a missing pad_token_id and the other is AutoModelForCausalLM text_config unwrapping." }, { - "left": "issue:45072", - "right": "issue:46832", + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field load failure in BEiT is unrelated to a device-mismatch bug in bark-small CPU offload." + }, + { + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "Different subsystems and failures: dtype mismatches in inference vs RT-DETR forward/type error." + "reason": "Importing Qwen2.5-VL and missing Float8 storage are unrelated failures." }, { "left": "issue:44849", - "right": "issue:47145", + "right": "issue:45357", "accept": false, - "reason": "Different bugs: Qwen3.5 hidden-state output behavior vs FP8 compressed-tensor weight-scale loading corruption." + "reason": "Different Qwen3.5 problems: hidden_states output vs incorrect save_pretrained visual encoder keys." }, { - "left": "issue:46399", - "right": "issue:46846", + "left": "issue:46821", + "right": "issue:46832", "accept": false, - "reason": "Both are Qwen3.5-related, but one is a kernel registration decorator issue and the other is missing TP-plan entries causing OOM/shape errors." + "reason": "TimesFM window_size attribute error and RT-DETR feature-level mismatch are different model implementations." }, { - "left": "issue:43844", - "right": "issue:44964", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "ZeRO-3 gradient anomaly vs model loading failure for Phi-4 multimodal; no shared code path." + "reason": "Float8 storage lookup error is unrelated to flash_attn import handling on Python 3.13." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:45245", + "right": "issue:46710", "accept": false, - "reason": "Chunked generation under compiled forward vs Whisper empty-transcription failure after token alignment; unrelated." + "reason": "Category-count limit error is unrelated to the DeepSeek accuracy regression." }, { - "left": "issue:43937", - "right": "issue:44493", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "Invalid GenerationConfig vs unexpected `position_id` key warnings; different bug classes." + "reason": "Different Qwen multimodal vs StableLm config regressions with different missing fields." }, { - "left": "issue:43873", - "right": "issue:46050", + "left": "issue:44493", + "right": "issue:46285", "accept": false, - "reason": "Quantization/offloading behavior vs save/load breakage for sinq-quantized models; not the same defect." + "reason": "Unexpected position-id keys across many models is not the same as the CLIP text-model structure change." }, { - "left": "issue:29159", - "right": "issue:32090", + "left": "issue:43504", + "right": "issue:43653", "accept": false, - "reason": "Tokenizer slow/fast inconsistency vs NoneType broadcast error in Trainer; unrelated." + "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are unrelated." }, { - "left": "issue:43937", - "right": "issue:46701", + "left": "issue:43606", + "right": "issue:44112", "accept": false, - "reason": "One is config validation, the other is a diffusion pipeline output-type issue; not mergeable as one fix." + "reason": "A real CPU-offload device mismatch is not the same as a stale CI test failure." }, { - "left": "issue:44869", - "right": "issue:46752", + "left": "issue:45072", + "right": "issue:46832", "accept": false, - "reason": "Whisper timestamp decode crash vs empty-list chat template IndexError; both are input-edge crashes but different functions and failures." + "reason": "bfloat16 dtype mismatches in two models are not the same as RT-DETR's feature-level mismatch." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:44849", + "right": "issue:47145", "accept": false, - "reason": "Gemma4 text-only token-id defaulting bug vs multi-GPU inference OOM; different symptoms and code paths." + "reason": "Qwen3.5 hidden_states behavior and FP8 weight_scale loading corruption are unrelated." }, { - "left": "issue:45229", - "right": "issue:45823", + "left": "issue:43844", + "right": "issue:44964", "accept": false, - "reason": "Both are Gemma4, but one is CUDA OOM and the other is device mismatch with `device_map=\"auto\"`; not the same bug." + "reason": "DeepSpeed ZeRO-3 gradient growth is unrelated to loading a specific multimodal model." }, { - "left": "issue:42490", - "right": "issue:43696", + "left": "issue:46399", + "right": "issue:46846", "accept": false, - "reason": "Local-path import warning vs GPT-oss-20b CUDA OOM; unrelated." + "reason": "Both are Qwen3.5 tensor-parallel/kernel issues, but one is kernel registration and the other is missing TP-plan entries causing OOM/shape errors." }, { - "left": "issue:28218", - "right": "issue:34567", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "Tokenizer spacing bug vs TrainerState token counter not updating; different components entirely." + "reason": "Chunked generation with compiled forward and Whisper empty-transcription failure are different code paths." }, { - "left": "issue:45588", + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Siglip2 nonsensical outputs are not the same as unexpected position-id keys." + }, + { + "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Flash-attention `s_aux=None` crash vs quantized save/load corruption; unrelated." + "reason": "Quantization/offloading behavior and sinq save/load breakage are related broadly but not the same bug." }, { - "left": "issue:45084", - "right": "issue:45520", + "left": "issue:29159", + "right": "issue:32090", "accept": false, - "reason": "Template-node compilation error vs `flash_attn` import key error; different failure modes." + "reason": "Tokenizer fast/slow inconsistency is unrelated to Trainer GPU broadcast NoneType errors." }, { - "left": "issue:29942", - "right": "issue:30333", + "left": "issue:43937", + "right": "issue:46701", "accept": false, - "reason": "Flash Attention CI failure vs MLflow reporting on failed jobs; no shared underlying bug." + "reason": "Invalid GenerationConfig for GLM-5 is not the same as DiffusionGemma pipeline output handling." }, { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:44869", + "right": "issue:46752", "accept": false, - "reason": "TorchScript GeneratorExp export limitation vs SigLIP2 zero-probability outputs; unrelated." + "reason": "Whisper decode crash on trailing replacement characters is different from apply_chat_template failing on an empty list." } ] }, @@ -8885,57 +8927,68 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ + "issue:15354", "issue:28218", - "issue:29870", "issue:29942", - "issue:35141", + "issue:30333", + "issue:34567", "issue:37428", - "issue:39692", + "issue:38175", "issue:41720", "issue:42490", - "issue:42915", + "issue:42947", "issue:43065", "issue:43295", + "issue:43381", "issue:43450", "issue:43493", "issue:43540", "issue:43550", "issue:43572", - "issue:43575", + "issue:43696", "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:45084", "issue:45198", "issue:45200", - "issue:45290", + "issue:45229", "issue:45406", "issue:45446", "issue:45520", "issue:45588", "issue:45759", "issue:45823", + "issue:46050", "issue:46121", - "issue:46178", "issue:46192", "issue:46369", "issue:46701", "issue:46710", - "issue:46821" + "issue:46821", + "issue:47013", + "issue:47254" ], "soft_pairs": [ + "issue:45200|issue:45229", + "issue:45229|issue:45823", + "issue:28218|issue:34567", + "issue:42947|issue:43381", + "issue:45084|issue:45520", + "issue:42490|issue:43696", + "issue:45588|issue:46050", + "issue:47013|issue:47254", + "issue:29942|issue:30333", + "issue:15354|issue:38175", "issue:43493|issue:43701", "issue:44554|issue:45446", "issue:41720|issue:46710", @@ -8946,242 +8999,198 @@ "issue:43295|issue:43450", "issue:44977|issue:46710", "issue:45072|issue:45198", - "issue:45588|issue:45759", "issue:45406|issue:46121", + "issue:45588|issue:45759", "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:45823|issue:46192", - "issue:43450|issue:43575", - "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" + "issue:43550|issue:43844" ], - "prepared_review_unit_hash": "13ee7cb56c4da2f6a207098f1f5f927e265b324f281057c7dd18bbc0404d5913", + "prepared_review_unit_hash": "a0b36cc52aa994bf4ad88c4a884a4af376ee53dafc155597b563cf8485f3d19a", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36555, - "estimated_input_tokens": 9139, - "estimated_eval_tokens": 18534 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35766, + "estimated_input_tokens": 8942, + "estimated_eval_tokens": 18140 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set: the items cover many unrelated bugs across tokenizers, multimodal processors, serving, attention backends, and model-loading edge cases. No soft pair looks like the same underlying issue, so all candidate merges are rejected.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This cluster is not a true duplicate set; it mixes many unrelated bugs across tokenization, serving, quantization, attention, checkpointing, and model-specific regressions. All soft edges are false positives.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items are heterogeneous and do not describe the same underlying bug or change.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No single best issue: none of these issues is a valid representative for a duplicate cluster because the set is broadly unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43493", - "right": "issue:43701", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "Different subsystems and failure modes: SigLIP2 implementation mismatch vs checkpoint key mismatch." + "reason": "Different bugs: missing `mm_token_type_ids` default for text-only fine-tuning vs multi-GPU inference CUDA OOM." }, { - "left": "issue:44554", - "right": "issue:45446", - "accept": false, - "reason": "MPS attention correctness bug is unrelated to a PyTorch version check/import guard issue." - }, - { - "left": "issue:41720", - "right": "issue:46710", - "accept": false, - "reason": "One is a device-map cuda assert on A800; the other is an accuracy regression after upgrade." - }, - { - "left": "issue:43065", - "right": "issue:46369", - "accept": false, - "reason": "SAM3 pixel-decoder dummy layer issue is unrelated to SAM3 LiteText memory overflow." - }, - { - "left": "issue:44977", - "right": "issue:46701", - "accept": false, - "reason": "Qwen3.5 flash-attention generation bug does not match a DiffusionGemma pipeline failure." - }, - { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "Both are serve crashes, but they hit different code paths: continuous batching multimodal handling vs KV-cache continuation indexing." + "reason": "Both concern Gemma4, but one is CUDA OOM and the other is a `device_map=\"auto\"` device mismatch; not the same fix." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:28218", + "right": "issue:34567", "accept": false, - "reason": "ImportError for a removed flash-attention symbol is separate from meta-device model loading breakage." + "reason": "Tokenizer adds a space after an added token; the other is TrainerState `num_input_tokens_seen` not updating." }, { - "left": "issue:43295", - "right": "issue:43450", + "left": "issue:42947", + "right": "issue:43381", "accept": false, - "reason": "Processor.tokenizer regression is unrelated to batched video processor output shape." + "reason": "Both mention gradient checkpointing, but one is ineffective with PEFT LoRA and the other forbids use in eval mode." }, { - "left": "issue:44977", - "right": "issue:46710", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "Flash-attention generation failure and post-upgrade accuracy regression are different problems." + "reason": "`Can't compile non template nodes` is unrelated to the Python 3.13 `flash_attn` import KeyError." }, { - "left": "issue:45072", - "right": "issue:45198", + "left": "issue:42490", + "right": "issue:43696", "accept": false, - "reason": "BF16 dtype mismatches are unrelated to Wav2Vec2 save_pretrained/tokenization failures." + "reason": "Local-path import warning and GPT-oss-20b CUDA OOM are unrelated issues." }, { "left": "issue:45588", - "right": "issue:45759", - "accept": false, - "reason": "Flash-attention sinkless-model crash is unrelated to AutoModelForCausalLM composite-config unwrapping." - }, - { - "left": "issue:45406", - "right": "issue:46121", + "right": "issue:46050", "accept": false, - "reason": "Gemma4Processor missing _tokenizer is unrelated to rope-parameter JSON list handling." + "reason": "Flash-attention sinkless crash on `s_aux=None` is unrelated to quantized save/load breakage." }, { - "left": "issue:43295", - "right": "issue:43873", + "left": "issue:47013", + "right": "issue:47254", "accept": false, - "reason": "Processor API regression is unrelated to quantization offloading behavior." + "reason": "xLSTM return-state unpacking crash and PEFT+ZeRO-3 checkpoint errors are different code paths." }, { - "left": "issue:43540", - "right": "issue:45200", + "left": "issue:29942", + "right": "issue:30333", "accept": false, - "reason": "Qwen3OmniMoe video-input validation differs from Gemma4 mm_token_type_ids defaults." + "reason": "Failing Flash Attention 2 tests and MLFlow job-reporting problems are unrelated." }, { - "left": "issue:43572", - "right": "issue:46821", + "left": "issue:15354", + "right": "issue:38175", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is not the same as TimesFM window_size AttributeError." + "reason": "TorchScript `GeneratorExp` export failure is unrelated to SigLIP2 zero-probability outputs." }, { - "left": "issue:44186", - "right": "issue:46192", + "left": "issue:43493", + "right": "issue:43701", "accept": false, - "reason": "Tokenizer crash on NER/batching is separate from return_tensors being ignored when text_kwargs is passed." + "reason": "SigLIP2 HF/JAX discrepancy and `resume_from_checkpoint` key mismatch are different bugs." }, { - "left": "issue:43550", - "right": "issue:43844", + "left": "issue:44554", + "right": "issue:45446", "accept": false, - "reason": "torch.compile+SDPA model failure is unrelated to ZeRO-3 gradient growth." + "reason": "MPS attention correctness issue and a wrong PyTorch version check in flex attention are separate problems." }, { - "left": "issue:43295", - "right": "issue:44610", + "left": "issue:41720", + "right": "issue:46710", "accept": false, - "reason": "Processor/tokenizer regression is not the same as OmDet-Turbo input-size mismatch." + "reason": "Qwen3 device-mapping CUDA assert and DeepSeek accuracy regression are not the same underlying defect." }, { - "left": "issue:45823", - "right": "issue:46192", + "left": "issue:43065", + "right": "issue:46369", "accept": false, - "reason": "Gemma4 device_map auto placement bug is unrelated to return_tensors/text_kwargs behavior." + "reason": "Dummy `nn.Conv2d` in `Sam3PixelDecoder` and memory overflow in sam3-litetext are different symptoms and fixes." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:44977", + "right": "issue:46701", "accept": false, - "reason": "Batched video processor shape bug and TP OOM are different issues." + "reason": "Qwen3.5 flash-attention generation failure and DiffusionGemma pipeline failure are unrelated." }, { - "left": "issue:29870", - "right": "issue:29942", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "BART decoder_attention_mask UnboundLocalError is unrelated to Flash Attention 2 test failures." + "reason": "Both hit `transformers serve`, but one is multimodal batching `AttributeError` and the other is KV-cache continuation tensor indexing." }, { - "left": "issue:43572", - "right": "issue:44987", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is not the same as loading physical-intelligence/fast on transformers>=5.1." + "reason": "Missing `_flash_supports_window_size` import and meta-device model-loading breakage are distinct issues." }, { - "left": "issue:45520", - "right": "issue:46178", + "left": "issue:43295", + "right": "issue:43450", "accept": false, - "reason": "flash_attn import KeyError on Python 3.13 is unrelated to tensorflow_text backend mapping." + "reason": "Processor tokenizer regression and batched video-shape bug are different multimodal failures." }, { - "left": "issue:37428", - "right": "issue:43824", + "left": "issue:45072", + "right": "issue:45198", "accept": false, - "reason": "Different import problems: missing flash-support helper vs missing Qwen2.5 VL export." + "reason": "bfloat16 dtype mismatch in inference and Wav2Vec2 save/tokenization failures are unrelated." }, { - "left": "issue:45200", - "right": "issue:45823", + "left": "issue:45406", + "right": "issue:46121", "accept": false, - "reason": "Both concern multimodal Gemma4, but one is a missing default tensor field while the other is a forward device mismatch." + "reason": "Gemma4Processor missing `_tokenizer` in serve and rope-parameter type conversion errors are separate bugs." }, { - "left": "issue:42490", - "right": "issue:43493", + "left": "issue:45588", + "right": "issue:45759", "accept": false, - "reason": "Trailing-slash local path import warning is unrelated to SigLIP2 implementation discrepancy." + "reason": "Flash-attention `s_aux=None` crash and Qwen multimodal config unwrapping are unrelated code paths." }, { "left": "issue:43295", - "right": "issue:43493", + "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer regression does not match a model-vs-JAX numerical discrepancy." + "reason": "Processor `_tokenizer` regression and quantization offloading issues are not the same problem." }, { - "left": "issue:39692", - "right": "issue:46192", + "left": "issue:43540", + "right": "issue:45200", "accept": false, - "reason": "SigLIP2 docs example errors are unrelated to return_tensors being ignored with explicit text_kwargs." + "reason": "Qwen3OmniMoe video-input processing error and Gemma4 text-only `mm_token_type_ids` default issue are unrelated." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:43572", + "right": "issue:46821", "accept": false, - "reason": "Both touch apply_chat_template, but one is zero assistant masks for multimodal inputs and the other crashes on tool-call assistant messages; different bugs." + "reason": "StableLmConfig `pad_token_idx` regression and TimesFM `window_size` AttributeError affect different models and paths." }, { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:44186", + "right": "issue:46192", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to a missing Qwen2.5 VL import." + "reason": "LayoutLMv2 batched padding/NER crash and `return_tensors` being ignored are different tokenizer bugs." }, { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:43550", + "right": "issue:43844", "accept": false, - "reason": "Tokenizer added-space bug is unrelated to embedding reinitialization after resize." + "reason": "Bamba torch.compile SDPA failure and ZeRO-3 gradient explosion are unrelated training/runtime issues." } ] }, @@ -9203,51 +9212,51 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ - "issue:41720", + "issue:28218", + "issue:29870", + "issue:29942", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:42915", "issue:43262", "issue:43278", + "issue:43295", "issue:43334", - "issue:43335", - "issue:43388", "issue:43450", "issue:43452", + "issue:43493", "issue:43525", "issue:43526", - "issue:43550", - "issue:43606", + "issue:43572", + "issue:43575", "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:44521", "issue:44610", "issue:44737", "issue:44792", - "issue:44857", - "issue:44898", - "issue:45083", + "issue:44987", "issue:45127", "issue:45198", "issue:45200", - "issue:45325", + "issue:45290", "issue:45381", - "issue:45412", + "issue:45520", "issue:45563", - "issue:45584", - "issue:45593", + "issue:45823", + "issue:46178", "issue:46192", "issue:46209", - "issue:46234", "issue:46285", "issue:46512", "issue:46894", @@ -9255,6 +9264,20 @@ "issue:46932" ], "soft_pairs": [ + "issue:43295|issue:44610", + "issue:45823|issue:46192", + "issue:43450|issue:43575", + "issue:43572|issue:44987", + "issue:29870|issue:29942", + "issue:45520|issue:46178", + "issue:37428|issue:43824", + "issue:45200|issue:45823", + "issue:42490|issue:43493", + "issue:43295|issue:43493", + "issue:39692|issue:46192", + "issue:44521|issue:45290", + "issue:42915|issue:43824", + "issue:28218|issue:35141", "issue:45381|issue:46209", "issue:44466|issue:45127", "issue:43278|issue:43856", @@ -9263,230 +9286,216 @@ "issue:43262|issue:43450", "issue:43824|issue:43975", "issue:43452|issue:46512", - "issue:44442|issue:45198", "issue:43334|issue:43525", + "issue:44442|issue:45198", "issue:43950|issue:46285", "issue:43526|issue:46192", "issue:45200|issue:46899", "issue:45200|issue:46932", - "issue:44792|issue:45563", - "issue:43819|issue:44112", - "issue:44898|issue:45412", - "issue:43335|issue:43550", - "issue:45200|issue:45325", - "issue:41720|issue:46209", - "issue:44561|issue:46234", - "issue:43819|issue:45083", - "issue:44610|issue:44857", - "issue:43827|issue:43901", - "issue:43606|issue:45083", - "issue:44857|issue:45593", - "issue:43335|issue:43653", - "issue:43388|issue:43526", - "issue:44206|issue:45584" + "issue:44792|issue:45563" ], - "prepared_review_unit_hash": "ebb8a76c16932fe96043980edd28d4a58e5fa4c3b5ca3153e89ca4ad4d1c1b12", + "prepared_review_unit_hash": "7cd4452ed6da72fa7fba5ce69640a50cccd39f6b7e98c9af41207ad7c183950a", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36854, - "estimated_input_tokens": 9214, - "estimated_eval_tokens": 18684 + "serialized_chars": 36789, + "estimated_input_tokens": 9198, + "estimated_eval_tokens": 18652 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous; none of the soft pairs look like the same underlying bug/change, so no duplicate edges should be merged. If a single issue must be chosen as the anchor, the broad core-loading regression in `from_pretrained()` (issue 43950) is the best representative among these unrelated reports.", - "confidence": 0.83, - "canonical_issue_reason": "Issue 43950 is a broad, high-signal framework regression in a core loading path with a detailed repro; it is the best anchor among an otherwise unrelated set of issues.", + "summary": "The cluster is mostly a set of unrelated issue reports that only look superficially similar by subsystem or API name. I found no strong duplicate PR candidates, and all soft edges should be rejected.", + "confidence": 0.34, + "canonical_issue_reason": "issue:46894 is the most central/open report in the set, with the highest inbound references and a concrete, well-scoped bug description.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43950 is the most suitable issue to represent the cluster because it is concrete, broadly impactful, and self-contained compared with the more model-specific reports.", + "best_issue_reason": "Best anchor for deduping: it is widely referenced, clearly actionable, and specific enough to represent a concrete underlying issue rather than a broad theme.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45381", - "right": "issue:46209", + "left": "issue:43295", + "right": "issue:44610", "accept": false, - "reason": "Both are model/runtime bugs, but one is a Qwen2.5-VL position-id issue and the other is an FP8 B200 inference failure; different code paths and symptoms." + "reason": "Both are processor/model-input problems, but one is a tokenizer/processor API regression and the other is an image-size mismatch for OmDet-Turbo; different bugs." }, { - "left": "issue:44466", - "right": "issue:45127", + "left": "issue:45823", + "right": "issue:46192", "accept": false, - "reason": "Both mention tied weights/serialization, but one is about inconsistent `lm_head.weight` serialization and the other about LoRA merge collapse after vocab extension; not the same bug." + "reason": "Device-map forward mismatch and silent return_tensors ignoring are unrelated code paths and symptoms." }, { - "left": "issue:43278", - "right": "issue:43856", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "One is an eval/training dtype mismatch, the other is Qwen3 MoE memory usage; no shared concrete failure mode." + "reason": "Batched video shape bug and a TP OOM on loading Qwen2-57B are not the same underlying issue." }, { - "left": "issue:44737", - "right": "issue:46894", + "left": "issue:43572", + "right": "issue:44987", "accept": false, - "reason": "CPU `torch.arange` placement in XLNet and a CohereASR double-shift training-loss bug are unrelated." + "reason": "Missing pad_token_idx in StableLmConfig and a transformers version load failure for physical-intelligence/fast are distinct failures." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:29870", + "right": "issue:29942", "accept": false, - "reason": "Tokenizer special-token registration and a GraniteSpeech stale device-override test are different problems." + "reason": "Bart generate() UnboundLocalError and Flash Attention 2 test failures do not point to the same code defect." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:45520", + "right": "issue:46178", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and batched video shape handling are different modality-specific bugs." + "reason": "Import mapping failure for flash_attn on Python 3.13 is unrelated to tensorflow_text backend validation." }, { - "left": "issue:43824", - "right": "issue:43975", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "An import error for a Qwen VL class and a DeepSeek detokenization regression are unrelated." + "reason": "Different import errors affecting different modules/models; no shared concrete fix path is evident." }, { - "left": "issue:43452", - "right": "issue:46512", + "left": "issue:45200", + "right": "issue:45823", "accept": false, - "reason": "Broken GGUF loading and stale `config.dtype` after `from_config(dtype=...)` affect different code paths." + "reason": "Gemma4 mm_token_type_ids defaulting and a forward device mismatch are separate bugs." }, { - "left": "issue:44442", - "right": "issue:45198", + "left": "issue:42490", + "right": "issue:43493", "accept": false, - "reason": "FastSpeech2 tokenizer loading failure and Wav2Vec2 save/tokenization failure are distinct model-specific issues." + "reason": "Local-path trailing-slash import warning is unrelated to SigLIP2 implementation discrepancy." }, { - "left": "issue:43334", - "right": "issue:43525", + "left": "issue:43295", + "right": "issue:43493", "accept": false, - "reason": "Both are missing-`pad_token_id` attribute errors, but they involve different config classes/models and likely separate fixes." + "reason": "Custom processor.tokenizer regression and SigLIP2 HF-vs-JAX discrepancy are different problems." }, { - "left": "issue:43950", - "right": "issue:46285", + "left": "issue:39692", + "right": "issue:46192", "accept": false, - "reason": "Non-persistent buffer corruption in `from_pretrained()` and CLIP class structure inconsistency are unrelated." + "reason": "Documentation/example errors and return_tensors being ignored are not the same underlying defect." }, { - "left": "issue:43526", - "right": "issue:46192", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "Incorrect label reduction in `BeitImageProcessorFast` and ignored `return_tensors` with `text_kwargs` are different API bugs." + "reason": "Both involve apply_chat_template, but one is zeroed assistant masks for multimodal inputs and the other is a crash on tool-call messages; too different to merge." }, { - "left": "issue:45200", - "right": "issue:46899", + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "`mm_token_type_ids` defaults and unsafe dtype casting in Gemma4 multimodal embedders are different failures." + "reason": "Qwen3MoE FP8 failure and a Qwen2.5-VL import error are unrelated." }, { - "left": "issue:45200", - "right": "issue:46932", + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "Same as above: token-type-id defaults vs quantized vision/audio dtype casting are not the same bug." + "reason": "Tokenizer spacing after added token and post_init reinitializing output embeddings are distinct behaviors in different parts of the stack." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:45381", + "right": "issue:46209", "accept": false, - "reason": "A Janus image-generation test failure and a stale `num_return_sequences` warning in paged generation are unrelated." + "reason": "Wrong vision_position_ids for Qwen2.5-VL video input and FP8 inference failure on B200 are unrelated." }, { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "DAC latent/forward mismatch and a GraniteSpeech CI test issue do not share a concrete root cause." + "reason": "Serialization inconsistency for lm_head.weight and LoRA merge collapse with extended vocab are tied-weights related, but not the same bug." }, { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "Perceiver non-default-resolution failure and RT-DETR memory not being released are unrelated." + "reason": "Dtype change between train/eval and inefficient Qwen3 MoE training memory usage are different defects." }, { - "left": "issue:43335", - "right": "issue:43550", + "left": "issue:44737", + "right": "issue:46894", "accept": false, - "reason": "A SwitchTransformers sparse-layer construction bug and a Bamba-9B-v2 SDPA/torch.compile failure are different code paths." + "reason": "CPU allocation in XLNet relative positional encoding and CohereASR double-shift loss bug are unrelated." }, { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "Gemma4 multimodal token-type defaults and Qwen2.5-VL temporal position-id scaling are separate issues." + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI device override staleness are not the same issue." }, { - "left": "issue:41720", - "right": "issue:46209", + "left": "issue:43262", + "right": "issue:43450", "accept": false, - "reason": "Qwen3 auto device-mapping cuda assert on A800 and FP8 inference failure on B200 are different hardware/runtime problems." + "reason": "Audio chat-template sampling-rate default and batched video output shape are different modality-specific bugs." }, { - "left": "issue:44561", - "right": "issue:46234", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "Missing utility function after v5 removal and a missing Falcon-Mamba availability helper are not the same bug." + "reason": "Importing Qwen2.5-VL and incorrect DeepSeek-Coder detokenization are unrelated." }, { - "left": "issue:43819", - "right": "issue:45083", + "left": "issue:43452", + "right": "issue:46512", "accept": false, - "reason": "DAC latent mismatch and a Qwen3 Omni MoE feature-length helper issue are unrelated." + "reason": "gguf_file loading breakage and stale config.dtype after from_config are different lifecycle bugs." }, { - "left": "issue:44610", - "right": "issue:44857", + "left": "issue:43334", + "right": "issue:43525", "accept": false, - "reason": "OmDet-Turbo input-size mismatch and LwDetrImageLoss AMP crash are different detection-model bugs." + "reason": "Both mention missing pad_token_id, but they concern different model configs and likely different fixes." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "Both are docs regressions, but they target different pages and different API changes; too broad to merge." + "reason": "AutoTokenizer load failure for FastSpeech2Conformer and Wav2Vec2 save/tokenization failure are separate tokenizer/model bugs." }, { - "left": "issue:43606", - "right": "issue:45083", + "left": "issue:43950", + "right": "issue:46285", "accept": false, - "reason": "CPU offload device mismatch for Bark and Qwen3 Omni feature-length computation are unrelated." + "reason": "Non-persistent buffer corruption in from_pretrained and CLIPTextModel structural inconsistency are not the same code-path problem." }, { - "left": "issue:44857", - "right": "issue:45593", + "left": "issue:43526", + "right": "issue:46192", "accept": false, - "reason": "AMP/CUDA crash in LwDetrImageLoss and missing auxiliary losses in D-FINE are not the same change." + "reason": "BeitImageProcessorFast reduce_labels bug and return_tensors being ignored are unrelated processor behaviors." }, { - "left": "issue:43335", - "right": "issue:43653", + "left": "issue:45200", + "right": "issue:46899", "accept": false, - "reason": "Sparse-layer config construction and BigBird tokenizer special-token registration are different subsystems and failures." + "reason": "Text-only mm_token_type_ids defaults and Gemma4 quantized audio/vision dtype casting are separate issues." }, { - "left": "issue:43388", - "right": "issue:43526", + "left": "issue:45200", + "right": "issue:46932", "accept": false, - "reason": "`gather_for_metrics` dropping tuple labels and `reduce_labels` returning one label are both label-handling issues, but they occur in different layers with different root causes." + "reason": "Text-only mm_token_type_ids defaults and quantized vision/audio embedder casting are different bugs." }, { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "Unsupported `center` arg in `LasrFeatureExtractor` and Whisper empty-transcription generation failure are unrelated." + "reason": "Janus image generation test failure and paged generate warning staleness are unrelated." } ] }, @@ -9508,66 +9517,79 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "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:41720", "issue:43335", + "issue:43388", "issue:43425", "issue:43504", "issue:43526", "issue:43550", "issue:43606", "issue:43611", + "issue:43653", "issue:43819", - "issue:43825", - "issue:43854", + "issue:43827", + "issue:43901", "issue:44112", + "issue:44206", "issue:44351", "issue:44448", "issue:44466", - "issue:44493", - "issue:44514", - "issue:44521", + "issue:44561", + "issue:44610", "issue:44743", "issue:44855", "issue:44857", + "issue:44898", "issue:44995", "issue:45083", - "issue:45290", + "issue:45200", + "issue:45325", "issue:45412", "issue:45520", - "issue:45588", + "issue:45584", "issue:45593", "issue:45759", - "issue:45859", "issue:46170", + "issue:46209", + "issue:46234", "issue:46285", - "issue:46326", "issue:46424", "issue:46512", "issue:46821", "issue:46858" ], "soft_pairs": [ + "issue:43819|issue:44112", + "issue:44898|issue:45412", + "issue:43335|issue:43550", + "issue:45200|issue:45325", + "issue:41720|issue:46209", + "issue:44561|issue:46234", + "issue:43819|issue:45083", + "issue:43827|issue:43901", + "issue:44610|issue:44857", + "issue:43606|issue:45083", + "issue:44857|issue:45593", + "issue:43335|issue:43653", + "issue:44206|issue:45584", "issue:37428|issue:43425", - "issue:46512|issue:46821", + "issue:43388|issue:43526", "issue:45759|issue:46285", + "issue:46512|issue:46821", "issue:29942|issue:32090", "issue:28282|issue:33357", - "issue:44995|issue:46858", "issue:46424|issue:46858", "issue:38175|issue:45412", + "issue:44995|issue:46858", "issue:43335|issue:43504", "issue:43611|issue:44466", "issue:44855|issue:45083", @@ -9576,215 +9598,229 @@ "issue:43335|issue:45083", "issue:43335|issue:44112", "issue:37428|issue:44351", - "issue:43335|issue:45593", "issue:44448|issue:44743", - "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" + "issue:43335|issue:45593" ], - "prepared_review_unit_hash": "9afa1a2ce3d0512f50c799b992cb678544de0726765ccf3c2ba170edd609ff17", + "prepared_review_unit_hash": "27214aa7f7fc540df5aa753f54a1f29550cf46d8589793e65ddd5e39351cfabd", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36482, - "estimated_input_tokens": 9121, - "estimated_eval_tokens": 18498 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 37126, + "estimated_input_tokens": 9282, + "estimated_eval_tokens": 18820 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers issues that only share broad subsystem keywords (loading, caching, chat templates, etc.). I would not merge any of the suggested soft pairs. As a representative issue, `issue:44521` is the strongest candidate because it is open, narrowly scoped, and has the most follow-up activity.", - "confidence": 0.93, - "canonical_issue_reason": "`issue:44521` is open, has the highest inbound-reference activity in the set, and states a concrete, reproducible bug with a clear user-facing impact.", + "summary": "These are mostly unrelated issue reports with only superficial text overlap; all soft edges are false positives.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue: the set spans unrelated import/runtime regressions, model-specific bugs, docs issues, and cache/training problems.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:44521` is the best overall representative because it is specific, actionable, and currently active; several other issues are older or more exploratory.", + "best_issue_reason": "issue:44561 is the cleanest standalone regression here: a broad v5 compatibility break with clear impact and enough detail to triage, but it is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:43819", + "right": "issue:44112", "accept": false, - "reason": "Both involve version/import problems, but one is a missing flash-attention symbol and the other is Torch 2.10 compatibility; different failure modes and fixes." + "reason": "Different bug classes: DAC latent/STE mismatch vs GraniteSpeech CI device-override failure." }, { - "left": "issue:46512", - "right": "issue:46821", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "Stale config dtype after `from_config` and `window_size` raising `AttributeError` are unrelated API bugs." + "reason": "Perceiver resolution/interpolation failure vs RT-DETR memory leak; unrelated models and symptoms." }, { - "left": "issue:45759", - "right": "issue:46285", + "left": "issue:43335", + "right": "issue:43550", "accept": false, - "reason": "Both touch model/config structure, but one is `AutoModelForCausalLM.from_config` unwrapping `text_config` and the other is CLIP class layout inconsistency." + "reason": "SwitchTransformers sparse-layer config bug vs Bamba torch.compile/SDPA failure." }, { - "left": "issue:29942", - "right": "issue:32090", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "Flash Attention 2 test failures and `_gpu_broadcast_one` rejecting `NoneType` are separate runtime issues." + "reason": "Gemma mm_token_type_ids defaulting vs Qwen2.5-VL temporal rope indexing; different code paths." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:41720", + "right": "issue:46209", "accept": false, - "reason": "A missing PyTorch import is not the same bug as a MacOS bus error loading a CLIP community model." + "reason": "Qwen3 auto device-map CUDA assert vs FP8/B200 inference failure; distinct hardware and failure mode." }, { - "left": "issue:44995", - "right": "issue:46858", + "left": "issue:44561", + "right": "issue:46234", "accept": false, - "reason": "Both mention cache, but one is a stale indexer cache on second forward pass and the other is device-tensor seq length arithmetic in static cache under `torch.compile`." + "reason": "Different import regressions: fx helper removal vs missing falcon_mamba availability helper." }, { - "left": "issue:46424", - "right": "issue:46858", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "Quantized-cache `max_cache_length` handling and static-cache seq-length device type are distinct cache implementation bugs." + "reason": "DAC latent/STE mismatch vs qwen3_omni_moe feature-length helper behavior; unrelated." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues, but they cover different APIs and deprecations." + }, + { + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and RT-DETR memory not releasing are unrelated." + "reason": "Processor input-size mismatch vs mixed-precision CUDA crash; unrelated failures." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU-offload device mismatch vs qwen3_omni_moe length helper; different subsystems." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Float16/CUDA crash vs missing auxiliary losses when denoising is off; unrelated." }, { "left": "issue:43335", - "right": "issue:43504", + "right": "issue:43653", "accept": false, - "reason": "A sparse-layer config bug and a legacy field loading bug in Beit are different code paths." + "reason": "Sparse-layer config bug vs BigBird tokenizer special-token registration; different components." }, { - "left": "issue:43611", - "right": "issue:44466", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "Both concern v5 model loading/serialization, but one is `base_model_prefix` loading and the other is `lm_head.weight` serialization by device." + "reason": "Feature-extractor center-arg crash vs Whisper empty-transcription generation bug." }, { - "left": "issue:44855", - "right": "issue:45083", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "Python 3.13 JIT parsing/import failure is unrelated to the qwen3_omni_moe feature-function behavior." + "reason": "Specific missing flash-attention symbol vs generic torch 2.10 incompatibility; not the same bug." }, { - "left": "issue:43550", - "right": "issue:44112", + "left": "issue:43388", + "right": "issue:43526", "accept": false, - "reason": "A `torch.compile` SDPA failure in Bamba and a stale CI test override in GraniteSpeech are not the same bug." + "reason": "Different label-handling bugs in different code paths." }, { - "left": "issue:45520", - "right": "issue:46170", + "left": "issue:45759", + "right": "issue:46285", "accept": false, - "reason": "`flash_attn` import key error on Python 3.13 and Windows ROCm/`torch.distributed` import/type issues are separate compatibility problems." + "reason": "Composite multimodal config unwrap bug vs CLIP text-model structure inconsistency; unrelated." }, { - "left": "issue:43335", - "right": "issue:45083", + "left": "issue:46512", + "right": "issue:46821", "accept": false, - "reason": "SwitchTransformers config construction and qwen3_omni_moe feature-length behavior are unrelated." + "reason": "dtype/config state mismatch vs TimesFM window_size AttributeError; unrelated." }, { - "left": "issue:43335", - "right": "issue:44112", + "left": "issue:29942", + "right": "issue:32090", "accept": false, - "reason": "Sparse-layer creation in SwitchTransformers and a GraniteSpeech CI regression do not share the same underlying defect." + "reason": "Flash Attention 2 test failures vs Trainer GPU broadcast NoneType error; different issues." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:28282", + "right": "issue:33357", "accept": false, - "reason": "Missing `_flash_supports_window_size` and missing `HybridCache` are different import regressions." + "reason": "PyTorch-missing import error vs MacOS bus error for community CLIP; unrelated." }, { - "left": "issue:43335", - "right": "issue:45593", + "left": "issue:46424", + "right": "issue:46858", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and D-FINE auxiliary-loss omission are unrelated model bugs." + "reason": "Quantized-cache max-length bug vs static-cache seq_length tensor arithmetic bug; different cache paths." }, { - "left": "issue:44448", - "right": "issue:44743", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "Pegasus output drift across v4/v5 and recurrent-state reset in modular_qwen3_5 are different functional regressions." + "reason": "Siglip2 zero-probabilities issue vs RT-DETR memory leak; unrelated." }, { - "left": "issue:43278", - "right": "issue:43825", + "left": "issue:44995", + "right": "issue:46858", "accept": false, - "reason": "A dtype mismatch in embeddings is unrelated to a pipeline error-message regression about translation tasks." + "reason": "Stale indexer cache on second forward vs device-tensor seq_length arithmetic in static cache; distinct cache bugs." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:43335", + "right": "issue:43504", "accept": false, - "reason": "Llama 3.2 vision model loading broke in 4.46.2, while the other issue is about reinitialized output embeddings after resizing token embeddings." + "reason": "Sparse-layer config bug vs Beit pretrained preset legacy-field load failure; unrelated." }, { - "left": "issue:42490", - "right": "issue:43854", + "left": "issue:43611", + "right": "issue:44466", "accept": false, - "reason": "Trailing-slash local model import warnings and GLM-4.7 Flash test loading failures are different issues." + "reason": "Model-loading regression from base_model_prefix removal vs lm_head serialization inconsistency; different problems." }, { - "left": "issue:45290", - "right": "issue:46326", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "Both involve chat templating, but one crashes on tool-call assistant messages and the other is about `continue_final_message` with `mistral_common` tokenizers." + "reason": "Python 3.13 torch.jit import parsing issue vs qwen3_omni_moe helper behavior; unrelated." }, { - "left": "issue:45588", - "right": "issue:45859", + "left": "issue:43550", + "right": "issue:44112", "accept": false, - "reason": "An `s_aux=None` crash in flash attention integration is unrelated to Qwen3.5 MoE rotary embedding CPU-offload compatibility." + "reason": "Bamba torch.compile/SDPA failure vs GraniteSpeech stale device override test; unrelated." }, { - "left": "issue:29127", - "right": "issue:32090", + "left": "issue:45520", + "right": "issue:46170", "accept": false, - "reason": "LayoutLMv3 box-information error messaging and trainer GPU broadcast `NoneType` errors are unrelated." + "reason": "flash_attn import key error on Python 3.13 vs Windows ROCm torch.distributed import/type issue; distinct runtime causes." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:43335", + "right": "issue:45083", "accept": false, - "reason": "Both are chat-template bugs, but one is a batched `padding=False` crash and the other is incorrect all-zero assistant masks for multimodal inputs." + "reason": "Sparse-layer config bug vs qwen3_omni_moe feature-length helper; unrelated." }, { - "left": "issue:43606", - "right": "issue:44857", + "left": "issue:43335", + "right": "issue:44112", "accept": false, - "reason": "CPU offload device mismatch in bark-small and float16 AMP CUDA crash in LwDETR are separate runtime bugs." + "reason": "Sparse-layer config bug vs GraniteSpeech stale device override test; unrelated." }, { - "left": "issue:39692", - "right": "issue:43526", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "SigLIP2 doc/example issues and BeitImageProcessorFast label reduction are different problems." + "reason": "Both are import failures, but one is a flash-attention utility symbol regression and the other is a missing top-level API export." }, { - "left": "issue:43819", - "right": "issue:44493", + "left": "issue:44448", + "right": "issue:44743", "accept": false, - "reason": "A DAC forward/from_latents mismatch is unrelated to unexpected position-id keys during loading." + "reason": "Output mismatch between versions vs recurrent-state reset/cache bug; different model logic." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer config bug vs D-FINE auxiliary-loss omission; unrelated." } ] }, @@ -9806,58 +9842,68 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ - "issue:10000", - "issue:15354", "issue:26413", "issue:27957", "issue:28218", - "issue:29870", - "issue:29942", + "issue:29127", "issue:31501", "issue:32090", - "issue:33290", "issue:33357", "issue:34689", "issue:35141", - "issue:38175", "issue:39692", "issue:42490", "issue:43278", - "issue:43329", + "issue:43526", "issue:43550", "issue:43575", + "issue:43606", "issue:43701", "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", "issue:44112", "issue:44206", "issue:44448", - "issue:44464", "issue:44493", + "issue:44514", + "issue:44521", "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:45588", "issue:45593", "issue:45823", + "issue:45859", "issue:46234", - "issue:46424", + "issue:46326", "issue:46431", "issue:46566", "issue:46697", "issue:47000" ], "soft_pairs": [ + "issue:43278|issue:43825", + "issue:45290|issue:46326", + "issue:34689|issue:35141", + "issue:42490|issue:43854", + "issue:44514|issue:44521", + "issue:29127|issue:32090", + "issue:45588|issue:45859", + "issue:39692|issue:43526", + "issue:43606|issue:44857", + "issue:43819|issue:44493", "issue:46431|issue:46566", "issue:28218|issue:32090", "issue:45310|issue:45478", @@ -9873,215 +9919,212 @@ "issue:32090|issue:33357", "issue:42490|issue:43575", "issue:43550|issue:45083", - "issue:44857|issue:45072", "issue:45593|issue:47000", - "issue:27957|issue:34689", - "issue:38175|issue:44493", - "issue:29942|issue:35141", - "issue:44464|issue:46424", - "issue:29870|issue:32090", - "issue:10000|issue:15354", - "issue:43278|issue:43329", - "issue:45290|issue:45381", - "issue:29870|issue:33290", - "issue:44448|issue:44977" + "issue:44857|issue:45072", + "issue:27957|issue:34689" ], - "prepared_review_unit_hash": "33858d481b343c11498a04d7389672b8d07549e134e1212e66dfa21c39ac5319", + "prepared_review_unit_hash": "41b1a36b06818989c73d73918605e33a064bb263b072cf62b7c1693271bc6d7a", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35781, - "estimated_input_tokens": 8946, - "estimated_eval_tokens": 18148 + "soft_pair_count": 28, + "serialized_chars": 36093, + "estimated_input_tokens": 9024, + "estimated_eval_tokens": 18304 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated transformer/model bugs. The only clear duplicate pair is the two identical Qwen3.5 MoE from_pretrained regressions; the rest do not look like the same underlying issue.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45310 is the best canonical issue: it is the earlier report of the exact Qwen3.5 MoE from_pretrained failure on transformers>=5.4.0, and issue:45478 is a near-identical follow-up.", + "summary": "The cluster is mostly a set of unrelated issue reports; only one soft edge is a clear duplicate. No pull requests are present.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45310 is the earliest and clearest report of the Qwen3.5-Moe from_pretrained regression, and issue:45478 has the same title and appears to be a later duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest global issue choice because it is the clearest, most specific duplicate target with an exact twin and a well-scoped regression description.", + "best_issue_reason": "issue:45310 is the best representative issue because it is the original report of the exact duplicate pair and captures the bug succinctly.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Different problems: embedding dtype drift during eval vs a pipeline error message about translation support." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both touch chat templating, but one crashes on tool-call assistant messages while the other is about continue_final_message behavior in mistral_common tokenizers." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Separate code paths: model loading failure for Llama 3.2 Vision vs embedding reinitialization after resize when weights are untied." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Unrelated: local path import warning with trailing slash vs a unit-test loading failure for GLM-4.7-Flash." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same subsystem, different bug: batched chat_template crash with padding=False vs incorrect all-zero assistant masks for multimodal inputs." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different layers entirely: LayoutLMv3 box error messaging vs Trainer _gpu_broadcast_one NoneType failure." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both are model/runtime edge cases, but one is a flash-attention aux-state crash and the other is a CPU-offload rotary embedding issue." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation example errors for SigLIP2 are not the same bug as BeitImageProcessorFast reduce_labels returning only one label." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Different failure modes: CPU offload device mismatch vs float16 AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC from_latents/forward mismatch is unrelated to unexpected position-id keys across many models." + }, { "left": "issue:46431", "right": "issue:46566", "accept": false, - "reason": "Different bugs: missing chat template error vs weights staying on meta device." + "reason": "Chat-template missing on a processor is unrelated to DiffusionGemma weights remaining on meta with device_map=auto." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer spacing bug and Trainer broadcast NoneType error are unrelated." + "reason": "Tokenizer spacing bug is unrelated to the Trainer NoneType broadcast error." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same bug: identical Qwen3.5 MoE from_pretrained regression on transformers>=5.4.0." + "reason": "Identical Qwen3.5-Moe from_pretrained regression reports; same bug and later report duplicates the earlier one." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Different CI/model-loading problems in different components." + "reason": "Accelerate loading of packed BitNet weights is unrelated to a stale GraniteSpeech CI device-override test." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 docs example errors vs unexpected key/position id issue are unrelated." + "reason": "Doc/example failures for SigLIP2 are not the same as position-id key warnings across many models." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint key mismatch and qwen3_omni_moe length helper behavior are different failures." + "reason": "Resume-from-checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Different models and symptoms: output drift vs tokenizer correctness regression." + "reason": "Both are v5 regressions, but one is Pegasus output divergence and the other is Deepseek tokenizer correctness." }, { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "Both mention training startup problems, but the failure modes are distinct." + "reason": "Resume-from-checkpoint epoch_iterator failure is unrelated to FineWeb SLM training not starting." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Feature extractor center-arg crash and Gemma4 device-map mismatch are separate code paths." + "reason": "Unsupported center arg in LasrFeatureExtractor is unrelated to Gemma4 PLE device placement during forward." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA/tie_word_embeddings collapse and category-count limit errors are unrelated." + "reason": "LoRA merge collapse with extended vocab is unrelated to a category-count limit error." }, { "left": "issue:44617", "right": "issue:46697", "accept": false, - "reason": "Sam3Video OOM and Swin2SR over-padding are unrelated image/video issues." + "reason": "CUDA OOM in Sam3Video is unrelated to Swin2SR image padding behavior." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer protobuf error handling and missing import_utils symbol are different bugs." + "reason": "Tokenizer error masking due to missing protobuf is unrelated to a missing import_utils availability helper." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer NoneType broadcast failure and CLIP MacOS bus error do not match." + "reason": "Trainer broadcast NoneType and MacOS CLIP bus error are different runtime issues." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Local-path import warning and Qwen2 load OOM are not the same problem." + "reason": "Trailing-slash import warning is unrelated to Qwen2-57B-A14B-Instruct tensor-parallel OOM." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba is unrelated to qwen3_omni_moe helper behavior." - }, - { - "left": "issue:44857", - "right": "issue:45072", - "accept": false, - "reason": "AMP/CUDA loss crash and bfloat16 dtype mismatch in different models are separate issues." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe output-length helper behavior." }, { "left": "issue:45593", "right": "issue:47000", "accept": false, - "reason": "D-FINE auxiliary loss logic and RTDetr loss infeasible-cost crash are different defects." - }, - { - "left": "issue:27957", - "right": "issue:34689", - "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and Llama 3.2 model loading are unrelated." - }, - { - "left": "issue:38175", - "right": "issue:44493", - "accept": false, - "reason": "Zero probabilities in SigLIP2 and unexpected key/position-id behavior are different bugs." - }, - { - "left": "issue:29942", - "right": "issue:35141", - "accept": false, - "reason": "Failing Flash Attention tests and embedding reinitialization after resize are not the same underlying bug." + "reason": "D-FINE auxiliary-loss handling is unrelated to RTDetrLoss cost-matrix infeasibility." }, { - "left": "issue:44464", - "right": "issue:46424", - "accept": false, - "reason": "Compiled forward chunked generation inconsistency and cache max length handling are separate features." - }, - { - "left": "issue:29870", - "right": "issue:32090", - "accept": false, - "reason": "BART decoder_attention_mask generation error and _gpu_broadcast_one NoneType error are unrelated." - }, - { - "left": "issue:10000", - "right": "issue:15354", - "accept": false, - "reason": "German DistilBert issue and torch.jit generator expression export failure are unrelated." - }, - { - "left": "issue:43278", - "right": "issue:43329", - "accept": false, - "reason": "BF16-to-FP32 embedding dtype change and multimodal token counting video-branch bug are unrelated." - }, - { - "left": "issue:45290", - "right": "issue:45381", - "accept": false, - "reason": "Chat-template tool-call crash and qwen2.5-vl video position-id bug are different code paths." - }, - { - "left": "issue:29870", - "right": "issue:33290", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "BART generate crash and AdaFactor+DeepSpeed OOM are not the same failure." + "reason": "Both mention dtype/AMP, but they affect different models and different failure sites." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:27957", + "right": "issue:34689", "accept": false, - "reason": "Pegasus v4/v5 output drift and Qwen3.5 flash-attention generation bug are unrelated." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Llama 3.2 Vision model-loading breakage." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it identifies the identical Qwen3.5 MoE from_pretrained pair as the only clear duplicate and treats the rest as likely unrelated. The soft-edge verdicts also avoid over-claiming beyond what the issue titles support." + "feedback": "The summary is grounded in the packet: the only accepted soft edge is the clearly duplicated Qwen3.5-Moe from_pretrained report pair (identical title, later timestamp on 45478), and the remaining soft-edge rejections are conservative and consistent with the issue titles. The note that there are no PRs is also supported by the packet." }, "evaluator_used": true, "retried": false, @@ -10100,290 +10143,297 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ + "issue:10000", + "issue:15354", "issue:25251", "issue:29127", + "issue:29870", + "issue:29942", "issue:32090", "issue:33290", "issue:33357", "issue:34567", + "issue:35141", "issue:37428", + "issue:38175", "issue:39692", "issue:40444", - "issue:41720", "issue:42175", "issue:42490", + "issue:43257", "issue:43278", + "issue:43299", + "issue:43329", "issue:43381", "issue:43526", - "issue:43575", - "issue:43611", "issue:43701", "issue:43873", "issue:43927", "issue:43976", - "issue:44186", "issue:44360", - "issue:44361", "issue:44448", + "issue:44464", "issue:44466", + "issue:44493", "issue:44561", - "issue:44568", - "issue:44779", "issue:44855", "issue:44871", "issue:44977", - "issue:45198", "issue:45229", "issue:45290", + "issue:45381", "issue:45440", - "issue:45491", - "issue:45563", - "issue:45588", "issue:45698", - "issue:45823", "issue:45920", - "issue:46121", "issue:46192", "issue:46399", "issue:46421", + "issue:46424", "issue:46655", "issue:46858" ], "soft_pairs": [ + "issue:38175|issue:44493", + "issue:44464|issue:46424", + "issue:29942|issue:35141", + "issue:29870|issue:32090", + "issue:10000|issue:15354", + "issue:43278|issue:43329", + "issue:45290|issue:45381", + "issue:29870|issue:33290", + "issue:43257|issue:43299", + "issue:44448|issue:44977", "issue:37428|issue:42175", + "issue:44360|issue:44561", "issue:43278|issue:43381", "issue:44855|issue:46399", - "issue:44360|issue:44561", "issue:32090|issue:33290", - "issue:40444|issue:43526", - "issue:43927|issue:45698", "issue:45290|issue:46655", + "issue:43927|issue:45698", "issue:45920|issue:46192", + "issue:40444|issue:43526", "issue:44977|issue:45229", "issue:42490|issue:43873", + "issue:43873|issue:45229", "issue:43381|issue:43701", "issue:25251|issue:32090", - "issue:43873|issue:45229", "issue:46421|issue:46858", "issue:44448|issue:44466", "issue:44871|issue:44977", "issue:43976|issue:45440", "issue:29127|issue:34567", - "issue:33357|issue:39692", - "issue:43278|issue:43575", - "issue:44561|issue:44779", - "issue:44361|issue:45198", - "issue:44186|issue:45198", - "issue:44568|issue:45491", - "issue:45588|issue:45823", - "issue:41720|issue:45229", - "issue:44977|issue:45563", - "issue:43611|issue:46121" + "issue:33357|issue:39692" ], - "prepared_review_unit_hash": "e8fb5c3ed70b4c7bd6848065e8bf53437bffef1f6a56ff322eeaccef43197a20", + "prepared_review_unit_hash": "025b34f8e9ce839d3b90b9bde40ff5d1f234c5c8f3b7094605002e011c30f18d", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36655, - "estimated_input_tokens": 9164, - "estimated_eval_tokens": 18584 + "soft_pair_count": 30, + "serialized_chars": 37000, + "estimated_input_tokens": 9250, + "estimated_eval_tokens": 18756 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous set of transformer bug reports with only superficial keyword overlap. None of the suggested soft edges look like the same underlying bug/change, so all should be rejected as duplicates.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 45920 is the best representative of the cluster: it describes a broad v5 tokenizer regression affecting multiple models and has the clearest cross-model scope.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the strongest issue candidate overall because it is broader and more centrally about a shared regression than the other, mostly unrelated reports.", - "best_pr_reason": null, + "summary": "The items are mostly unrelated standalone issues. None of the soft-edge pairs look like the same underlying bug or change, so no duplicate merges are justified.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a credible canonical duplicate target here; the set spans many distinct bugs across different subsystems.", + "canonical_pr_reason": "No pull requests are present in this item set.", + "best_issue_reason": "No issue stands out as globally suitable for canonicalization because there is no coherent duplicate cluster.", + "best_pr_reason": "No pull requests are present in this item set.", "soft_edge_verdicts": [ { - "left": "issue:37428", - "right": "issue:42175", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "Different failures: a missing flash-attention helper import vs TensorFlow being absent from a torch-only install." + "reason": "Both mention model-output anomalies, but one is about zero probabilities in SigLIP2 and the other about unexpected position-id keys; different symptoms and code paths." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:44464", + "right": "issue:46424", "accept": false, - "reason": "One is dtype drift between train/eval; the other is a restriction on using gradient checkpointing in eval mode." + "reason": "Both involve cache/generation behavior, but one is inconsistent chunked generation with compiled forward and the other is cache length handling for quantized cache; not the same bug." }, { - "left": "issue:44855", - "right": "issue:46399", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "Both are decorator-related import errors, but they hit different models and different code paths with different root causes." + "reason": "Flash-Attention test failures and embedding reinitialization after resize are unrelated issues in different parts of the stack." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:29870", + "right": "issue:32090", "accept": false, - "reason": "Unrelated subsystems: DSA indexer logic vs removal of a utility function breaking trust_remote_code models." + "reason": "BART generate() hits an unbound decoder mask variable, while the Trainer issue is a NoneType broadcast error; different failure points." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "Different symptoms and causes: distributed broadcast of None vs out-of-memory with Adafactor/DeepSpeed." + "reason": "German DistilBertModel raising an issue and GeneratorExp unsupported by torch.jit.script are unrelated model/export problems." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "Multimodal finetuning failure vs a BeitImageProcessorFast label-reduction bug; no shared code-path." + "reason": "BF16-to-FP32 dtype drift in evaluation is unrelated to undefined variables in the multimodal token counting video branch." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "Both involve save/load, but one loses custom token IDs in config while the other loads the wrong custom module." + "reason": "Chat-template crashes on tool-call assistant messages and Qwen2.5-VL video vision_position_ids are different multimodal bugs." }, { - "left": "issue:45290", - "right": "issue:46655", + "left": "issue:29870", + "right": "issue:33290", "accept": false, - "reason": "Chat-template tool-call handling and video padding math are unrelated bugs." + "reason": "A generate() mask initialization bug is not the same as Adafactor OOM under DeepSpeed." }, { - "left": "issue:45920", - "right": "issue:46192", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Both touch tokenization, but one is a wrong-token-IDs regression while the other is return_tensors being ignored with explicit text kwargs." + "reason": "Both concern Qwen3 MOE loading, but one is accelerate+deepspeed weight conversion and the other is a v5 loading regression; not the same concrete defect." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "Flash-attention generation failure in Qwen3.5 vs a multi-GPU OOM in Gemma4; different models and failures." + "reason": "Pegasus v4/v5 output drift and Qwen3.5 flash-attention generation failure are unrelated model-specific regressions." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:37428", + "right": "issue:42175", "accept": false, - "reason": "A local-path import warning is unrelated to quantization/offloading behavior." + "reason": "A missing flash-attention import symbol and TensorFlow being absent from a torch-only install are completely different packaging/runtime issues." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "Eval-mode checkpointing restriction and resume_from_checkpoint key mismatch are separate training issues." + "reason": "A DSA indexer ReLU complaint and removal of is_torch_fx_available breaking trust_remote_code are unrelated." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "Pipeline top_k output shape change is unrelated to Trainer GPU broadcast errors." + "reason": "Eval-mode dtype change and gradient-checkpointing restrictions in eval mode are different behaviors with different causes." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:44855", + "right": "issue:46399", "accept": false, - "reason": "Both mention memory pressure, but one is quantization/offloading behavior and the other is multi-GPU inference OOM." + "reason": "Python 3.13 torch.jit parsing/indentation failure is not the same as a missing decorator on Qwen3.5 rotary-pos-emb registration." }, { - "left": "issue:46421", - "right": "issue:46858", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "Both are cache-related, but one is spurious recompilation from lazy init and the other is a device-tensor arithmetic bug." + "reason": "Trainer NoneType broadcast failure and DeepSpeed Adafactor OOM are unrelated training failures." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:45290", + "right": "issue:46655", "accept": false, - "reason": "A generation output difference and a serialization inconsistency are distinct problems in different paths." + "reason": "Assistant tool-call chat template crash and SmolVLM video padding miscalculation affect different code paths." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Gemma EOS token config mismatch vs Qwen3.5 flash-attention generation failure; no common defect." + "reason": "One is custom token IDs lost across save/load; the other is the wrong custom module being loaded after save_pretrained; both are serialization bugs but not the same one." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:45920", + "right": "issue:46192", "accept": false, - "reason": "Python-version compatibility regression and DeepSeekV3 implementation divergence are unrelated." + "reason": "Wrong token IDs across several models and return_tensors being ignored when text_kwargs is explicit are distinct tokenizer regressions." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:40444", + "right": "issue:43526", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are not the same bug." + "reason": "Multi-image IterableDataset finetuning failure and BeitImageProcessorFast reduce_labels truncation are unrelated preprocessing issues." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:44977", + "right": "issue:45229", "accept": false, - "reason": "MacOS bus error in a model load path and SigLIP2 documentation mistakes are different issues." + "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU CUDA OOM are different model/runtime problems." }, { - "left": "issue:43278", - "right": "issue:43575", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "Eval dtype change and tensor-parallel OOM are separate behaviors." + "reason": "Local-path import warning with a trailing slash and offloading not working with quantization are not the same bug." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "A missing helper breaking trust_remote_code models is not the same as DeepSeek tokenizer regression." + "reason": "Quantization/offloading behavior and multi-GPU inference OOM are separate capacity/configuration issues." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "Different model/tokenizer failures with no shared underlying code path." + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are unrelated training-state issues." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "LayoutLMv2 NER/padding crashes and Wav2Vec2 save_pretrained/tokenization failures are unrelated." + "reason": "Pipeline top_k nesting behavior and Trainer broadcast errors are unrelated." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:46421", + "right": "issue:46858", "accept": false, - "reason": "Tokenizer special-token handling and Gemma3 sliding-window NaNs are different bugs." + "reason": "Both involve cache/compile paths, but one is spurious recompilation from lazy cache init and the other is device-tensor seq-length arithmetic breaking static cache; not the same defect." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "A flash-attention s_aux=None crash and a PLE device mismatch are separate model-inference issues." + "reason": "Different output for Pegasus across versions and lm_head.weight serialization depending on device are separate regression classes." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert and Gemma4 multi-GPU OOM are different failures." + "reason": "Gemma-3 EOS token config mismatch and Qwen3.5 flash-attention generation failure are unrelated." }, { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Generation failure and a stale warning in paged generate() do not share the same bug." + "reason": "A Python-version compatibility break and a DeepSeekV3MoE implementation divergence are different problems." }, { - "left": "issue:43611", - "right": "issue:46121", + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token counter not updating are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Model loading with base_model_prefix and RoPE validation argument typing are unrelated." + "reason": "A MacOS bus error on a community CLIP model and SigLIP2 documentation example errors do not describe the same underlying bug." } ] }, @@ -10405,59 +10455,68 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ - "issue:27957", "issue:29127", "issue:29870", "issue:29942", "issue:30064", - "issue:33290", "issue:33357", "issue:34689", "issue:35141", + "issue:41720", "issue:42490", "issue:42915", "issue:42994", "issue:43065", - "issue:43066", + "issue:43278", "issue:43381", "issue:43412", - "issue:43421", "issue:43526", "issue:43575", + "issue:43611", "issue:43653", "issue:43701", "issue:43756", "issue:43994", + "issue:44186", "issue:44206", "issue:44265", - "issue:44387", + "issue:44361", "issue:44442", - "issue:44462", "issue:44479", + "issue:44561", + "issue:44568", "issue:44743", - "issue:45072", + "issue:44779", + "issue:44977", "issue:45198", + "issue:45229", "issue:45245", "issue:45372", - "issue:45406", "issue:45412", "issue:45440", - "issue:45459", "issue:45491", "issue:45563", "issue:45588", "issue:45593", - "issue:45712", "issue:45803", - "issue:46369", + "issue:45823", + "issue:46121", "issue:46693", - "issue:46701", "issue:47217" ], "soft_pairs": [ + "issue:43278|issue:43575", + "issue:44561|issue:44779", + "issue:44361|issue:45198", + "issue:44568|issue:45491", + "issue:44186|issue:45198", + "issue:41720|issue:45229", + "issue:45588|issue:45823", + "issue:44977|issue:45563", "issue:45198|issue:45803", + "issue:43611|issue:46121", "issue:29870|issue:34689", "issue:29942|issue:30064", "issue:43653|issue:44743", @@ -10472,251 +10531,221 @@ "issue:43065|issue:43994", "issue:45491|issue:46693", "issue:43065|issue:45412", - "issue:43412|issue:45588", "issue:29127|issue:35141", "issue:45372|issue:45588", "issue:45245|issue:45563", + "issue:43412|issue:45588", "issue:45440|issue:45593", - "issue:43526|issue:47217", - "issue:45459|issue:45712", - "issue:43575|issue:44387", - "issue:45406|issue:46701", - "issue:43066|issue:44462", - "issue:43994|issue:45412", - "issue:45372|issue:45406", - "issue:43421|issue:45491", - "issue:44442|issue:45072", - "issue:45412|issue:46369", - "issue:45372|issue:45459", - "issue:27957|issue:33290", - "issue:27957|issue:29127" + "issue:43526|issue:47217" ], - "prepared_review_unit_hash": "862421cd763d7fa8b43730122f1f31fff5931b8ffe730a65d33fc171ac063532", + "prepared_review_unit_hash": "ce52625d34cf21d5e80369d89b9674311a8e19fe7691fa9380381a2be6d248a6", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37620, - "estimated_input_tokens": 9405, - "estimated_eval_tokens": 19066 + "soft_pair_count": 30, + "serialized_chars": 36720, + "estimated_input_tokens": 9180, + "estimated_eval_tokens": 18616 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a set of unrelated issues that were linked only by weak textual similarity. None of the soft pairs look like the same underlying bug or change, so all soft edges should be rejected.", - "confidence": 0.96, + "summary": "This cluster is a set of loosely related Transformers issues with only superficial topic overlap. None of the soft pairs look like the same underlying bug or change, so all should stay separate. There are no PRs in the set.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Different failures: dtype drift during evaluation vs tensor-parallel OOM on a large Qwen model." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Unrelated code paths: removed helper breaking trust_remote_code vs DeepSeek tokenizer output regression." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Both are tokenizer-related, but they affect different models and different failure modes." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token behavior is unrelated to Gemma3 NaN embeddings in sliding-window attention." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizers and bugs: LayoutLMv2 NER padding/crash vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both are inference/GPU issues, but one is cudaErrorAssert from device mapping and the other is OOM." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs: flash-attention integration crash vs Gemma4 device placement mismatch." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Generation-related only at a very broad level; one is incorrect generation, the other is a stale warning." + }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Both involve tokenization/conversion failures, but they are different bugs in different models/code paths: Wav2Vec2 save_pretrained/tokenization vs a bare except in FuyuBatchFeature.convert_to_tensors()." + "reason": "Both touch preprocessing, but a save/tokenization failure is not the same as a bare-except bug." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "No shared code path; model-loading base_model_prefix breakage is unrelated to rope-parameter conversion." }, { "left": "issue:29870", "right": "issue:34689", "accept": false, - "reason": "Different failure modes and subsystems: BART generate() decoder_attention_mask bug vs Llama 3.2 Vision model loading regression." + "reason": "Bart generate() unbound variable and Llama 3.2 vision loading are unrelated regressions." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "FA2 test failures are unrelated to image processor void-segmentation map handling." + "reason": "FlashAttention test failures do not match void-segmentation-map processing failure." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated bugs." + "reason": "Tokenizer special-token registration bug is unrelated to recurrent-state reset in modular_qwen3_5." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "One is a feature extractor regression in LasrFeatureExtractor; the other is a video-input regression in several Qwen VL models." + "reason": "Different regressions in different components: image feature extractor arg handling vs video input routing." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Different models and code paths: Smollm3 RoPE-layer mismatch vs DeepSeekV3MoE divergence from remote implementation." + "reason": "Both are model-implementation discrepancies, but for different models and different mechanisms." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "Both touch tokenizers, but the concrete bugs differ: BigBird mask token registration vs AutoTokenizer failing to load a specific tokenizer class." + "reason": "Mask-token decode bug is unrelated to AutoTokenizer failing to load a speech tokenizer." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure is not the same as quantized model saving failure." + "reason": "Quantization is the broad theme, but one is FP8 config failure and the other is quantized saving failure." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Tensor-parallel OOM on Qwen2-57B is unrelated to resume_from_checkpoint key mismatch." + "reason": "Large-model OOM and resume_from_checkpoint key mismatch are unrelated." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export export failures with torch_compilable_check are unrelated to Wav2Vec2 save/tokenization failures." + "reason": "torch.export with torch_compilable_check is a different subsystem than Wav2Vec2 tokenization/save failures." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error-message clarity and a MacOS bus error in CLIP loading are unrelated." + "reason": "LayoutLMv3 error messaging and a MacOS CLIP bus error are clearly different issues." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Trailing-slash local model import warning is unrelated to gradient checkpointing being disallowed in eval mode." + "reason": "Local-path import warning has no relation to gradient checkpointing in eval mode." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and Siglip2 nonsensical outputs are different model bugs." + "reason": "Sam3PixelDecoder dummy conv and SigLIP2 nonsensical outputs are different model problems." }, { "left": "issue:45491", "right": "issue:46693", "accept": false, - "reason": "Gemma3 NaNs with mixed-length sliding-window batches is a correctness bug, while FA2 long-context generation after 5.2.0 is a performance regression." + "reason": "Both involve attention/generation performance, but one is NaNs and the other is a speed regression." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory leak on deletion are unrelated." - }, - { - "left": "issue:43412", - "right": "issue:45588", - "accept": false, - "reason": "Gemma3n executorch export issues are unrelated to flash_attention crashing on s_aux=None." + "reason": "One is a dummy layer in Sam3PixelDecoder; the other is a memory-lifecycle leak in RT-DETR." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "LayoutLMv3 error clarity and token embedding reinitialization in post_init are unrelated." + "reason": "Clarity of an error message is unrelated to embedding reinitialization after resize." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma 4 processor loading import error and flash_attention s_aux=None crash are different failures in different layers." + "reason": "Gemma4 processor import error and flash-attention s_aux=None crash are unrelated." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-cardinality runtime error and stale warning in paged generate() are unrelated." + "reason": "Category-count limit error has nothing to do with a stale warning in paged generate()." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export support issues are unrelated to flash-attention runtime crashing on missing s_aux." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeekV3MoE divergence and D-FINE auxiliary-loss behavior are unrelated model-specific bugs." + "reason": "Different model families and different bugs: DeepSeek implementation divergence vs missing auxiliary losses." }, { "left": "issue:43526", "right": "issue:47217", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels truncation and VL image-placeholder handling are unrelated." - }, - { - "left": "issue:45459", - "right": "issue:45712", - "accept": false, - "reason": "Tokenizer exception masking and leftover dummy classes are unrelated cleanup/bug fixes." - }, - { - "left": "issue:43575", - "right": "issue:44387", - "accept": false, - "reason": "Both mention OOM, but one is tensor-parallel loading and the other is int4 quantization memory reservation; they are not the same bug." - }, - { - "left": "issue:45406", - "right": "issue:46701", - "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to DiffusionGemmaGenerationOutput pipeline failure." - }, - { - "left": "issue:43066", - "right": "issue:44462", - "accept": false, - "reason": "Wrong tokenizer decoder type in v5 and AutoTokenizer ignoring tokenizer.json are distinct tokenizer-loading issues." - }, - { - "left": "issue:43994", - "right": "issue:45412", - "accept": false, - "reason": "Siglip2 bad outputs and RT-DETR memory release are unrelated." - }, - { - "left": "issue:45372", - "right": "issue:45406", - "accept": false, - "reason": "Both involve Gemma4, but one is an import dependency problem and the other is a missing processor attribute; they do not appear to be the same underlying bug." - }, - { - "left": "issue:43421", - "right": "issue:45491", - "accept": false, - "reason": "Runtime special-token post-processor update bug is unrelated to Gemma3 NaN embeddings." - }, - { - "left": "issue:44442", - "right": "issue:45072", - "accept": false, - "reason": "AutoTokenizer loading failure for FastSpeech2ConformerTokenizer is unrelated to bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel." - }, - { - "left": "issue:45412", - "right": "issue:46369", - "accept": false, - "reason": "RT-DETR garbage-collection memory leak and sam3-litetext memory overflow are different memory problems in different models." - }, - { - "left": "issue:45372", - "right": "issue:45459", - "accept": false, - "reason": "Gemma4 processor import failure and tokenizer error masking when protobuf is missing are unrelated." - }, - { - "left": "issue:27957", - "right": "issue:33290", - "accept": false, - "reason": "XLMRoberta with Flash Attention 2 and Adafactor/deepspeed OOM are unrelated." - }, - { - "left": "issue:27957", - "right": "issue:29127", - "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and LayoutLMv3 error messaging are unrelated." + "reason": "Image-label reduction bug is unrelated to VL placeholder handling in user text." } ] }, @@ -10738,276 +10767,289 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ "issue:27957", - "issue:29870", + "issue:29127", "issue:33290", "issue:34689", "issue:35141", - "issue:42175", - "issue:42490", "issue:42915", - "issue:43262", + "issue:43066", "issue:43334", "issue:43381", - "issue:43493", + "issue:43421", "issue:43526", "issue:43531", + "issue:43575", "issue:43646", - "issue:43720", - "issue:43761", "issue:43824", - "issue:43827", "issue:43873", "issue:43931", "issue:43994", "issue:44077", - "issue:44206", "issue:44279", + "issue:44387", "issue:44442", - "issue:44479", + "issue:44462", "issue:44514", "issue:44743", "issue:44811", "issue:44857", - "issue:44898", "issue:44977", - "issue:45003", + "issue:45072", "issue:45245", "issue:45250", + "issue:45372", "issue:45381", - "issue:45440", + "issue:45406", + "issue:45412", + "issue:45459", + "issue:45491", "issue:45588", + "issue:45712", "issue:45834", - "issue:45859", "issue:46121", - "issue:46234", "issue:46369", "issue:46399", "issue:46640", "issue:46693", + "issue:46701", "issue:46821" ], "soft_pairs": [ + "issue:45459|issue:45712", + "issue:45406|issue:46701", + "issue:43575|issue:44387", + "issue:43066|issue:44462", + "issue:43421|issue:45491", + "issue:43994|issue:45412", + "issue:45372|issue:45406", + "issue:45412|issue:46369", + "issue:44442|issue:45072", + "issue:45372|issue:45459", + "issue:27957|issue:33290", + "issue:27957|issue:29127", "issue:43526|issue:45834", "issue:33290|issue:34689", "issue:33290|issue:35141", "issue:43824|issue:44279", "issue:43526|issue:46693", "issue:44857|issue:45588", - "issue:43334|issue:43531", - "issue:42915|issue:43931", - "issue:43994|issue:46369", "issue:45250|issue:46640", + "issue:43994|issue:46369", + "issue:43334|issue:43531", + "issue:42915|issue:43931", "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:43720|issue:44442", - "issue:27957|issue:29870", - "issue:42175|issue:46234", - "issue:44077|issue:44479", - "issue:45003|issue:45440", - "issue:43493|issue:43827" + "issue:44743|issue:44811" ], - "prepared_review_unit_hash": "516984b66ff6c57af9f1651753f7500072d61001194fdaa7c94733e3896b47d2", + "prepared_review_unit_hash": "e3f3309258e4c137d954bc8b7d070a4230845aa97e19d2758af9c5bb83ce3239", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35647, - "estimated_input_tokens": 8912, - "estimated_eval_tokens": 18080 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35677, + "estimated_input_tokens": 8920, + "estimated_eval_tokens": 18096 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad mix of unrelated Transformers issues across many subsystems (model loading, attention, quantization, processors, docs, etc.). The soft links are mostly keyword-level similarities, not the same concrete bug or change, so none should be merged.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is highly heterogeneous: the issues span unrelated model families, tokenizer/processor bugs, memory/OOM reports, and FlashAttention/quantization regressions. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them.", + "confidence": 0.96, + "canonical_issue_reason": "issue:46693 is the strongest representative to anchor on if one must be chosen: it is a concrete, high-activity FlashAttention 2 regression with clear user impact and a specific repro/regression window.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:46693 has the best mix of specificity, impact, and discussion signal; it reads like a well-scoped regression rather than a vague or model-specific one-off.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43526", - "right": "issue:45834", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Different components and failures: BeitImageProcessorFast label reduction vs Kosmos2.5 OCR index errors." + "reason": "Tokenizer error masking with missing protobuf and leftover dummy classes are different problems in different code paths." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:45406", + "right": "issue:46701", "accept": false, - "reason": "Both mention training/model problems, but one is Adafactor+DeepSpeed OOM and the other is a model-loading regression for Llama 3.2 Vision." + "reason": "Gemma4 processor attribute failure and DiffusionGemma pipeline failure are distinct bugs, not one shared underlying fix." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "OOM in optimizer setup is unrelated to embedding reinitialization during resize." + "reason": "Both mention OOM, but one is tensor-parallel model loading and the other is int4 quantization memory reservation regression." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "ImportError for a specific Qwen VL class is not the same as a general dependency complaint." + "reason": "Wrong decoder type in v5 and ignoring tokenizer.json are separate tokenizer-loading issues." }, { - "left": "issue:43526", - "right": "issue:46693", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "Image label handling and FA2 long-context performance regression are different bugs." + "reason": "Runtime special-token post-processing and Gemma3 NaNs under sliding-window attention are unrelated." }, { - "left": "issue:44857", - "right": "issue:45588", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "AMP CUDA loss crash is unrelated to flash-attention sink-less model handling." + "reason": "Siglip2 bad outputs and RT-DETR memory not being released are different failure modes in different subsystems." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "Missing pad_token_id on Qwen3-VL text config is not the sliding_window bug in Qwen3-MoE." + "reason": "Gemma4 import dependency failure and Gemma4Processor missing _tokenizer are separate loading bugs." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:45412", + "right": "issue:46369", "accept": false, - "reason": "FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are distinct loading/runtime issues." + "reason": "A garbage-collection leak in RT-DETR is unrelated to a SAM3-litetext memory overflow." }, { - "left": "issue:43994", - "right": "issue:46369", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "SigLIP2 inference quality problem is unrelated to Sam3 memory overflow." + "reason": "FastSpeech2 tokenizer loading and bfloat16 dtype mismatches are unrelated." }, { - "left": "issue:45250", - "right": "issue:46640", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "Both are about Flash Attention 2, but the titles do not indicate the same concrete bug or code path." + "reason": "One is a Gemma4 dependency import breakage; the other is tokenizer exception masking when protobuf is absent." }, { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:27957", + "right": "issue:33290", "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization offloading are separate behaviors." + "reason": "FlashAttention2 support for XLMRoberta and a DeepSpeed Adafactor OOM are unrelated." }, { - "left": "issue:45588", - "right": "issue:46821", + "left": "issue:27957", + "right": "issue:29127", "accept": false, - "reason": "flash_attention.py attribute crash is not the TimesFM window_size AttributeError." + "reason": "FA2 support for XLMRoberta and a LayoutLMv3 error-message clarity issue do not describe the same bug." }, { - "left": "issue:46121", - "right": "issue:46399", + "left": "issue:43526", + "right": "issue:45834", "accept": false, - "reason": "Rope-params JSON list TypeError is unrelated to missing decorator registration for apply_rotary_pos_emb." + "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 long-OCR index errors are different image-processing bugs." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:33290", + "right": "issue:34689", "accept": false, - "reason": "Batched chat-template padding crash is distinct from video vision_position_ids being wrong." + "reason": "DeepSpeed Adafactor OOM and Llama 3.2 Vision model loading failure are separate load/memory issues." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "General custom model init regression does not match the patchtsmixer post_init policy issue." + "reason": "Optimizer OOM and embedding reinitialization during post_init are unrelated." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure is unrelated to the 2^24 category limit error." + "reason": "A specific Qwen2.5-VL import error is not the same as a generic dependency issue title with no matching concrete failure." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:43526", + "right": "issue:46693", "accept": false, - "reason": "CLIP hidden_states regression and Qwen3_5Moe CPU offload incompatibility are different code paths." + "reason": "Label-array reduction and a FlashAttention 2 performance regression are unrelated." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:44857", + "right": "issue:45588", "accept": false, - "reason": "Qwen3_5 recurrent-state caching bug is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "LwDETR AMP crash and a flash_attention.py s_aux=None AttributeError are different code paths and symptoms." }, { - "left": "issue:44442", - "right": "issue:44898", + "left": "issue:45250", + "right": "issue:46640", "accept": false, - "reason": "Tokenizer loading failure and Perceiver interpolation failure are separate model/component bugs." + "reason": "A broad Flash Attention 2 topic and a specific Flash Attention 2 issue title are too vague to treat as the same concrete bug." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:43994", + "right": "issue:46369", "accept": false, - "reason": "Audio chat-template sampling-rate default and lasr feature extractor center-arg crash are not the same issue." + "reason": "Siglip2 nonsense outputs and SAM3-litetext memory overflow are unrelated." }, { - "left": "issue:42490", - "right": "issue:44743", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "Local-path import warning and Qwen3_5 recurrent-state reset are unrelated." + "reason": "Qwen3-VL pad_token_id loading failure and Qwen3-MoE sliding-window behavior are distinct model bugs." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "BitNet packed-weight loading failure is unrelated to FastSpeech2ConformerTokenizer loading." + "reason": "FineGrainedFP8Config failure for Qwen3Moe and Qwen3-VL weight-shape mismatch are unrelated." }, { - "left": "issue:27957", - "right": "issue:29870", + "left": "issue:43381", + "right": "issue:43873", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and Bart generate() unboundlocal error are different bugs." + "reason": "Gradient checkpointing in eval mode and quantization offloading behavior are different issues." }, { - "left": "issue:42175", - "right": "issue:46234", + "left": "issue:45588", + "right": "issue:46821", "accept": false, - "reason": "Missing TensorFlow in a torch extra install and a missing import-utils helper are unrelated dependency issues." + "reason": "Flash attention sink-less crash and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:44077", - "right": "issue:44479", + "left": "issue:46121", + "right": "issue:46399", "accept": false, - "reason": "patchtsmixer post_init policy and Qwen video-input regression do not share the same failure mode." + "reason": "A rope-validation TypeError from a JSON list and a missing decorator during rotary-pos-emb registration are different root causes." }, { - "left": "issue:45003", - "right": "issue:45440", + "left": "issue:44514", + "right": "issue:45381", "accept": false, - "reason": "sys.modules access safety and DeepseekV3MoE divergence are separate implementation issues." + "reason": "Batched chat template padding crash and incorrect video vision_position_ids in Qwen2.5-VL are separate processor bugs." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "General custom-model init breakage in Transformers 5.0 and a patchtsmixer post_init rule change are not the same concrete failure." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation problems and a categories-limit runtime error are unrelated." + }, + { + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to stale docs referencing pipeline()." + "reason": "Qwen3_5 recurrent-state reset with cache and Whisper batch_decode skipping special tokens are different processor/model behaviors." } ] }, @@ -11029,282 +11071,276 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ - "issue:16998", - "issue:22355", - "issue:25251", "issue:27957", - "issue:28282", - "issue:32090", + "issue:29870", + "issue:42175", + "issue:42490", "issue:42617", - "issue:42907", "issue:43232", - "issue:43295", + "issue:43262", "issue:43316", "issue:43388", + "issue:43493", "issue:43525", "issue:43550", "issue:43575", - "issue:43606", "issue:43643", "issue:43701", + "issue:43720", "issue:43742", "issue:43749", "issue:43761", - "issue:43825", + "issue:43827", "issue:43873", "issue:43931", "issue:44062", - "issue:44079", - "issue:44188", + "issue:44077", "issue:44190", + "issue:44206", "issue:44442", + "issue:44479", "issue:44496", + "issue:44743", "issue:44855", "issue:44871", + "issue:44898", "issue:44913", "issue:44987", + "issue:45003", "issue:45137", "issue:45216", "issue:45325", - "issue:45584", - "issue:45698", + "issue:45440", "issue:45759", "issue:45803", + "issue:45859", "issue:45907", "issue:46178", + "issue:46234", "issue:46506", - "issue:46697", - "issue:46829", - "issue:46932" + "issue:46697" ], "soft_pairs": [ + "issue:43761|issue:45859", + "issue:44442|issue:44898", + "issue:43262|issue:44206", + "issue:42490|issue:44743", + "issue:43720|issue:44442", + "issue:27957|issue:29870", + "issue:42175|issue:46234", + "issue:44077|issue:44479", + "issue:45003|issue:45440", + "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:44855|issue:45137", "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:42617|issue:43575", "issue:43701|issue:46506", + "issue:42617|issue:43575", "issue:43550|issue:43701", - "issue:43575|issue:43742", "issue:44442|issue:45803", "issue:43232|issue:43388", - "issue:27957|issue:32090", - "issue:43761|issue:44079", - "issue:43606|issue:43701", - "issue:43761|issue:44188", - "issue:25251|issue:28282", - "issue:46829|issue:46932", - "issue:42907|issue:45698", - "issue:43295|issue:44871", - "issue:16998|issue:22355", - "issue:43295|issue:43825", - "issue:44871|issue:45584" + "issue:43575|issue:43742" ], - "prepared_review_unit_hash": "51d51c5b7cd76d1f63214f09452dd07355741054959b1078c9e7cc7d1ce54eb0", + "prepared_review_unit_hash": "a38e3330939bfb9a9ec0bb4af49d35418732f52bf7dc74c1464d5eb1fd450590", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35580, - "estimated_input_tokens": 8895, - "estimated_eval_tokens": 18046 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35991, + "estimated_input_tokens": 8998, + "estimated_eval_tokens": 18252 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated transformer issues spanning config, loading, generation, quantization, and model-specific regressions. I did not find any soft pair that looks like the same underlying bug/change, so all soft edges are rejected.", - "confidence": 0.88, - "canonical_issue_reason": "issue:43873 is the most active and broadly scoped item in the set (many comments and inbound refs), so it is the best single issue anchor despite the surrounding items being largely unrelated.", + "summary": "The set is a heterogeneous mix of unrelated issue reports across models, loading, generation, preprocessing, and backend availability. None of the soft pairs look like the same underlying bug, so no duplicate merges are justified.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43749 has the strongest centrality in this mixed set (high discussion activity and inbound references) and is a concrete regression, so it is the best anchor even though the cluster is not a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best representative issue because it is open, high-activity, and describes a broad regression area rather than a narrow model-specific edge case.", + "best_issue_reason": "43749 is the most salient/high-signal issue here: broad impact, active discussion, and external references make it the best representative issue among otherwise unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "Both are model config API mismatches, but they concern different models and different missing fields; not the same bug." + "reason": "Different models and different failures: CLIPVision hidden_states regression vs Qwen3.5 MoE rotary embedding/offload compatibility." }, { - "left": "issue:43873", - "right": "issue:44871", + "left": "issue:44442", + "right": "issue:44898", "accept": false, - "reason": "Quantization/offloading behavior and Gemma eos_token_id config inconsistency are different problems." + "reason": "Both are model/component failures, but they affect unrelated code paths: tokenizer loading vs Perceiver image-size interpolation." }, { - "left": "issue:44062", - "right": "issue:45907", + "left": "issue:43262", + "right": "issue:44206", "accept": false, - "reason": "Tokenizer AddedToken constructor error and list_repo_files revision forwarding are unrelated." + "reason": "Both involve audio-related code, but one is a chat-template sampling-rate default and the other is a feature extractor argument crash." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:42490", + "right": "issue:44743", "accept": false, - "reason": "Python 3.13 torch.jit parsing/import failure is unrelated to the DeepSpeed ZeRO3 deque error." + "reason": "Completely different subsystems: local-path import warning vs recurrent-state handling in Qwen3.5 with cache." }, { - "left": "issue:43643", - "right": "issue:44913", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "Missing fields from trust_remote_code AutoConfig loading is not the same as GPTNeoX rotary_pct reloading default." + "reason": "Unrelated loading bugs in different areas: BitNet accelerate loading vs FastSpeech2Conformer tokenizer auto-loading." }, { - "left": "issue:45325", - "right": "issue:46697", + "left": "issue:27957", + "right": "issue:29870", "accept": false, - "reason": "VL rope-position scaling and Swin2SR image padding are different image/model preprocessing bugs." + "reason": "Different model families and error modes: XLM-R Flash Attention 2 support vs BART generate() decoder mask assignment bug." }, { - "left": "issue:43316", - "right": "issue:45759", + "left": "issue:42175", + "right": "issue:46234", "accept": false, - "reason": "Both involve config handling, but one is a pad_token_id discrepancy and the other is text_config unwrapping for composite multimodal configs." + "reason": "Both are backend/import-availability issues, but they target different missing backends and different code paths." }, { - "left": "issue:43749", - "right": "issue:43931", + "left": "issue:44077", + "right": "issue:44479", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are distinct loading failures." + "reason": "No shared underlying bug: one is a model post_init API restriction, the other is a video-input regression across Qwen VL variants." }, { - "left": "issue:44987", - "right": "issue:46178", + "left": "issue:45003", + "right": "issue:45440", "accept": false, - "reason": "A model load regression for physical-intelligence/fast is unrelated to a backend mapping error for tensorflow_text." + "reason": "Different bugs: unsafe sys.modules access in modeling_utils vs divergence in DeepseekV3MoE implementation." }, { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "Local dataset loading in a training script is unrelated to AutoTokenizer failing on a specific tokenizer class." + "reason": "Different domains: SigLIP2 implementation mismatch vs outdated docs referencing pipeline()." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "Weight-shape mismatch on load and incorrect checkpoint saving are different directions of failure and not the same code path." + "reason": "Both are config/API mismatches, but for different models and different missing fields; not the same bug." }, { - "left": "issue:42617", - "right": "issue:43575", + "left": "issue:43873", + "right": "issue:44871", "accept": false, - "reason": "3d_parallel.py execution failure and TP OOM while loading Qwen2-57B are different distributed/runtime issues." + "reason": "Quantized offloading behavior and Gemma eos_token_id inconsistency are unrelated issues." }, { - "left": "issue:43701", - "right": "issue:46506", - "accept": false, - "reason": "Resume-from-checkpoint key mismatch is unrelated to CPU/CUDA result divergence in PPDocLayoutV3." - }, - { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:44062", + "right": "issue:45907", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to checkpoint key mismatch." + "reason": "Token construction bug vs Hub API forwarding bug; no shared code-path or failure mode." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:43643", + "right": "issue:44913", "accept": false, - "reason": "Tensor-parallel OOM for a large model and a key error loading MobileLLM are not the same bug." + "reason": "Both concern config persistence, but one is missing fields with trust_remote_code and the other is rotary_pct not round-tripping." }, { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:44855", + "right": "issue:45137", "accept": false, - "reason": "Tokenizer loading failure and a bare except swallowing KeyboardInterrupt in Fuyu tensor conversion are unrelated." + "reason": "Completely unrelated: Python 3.13 JIT parsing/indentation error vs DeepSpeed ZeRO3 deque underflow." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:45325", + "right": "issue:46697", "accept": false, - "reason": "Generation kwargs update after sync_gpus and gather_for_metrics label truncation are different trainer utilities." + "reason": "Both touch vision/image preprocessing, but they are separate model-specific bugs with different scaling/padding logic." }, { - "left": "issue:27957", - "right": "issue:32090", + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to the Trainer _gpu_broadcast_one NoneType error." + "reason": "Related only at a very high level (composite config handling), but the affected models and failure details differ." }, { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:43749", + "right": "issue:43931", "accept": false, - "reason": "CLIP hidden_states being None and ModelOutput key assignment for previously-None values are different output-handling problems." + "reason": "Both are loading-related, but one is FSDP CPU RAM-efficient loading and the other is a Qwen3-VL shape-mismatch load error." }, { - "left": "issue:43606", - "right": "issue:43701", + "left": "issue:44987", + "right": "issue:46178", "accept": false, - "reason": "CPU offload device mismatch for bark-small is unrelated to resume_from_checkpoint key mismatch." + "reason": "Different problem classes: model loading regression vs backend mapping/import definition error." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:44190", + "right": "issue:44496", "accept": false, - "reason": "CLIP output regression and attention-kernel divergence under torch.compile are unrelated." + "reason": "Dataset loading in a training script is unrelated to an unrecognized model/config loading error." }, { - "left": "issue:25251", - "right": "issue:28282", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "Pipeline top_k nesting change is unrelated to a missing PyTorch installation ImportError." + "reason": "Both involve model loading/saving, but one is a shape mismatch on load and the other is a bad save_pretrained checkpoint regression." }, { - "left": "issue:46829", - "right": "issue:46932", + "left": "issue:43701", + "right": "issue:46506", "accept": false, - "reason": "VideoPrism output field misassignment and Gemma4 quantized embedder dtype casting are different bugs." + "reason": "Checkpoint resume key mismatch is unrelated to CPU-vs-CUDA inference/output divergence." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are distinct save/load issues." + "reason": "3D parallel script failure and Qwen2-57B-A14B OOM with tensor parallel are different issues." }, { - "left": "issue:43295", - "right": "issue:44871", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "Processor/tokenizer regression in v4.57.5 is unrelated to Gemma-3 eos_token_id inconsistency." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to resume_from_checkpoint key mismatch." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "DeBERTa model_max_length question and missing transformers.onnx module are unrelated." + "reason": "Tokenizer auto-loading and Fuyu tensor conversion exception handling are distinct code paths and bugs." }, { - "left": "issue:43295", - "right": "issue:43825", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "Custom processor/tokenizer regression is unrelated to a pipeline error message about translation tasks in v5." + "reason": "Different generation/training utilities: sync_gpus model_kwargs update bug vs gather_for_metrics dropping tuple labels." }, { - "left": "issue:44871", - "right": "issue:45584", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "Gemma eos_token_id config mismatch and Whisper empty-transcription generation failure are different model-specific issues." + "reason": "Both are model-loading failures, but one is OOM from tensor parallelism and the other is a key error on a different model." } ] }, @@ -11326,276 +11362,276 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ - "issue:43065", + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42907", + "issue:43295", "issue:43316", - "issue:43352", "issue:43404", "issue:43441", "issue:43452", - "issue:43504", "issue:43540", "issue:43572", + "issue:43606", "issue:43646", - "issue:43650", + "issue:43701", "issue:43716", + "issue:43761", + "issue:43825", "issue:44077", + "issue:44079", "issue:44162", + "issue:44188", "issue:44242", "issue:44464", "issue:44496", "issue:44514", "issue:44521", "issue:44534", - "issue:44610", - "issue:44617", "issue:44792", "issue:44871", "issue:44913", - "issue:44977", - "issue:45127", - "issue:45200", "issue:45381", - "issue:45542", - "issue:45600", - "issue:45632", + "issue:45584", "issue:45698", "issue:45803", "issue:46050", - "issue:46170", "issue:46178", - "issue:46202", "issue:46234", "issue:46291", "issue:46365", - "issue:46369", "issue:46421", - "issue:46424", - "issue:46640", "issue:46821", + "issue:46829", "issue:46894", + "issue:46932", "issue:47217" ], "soft_pairs": [ + "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:43295|issue:44871", + "issue:16998|issue:22355", + "issue:43295|issue:43825", + "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:43452|issue:44496", "issue:44464|issue:46421", + "issue:43452|issue:44496", "issue:44871|issue:46050", - "issue:44162|issue:44792", "issue:45803|issue:46365", + "issue:44162|issue:44792", "issue:43404|issue:43441", "issue:44242|issue:46894", "issue:43540|issue:44514", - "issue:43572|issue:46178", - "issue:43065|issue:44617", "issue:45381|issue:47217", - "issue:45632|issue:46424", - "issue:45542|issue:46234", - "issue:44610|issue:46369", - "issue:44792|issue:45600", - "issue:44792|issue:44977", - "issue:43504|issue:45698", - "issue:43352|issue:46640", - "issue:45803|issue:46170", - "issue:45127|issue:45200", - "issue:43650|issue:46202" + "issue:43572|issue:46178" ], - "prepared_review_unit_hash": "e73e4d1c3a317aed1d2b01073a6b7678685663ed9b2e1966d3f100f046ce432a", + "prepared_review_unit_hash": "197491e7ff3d9f252a9e445934c5f1b50181157c22abd8d090cd0081ffd78d13", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35576, - "estimated_input_tokens": 8894, - "estimated_eval_tokens": 18044 + "serialized_chars": 35720, + "estimated_input_tokens": 8930, + "estimated_eval_tokens": 18116 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly superficial similarities across different Transformers bugs. I would reject every candidate edge: the titles point to distinct model families, inputs, or failure modes rather than the same underlying defect. There is no true duplicate cluster here.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "These items are largely unrelated issue reports; I did not find any soft pair that looks like the same underlying bug/change. The best representative issue is the open multimodal chat-template bug (#44521), but only as a canonical placeholder, not as a duplicate anchor.", + "confidence": 0.83, + "canonical_issue_reason": "#44521 is the clearest, most broadly referenced issue in the set and has the strongest duplicate-triage signal (open, multiple inbound refs, active discussion).", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the strongest standalone anchor in this set because it is open, has the most discussion/inbound references among the closest semantic neighbors, and is a concrete reproducible bug\u2014but it should not be treated as a duplicate hub for the others.", + "best_issue_reason": "#44521 is the best single representative issue if one must be chosen; it is well-scoped and has the strongest evidence of being a live, reusable bug report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44521", - "right": "issue:47217", + "left": "issue:43761", + "right": "issue:44079", "accept": false, - "reason": "Both are multimodal/chat-template problems, but one is about assistant mask generation and the other about image placeholders in user text; different failure modes and code paths." + "reason": "Different bugs: CLIPVisionModel hidden_states regression vs ModelOutput key assignment when prior value was None." }, { - "left": "issue:46234", - "right": "issue:46291", + "left": "issue:27957", + "right": "issue:32090", "accept": false, - "reason": "These are unrelated import/dependency issues: a missing availability helper vs a kernels version/revision requirement on pipeline import." + "reason": "One is XLMRoberta/FlashAttention-2 support, the other is a Trainer broadcast TypeError with NoneType." }, { - "left": "issue:43316", - "right": "issue:43716", + "left": "issue:43606", + "right": "issue:43701", "accept": false, - "reason": "Gemma3TextConfig API inconsistency and Mistral-3 image preprocessor dtype mismatch are separate bugs." + "reason": "CPU offload device mismatch and resume_from_checkpoint key mismatch are unrelated failure modes." }, { - "left": "issue:43316", - "right": "issue:46821", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "A config API discrepancy is not the same as TimesFM's window_size AttributeError." + "reason": "Different code paths: CLIPVisionModel output regression vs torch.compile attention-kernel branching divergence." }, { - "left": "issue:43646", - "right": "issue:44913", + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "Custom model initialization breakage and GPTNeoX rotary_pct reload regression are different configuration problems." + "reason": "Pipeline top_k output-shape bug is unrelated to AutoModel importing without PyTorch installed." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:46829", + "right": "issue:46932", "accept": false, - "reason": "Optional post_init enforcement and non-persistent buffer junk filling are distinct v5 regressions." + "reason": "VideoPrism output-field mixup and Gemma4 quantized dtype-casting are different model-specific bugs." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "GGUF loading breakage and unrecognized model_type in config.json are different from_pretrained failures." + "reason": "Both involve save/load, but one is dequantized model saving and the other is wrong custom-module loading after save_pretrained." }, { - "left": "issue:44464", - "right": "issue:46421", + "left": "issue:43295", + "right": "issue:44871", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is separate from cache lazy-init recompilation." + "reason": "Processor/tokenizer regression with images is unrelated to Gemma3 eos_token_id configuration mismatch." }, { - "left": "issue:44871", - "right": "issue:46050", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "Gemma eos_token_id mismatch and sinq save/load quantization breakage are unrelated round-trip bugs." + "reason": "A model_max_length question for DeBERTa-V3 is not the same as an onnx import error." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:43295", + "right": "issue:43825", "accept": false, - "reason": "ESM2 breakage and a janus image-generation test failure do not share the same underlying defect." + "reason": "Different regressions: processor.tokenizer/image handling vs pipeline translation-task error messaging." }, { - "left": "issue:45803", - "right": "issue:46365", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "Bare except swallowing errors in Fuyu is unrelated to Trainer import failure caused by datasets on the environment." + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription failure are separate issues." }, { - "left": "issue:43404", - "right": "issue:43441", + "left": "issue:44521", + "right": "issue:47217", "accept": false, - "reason": "lm_head weight tying in Mistral3 is a different code-path problem than Ministral-3 FlashAttention support." + "reason": "Both are multimodal chat-template issues, but assistant_masks being all-zero and image-placeholder placement failures are distinct bugs." }, { - "left": "issue:44242", - "right": "issue:46894", + "left": "issue:46234", + "right": "issue:46291", "accept": false, - "reason": "Load-balancing loss omission and a training-loss double-shift bug are not the same bug, even if both touch loss computation." + "reason": "Missing import_utils symbol and kernels version/revision import failure are different import-time problems." }, { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:43316", + "right": "issue:43716", "accept": false, - "reason": "Video input processing in Qwen3OmniMoe and batched chat-template padding behavior in Qwen2_5_VL are distinct failures." + "reason": "Gemma3TextConfig API discrepancy is unrelated to Mistral image-preprocessor dtype mismatch." }, { - "left": "issue:43572", - "right": "issue:46178", + "left": "issue:43316", + "right": "issue:46821", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the tensorflow_text backend mapping error." + "reason": "Config API mismatch and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:43646", + "right": "issue:44913", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are not the same underlying defect." + "reason": "Generic custom-model initialization breakage is not the same as GPTNeoX rotary_pct not persisting on reload." }, { - "left": "issue:45381", - "right": "issue:47217", + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "Both are VL-input bugs, but wrong vision_position_ids for video input is different from failing when the image placeholder appears in user text." + "reason": "Optional post_init contract change and non-persistent-buffer junk are different v5 regressions." }, { - "left": "issue:45632", - "right": "issue:46424", + "left": "issue:44464", + "right": "issue:46421", "accept": false, - "reason": "Remote-code cache path collisions and max_cache_length handling in cache config are separate caching issues." + "reason": "Chunked generation inconsistency under compiled forward is not the same as lazy cache init causing recompilation." }, { - "left": "issue:45542", - "right": "issue:46234", + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "TensorBoard/TensorFlow backend confusion is unrelated to the missing falcon_mamba availability symbol." + "reason": "gguf_file loading breakage and unrecognized-model/config.json errors are different from_pretrained failures." }, { - "left": "issue:44610", - "right": "issue:46369", + "left": "issue:44871", + "right": "issue:46050", "accept": false, - "reason": "Processor output size mismatch for OmDet-Turbo and memory overflow in sam3-litetext are different model-specific problems." + "reason": "Gemma eos_token configuration mismatch is unrelated to sinq quantized save/load breakage." }, { - "left": "issue:44792", - "right": "issue:45600", + "left": "issue:45803", + "right": "issue:46365", "accept": false, - "reason": "A janus image-generation test failure is not the same as stale Sam3LiteText references in auto_mappings.py." + "reason": "Bare-except swallowing errors in FuyuBatchFeature is unrelated to importing Trainer when datasets is installed." }, { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:44162", + "right": "issue:44792", "accept": false, - "reason": "These concern different models and different symptoms: a failing test vs FlashAttention generation issues." + "reason": "ESM2 breakage and janus test failure are different model/test issues." }, { - "left": "issue:43504", - "right": "issue:45698", + "left": "issue:43404", + "right": "issue:43441", "accept": false, - "reason": "Legacy preset-field loading and wrong custom-module selection after save/load are different persistence bugs." + "reason": "lm_head weight tying in Mistral3ForConditionalGeneration is not the same as Ministral-3 FlashAttention failure." }, { - "left": "issue:43352", - "right": "issue:46640", + "left": "issue:44242", + "right": "issue:46894", "accept": false, - "reason": "A model-specific FlashAttention 2 unsupported error is not the same as a generic Flash Attention 2 issue report." + "reason": "Load-balancing-loss omission and ASR training double-shift bug are different MoE/training issues." }, { - "left": "issue:45803", - "right": "issue:46170", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "Swallowing exceptions in Fuyu conversion is unrelated to the Windows ROCm torch.distributed import/dependency failure." + "reason": "Video-input processing failure in Qwen3OmniMoe is unrelated to batched apply_chat_template padding behavior." }, { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:45381", + "right": "issue:47217", "accept": false, - "reason": "LoRA + extended-vocab collapse with tied embeddings and Gemma 4 mm_token_type_ids defaults are different change requests/bugs." + "reason": "Wrong vision_position_ids for Qwen2.5-VL video input is not the same as image-placeholder-in-user-text failures." }, { - "left": "issue:43650", - "right": "issue:46202", + "left": "issue:43572", + "right": "issue:46178", "accept": false, - "reason": "These are unrelated: a vague data request versus a Gemma pipeline roundtrip issue." + "reason": "Missing StableLmConfig pad_token_idx and missing backend mapping for tensorflow_text are unrelated config/import issues." } ] }, @@ -11617,276 +11653,269 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ - "issue:25251", - "issue:27957", "issue:29870", "issue:35141", "issue:41950", "issue:42490", - "issue:43335", + "issue:43065", + "issue:43352", "issue:43388", "issue:43475", + "issue:43504", "issue:43525", "issue:43531", - "issue:43550", - "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:44610", "issue:44617", "issue:44734", "issue:44743", + "issue:44792", "issue:44855", "issue:44869", - "issue:44877", "issue:44913", "issue:44964", - "issue:45072", - "issue:45245", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45405", "issue:45406", - "issue:45563", - "issue:45584", + "issue:45542", "issue:45588", + "issue:45600", "issue:45632", - "issue:46082", - "issue:46617", + "issue:45698", + "issue:45803", + "issue:46170", + "issue:46202", + "issue:46234", + "issue:46369", + "issue:46424", + "issue:46640", "issue:46693", - "issue:46697", "issue:46832", - "issue:46858", - "issue:46897", - "issue:46932", "issue:47217" ], "soft_pairs": [ + "issue:45632|issue:46424", + "issue:43065|issue:44617", + "issue:45542|issue:46234", + "issue:44610|issue:46369", + "issue:43504|issue:45698", + "issue:44792|issue:45600", + "issue:44792|issue:44977", + "issue:43352|issue:46640", + "issue:45803|issue:46170", + "issue:43650|issue:46202", "issue:44479|issue:47217", "issue:43525|issue:43531", + "issue:45127|issue:45200", "issue:44534|issue:44913", - "issue:35141|issue:42490", "issue:41950|issue:43475", + "issue:35141|issue:42490", "issue:43673|issue:44743", "issue:43388|issue:43688", "issue:44190|issue:44964", "issue:46693|issue:47217", "issue:44855|issue:45588", + "issue:44792|issue:45405", "issue:29870|issue:35141", - "issue:44734|issue:45406", - "issue:43827|issue:43994", "issue:44869|issue:46832", - "issue:45245|issue:46858", - "issue:46082|issue:46697", - "issue:45632|issue:46617", - "issue:45072|issue:46932", - "issue:43644|issue:44913", - "issue:43335|issue:44855", - "issue:25251|issue:27957", - "issue:43931|issue:44060", - "issue:44617|issue:45584", - "issue:44077|issue:44877", - "issue:44242|issue:46897", - "issue:45563|issue:45584", - "issue:43550|issue:44190" + "issue:43827|issue:43994", + "issue:44734|issue:45406" ], - "prepared_review_unit_hash": "d017f9abc032213f3e8a85bfbc77a232eb5c565a3c6255df1cc829e9dee762a0", + "prepared_review_unit_hash": "9c435231e7825b542f2af2bfcfc7036788cb1ab0e2119053b46180f9d2ea690a", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36040, - "estimated_input_tokens": 9010, - "estimated_eval_tokens": 18276 + "soft_pair_count": 26, + "serialized_chars": 35607, + "estimated_input_tokens": 8902, + "estimated_eval_tokens": 18060 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly unrelated bug reports across different Transformers subsystems. Several pairs share only broad themes or adjacent vocabulary, but none are strong duplicate candidates under strict triage.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 45632 is the clearest, most concrete report in the set: it has a specific trust_remote_code cache-path collision scenario with a plausible, reproducible failure mode.", + "summary": "The set is a heterogeneous mix of unrelated bug reports. None of the soft pairs look like the same underlying issue, so no duplicate clusters should be merged here.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits: the items span many unrelated subsystems and bug types, and the soft pairs do not point to one shared root cause.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45632 is the best representative issue here because it names a specific root-cause class (cache path collision) rather than a vague symptom.", + "best_issue_reason": "No global best issue is appropriate because this is not a coherent duplicate cluster; each report concerns a different failure mode or feature area.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44479", - "right": "issue:47217", - "accept": false, - "reason": "Both involve vision-language behavior, but one is a v5.3 video-input regression and the other is placeholder handling in user text; different bugs." - }, - { - "left": "issue:43525", - "right": "issue:43531", + "left": "issue:45632", + "right": "issue:46424", "accept": false, - "reason": "Different models and failures: missing pad_token_id in Llama4Config vs sliding_window behavior in Qwen3-MoE." + "reason": "Different cache bugs: local-model path collision vs max_cache_length behavior." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "One is a broad v5 non-persistent buffer initialization regression; the other is a GPTNeoX config reload issue for rotary_pct." + "reason": "Different SAM3 problems: dummy Conv2d implementation vs video OOM." }, { - "left": "issue:35141", - "right": "issue:42490", + "left": "issue:45542", + "right": "issue:46234", "accept": false, - "reason": "Resizing token embeddings reinitializing output embeddings is unrelated to the local-path trailing-slash import warning." + "reason": "Unrelated import/backend issues; one is TensorFlow backend detection, the other a missing import utility symbol." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:44610", + "right": "issue:46369", "accept": false, - "reason": "Video-classification processor selection and SAM3Video missing attribute are different code paths and symptoms." + "reason": "Different model/input issues: processor image size mismatch vs memory overflow." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:43504", + "right": "issue:45698", "accept": false, - "reason": "Both are cache-related generation bugs, but one is chunked_prefill cache plumbing and the other is recurrent-state reset logic." + "reason": "Legacy-field load failure is unrelated to wrong custom-module loading after save/load." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:44792", + "right": "issue:45600", "accept": false, - "reason": "Different training/eval bugs: last-batch label truncation vs auxiliary-loss normalization." + "reason": "Janus image-generation test failure and removed Sam3LiteText auto-mapping are different problems." }, { - "left": "issue:44190", - "right": "issue:44964", + "left": "issue:44792", + "right": "issue:44977", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to loading a multimodal model with latest transformers." + "reason": "Different Qwen/Janus behaviors; one is a test failure, the other a flash-attention generation bug." }, { - "left": "issue:46693", - "right": "issue:47217", + "left": "issue:43352", + "right": "issue:46640", "accept": false, - "reason": "A FA2 long-context performance regression is not the same bug as VL placeholder parsing in user text." + "reason": "Generic FA2 support issue vs a specific model-not-supported error; not the same root cause." }, { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:45803", + "right": "issue:46170", "accept": false, - "reason": "Python 3.13 JIT parsing/indentation failure is unrelated to flash_attention s_aux=None handling." + "reason": "Bare except swallowing interrupts is unrelated to Windows/ROCm torch.distributed import failures." }, { - "left": "issue:29870", - "right": "issue:35141", + "left": "issue:43650", + "right": "issue:46202", "accept": false, - "reason": "Bart generate() decoder_attention_mask initialization and embedding reinitialization are unrelated bugs." + "reason": "The first is not a technical bug report, the second is a Gemma pipeline roundtrip issue." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:44479", + "right": "issue:47217", "accept": false, - "reason": "KV cache continuation indexing in serve is a different failure from Gemma4Processor missing _tokenizer." + "reason": "Different multimodal regressions: Qwen VL video input handling vs image-placeholder-in-user-text parsing." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:43525", + "right": "issue:43531", "accept": false, - "reason": "Docs still referencing pipeline() is not the same as SigLIP2 producing bad outputs with AutoModel/pipeline." + "reason": "Llama4 missing pad_token_id and Qwen3-MoE sliding_window are unrelated config bugs." }, { - "left": "issue:44869", - "right": "issue:46832", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "Whisper trailing replacement-character decode crash and RT-DETR feature-level mismatch are unrelated." + "reason": "LoRA/extended-vocab collapse differs from Gemma4 mm_token_type_ids defaulting." }, { - "left": "issue:45245", - "right": "issue:46858", + "left": "issue:44534", + "right": "issue:44913", "accept": false, - "reason": "Category-count overflow and static-cache seq_length/device-tensor arithmetic are different problems." + "reason": "Non-persistent buffer junk differs from GPTNeoX rotary_pct reload behavior." }, { - "left": "issue:46082", - "right": "issue:46697", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "LlamaConfig head_dim validation is unrelated to Swin2SR image padding behavior." + "reason": "Video-classification processor mismatch is unrelated to SAM3 vision encoder missing attribute." }, { - "left": "issue:45632", - "right": "issue:46617", + "left": "issue:35141", + "right": "issue:42490", "accept": false, - "reason": "Both mention trust_remote_code cache behavior, but one is a leaf-directory collision and the other is a generic FileNotFoundError; not enough evidence of the same concrete bug." + "reason": "Embedding reinit bug is unrelated to slash-path import warning." }, { - "left": "issue:45072", - "right": "issue:46932", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "Both mention dtype issues, but they affect different models and components with different quantization paths." + "reason": "Both mention cache, but they affect different code paths and model behaviors; not the same bug." }, { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Non-persistent buffer junk initialization is unrelated to GPTNeoX rotary_pct persistence on reload." + "reason": "Metric label truncation and auxiliary-loss normalization are distinct training/eval issues." }, { - "left": "issue:43335", - "right": "issue:44855", + "left": "issue:44190", + "right": "issue:44964", "accept": false, - "reason": "Sparse-layer creation in SwitchTransformers and a Python 3.13 decorator parsing error are unrelated." + "reason": "Dataset loading failure and Phi-4 multimodal model loading failure are unrelated." }, { - "left": "issue:25251", - "right": "issue:27957", + "left": "issue:46693", + "right": "issue:47217", "accept": false, - "reason": "Pipeline top_k output shape change and XLMRoberta Flash Attention 2 support are different bugs." + "reason": "Flash-Attention long-context regression is unrelated to image-placeholder parsing in VL models." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch on load is unrelated to the Qwen3-Next tied-weights warning bug." + "reason": "Python 3.13 torch.jit parsing issue is unrelated to flash_attention s_aux=None crash." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:44792", + "right": "issue:45405", "accept": false, - "reason": "CUDA OOM in Sam3Video and Whisper empty-transcription failure are unrelated runtime issues." + "reason": "A failed janus image-generation test is unrelated to an unreleased PEFT version bump." }, { - "left": "issue:44077", - "right": "issue:44877", + "left": "issue:29870", + "right": "issue:35141", "accept": false, - "reason": "PatchTSMixer post_init policy and strict config loading for granite_speech are not the same change." + "reason": "Bart generate() unbound local error and embedding reinitialization are different model bugs." }, { - "left": "issue:44242", - "right": "issue:46897", + "left": "issue:44869", + "right": "issue:46832", "accept": false, - "reason": "Load-balancing loss omission and Florence2 double-shift training loss are different MOE/training bugs." + "reason": "Whisper timestamp decoding crash and RT-DETR feature-level TypeError are unrelated." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "A stale warning in paged generate() is unrelated to Whisper failing on empty transcription." + "reason": "Docs referencing removed pipeline APIs is not the same as SigLIP2 producing bad outputs with AutoModel/pipeline." }, { - "left": "issue:43550", - "right": "issue:44190", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "Torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to a local dataset loading example error." + "reason": "Serve KV-cache indexing crash and Gemma4Processor missing _tokenizer are different failures." } ] }, @@ -11908,285 +11937,289 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ "issue:25251", - "issue:29870", + "issue:27957", "issue:39692", "issue:41720", "issue:43065", "issue:43295", "issue:43335", - "issue:43540", - "issue:43643", + "issue:43550", + "issue:43644", "issue:43673", "issue:43854", - "issue:44112", + "issue:43931", + "issue:44060", + "issue:44077", "issue:44190", - "issue:44246", - "issue:44462", + "issue:44242", "issue:44464", "issue:44479", - "issue:44496", - "issue:44521", "issue:44610", "issue:44617", "issue:44734", - "issue:44779", "issue:44792", + "issue:44855", + "issue:44877", + "issue:44913", "issue:44933", - "issue:44938", - "issue:44964", - "issue:45003", + "issue:45072", "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:45632", + "issue:46082", "issue:46369", "issue:46421", - "issue:46489", + "issue:46617", "issue:46655", - "issue:46752", + "issue:46697", + "issue:46858", + "issue:46897", + "issue:46932", "issue:47013" ], "soft_pairs": [ + "issue:45632|issue:46617", + "issue:45245|issue:46858", + "issue:43644|issue:44913", + "issue:45072|issue:46932", + "issue:43335|issue:44855", + "issue:46082|issue:46697", + "issue:25251|issue:27957", + "issue:43931|issue:44060", + "issue:44617|issue:45584", + "issue:44077|issue:44877", + "issue:44242|issue:46897", + "issue:43550|issue:44190", + "issue:45563|issue:45584", "issue:45381|issue:46369", "issue:41720|issue:45245", "issue:44933|issue:45362", "issue:43673|issue:46421", "issue:43335|issue:44190", "issue:43854|issue:44792", - "issue:44479|issue:44734", - "issue:45588|issue:47013", "issue:43065|issue:44610", + "issue:44479|issue:44734", "issue:45381|issue:46655", - "issue:44617|issue:46369", + "issue:45588|issue:47013", "issue:43295|issue:45276", + "issue:44617|issue:46369", "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:45290|issue:46752", - "issue:25251|issue:29870", - "issue:44112|issue:45600", - "issue:44462|issue:45907", - "issue:43643|issue:44496", - "issue:44521|issue:45381", - "issue:43854|issue:44964", - "issue:44938|issue:45542", - "issue:44246|issue:45003" + "issue:44464|issue:45563" ], - "prepared_review_unit_hash": "1ddacc6d90f155f5293d6874f7cd5122522e83da2efdfb82ea19d35655f1be57", + "prepared_review_unit_hash": "aa6359ff400c100ced7d78dbc29fa988fdc299f4443c0f82dbedb6e1a4416bd1", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35260, - "estimated_input_tokens": 8815, - "estimated_eval_tokens": 17886 + "soft_pair_count": 28, + "serialized_chars": 35589, + "estimated_input_tokens": 8898, + "estimated_eval_tokens": 18052 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are clearly unrelated and should stay separate. The only plausible duplicate is the DeepSeek tokenizer regression pair (44779/46489), which appears to describe the same v5 tokenizer breakage with one issue being a more specific follow-up.", - "confidence": 0.82, - "canonical_issue_reason": "issue:46489 is the most specific and actionable report: it names DeepSeek-Coder v1, scopes the regression to transformers v5+, and points to the gap in PR #44801's fix.", + "summary": "The cluster is a collection of largely unrelated issue reports; none of the soft pairs look like true duplicates of the same bug. I would anchor the cluster on the broad core-regression report about non-persistent buffers being filled with junk.", + "confidence": 0.93, + "canonical_issue_reason": "issue #43644 is the broadest, most cross-cutting regression here and is a better cluster anchor than the many narrow model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46489 has the clearest symptom description and root-cause context, making it the best representative issue for this cluster.", + "best_issue_reason": "#43644 is the most generally applicable infrastructure-level bug in the set, so it is the best single issue to represent the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45381", - "right": "issue:46369", + "left": "issue:45632", + "right": "issue:46617", "accept": false, - "reason": "Different models and failures: Qwen video position IDs vs Sam3LiteText memory overflow." + "reason": "Both concern trust_remote_code caching, but one is a leaf-directory collision and the other is a cache FileNotFoundError; different failure modes." }, { - "left": "issue:41720", - "right": "issue:45245", + "left": "issue:45245", + "right": "issue:46858", "accept": false, - "reason": "Unrelated errors: CUDA assert during auto device mapping vs category-count limit in a different component." + "reason": "Unrelated bugs: a category-count runtime error vs. a static-cache/tensor-slice issue under torch.compile." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "One is a missing import in image_utils; the other is a Qwen chat crash. No shared bug." + "reason": "Core buffer initialization regression vs. GPTNeoXConfig round-trip losing rotary_pct; different code paths." }, { - "left": "issue:43673", - "right": "issue:46421", + "left": "issue:45072", + "right": "issue:46932", "accept": false, - "reason": "Both mention chunked prefill/cache, but one is a missing cache in v5.0.0 and the other is lazy cache init causing recompilation; not the same defect." + "reason": "Both are dtype-related, but they affect different models and mechanisms; not the same concrete bug." }, { "left": "issue:43335", - "right": "issue:44190", + "right": "issue:44855", "accept": false, - "reason": "SwitchTransformers config bug vs dataset loading script issue; no overlap in code path." + "reason": "Sparse-layer config validation bug vs. Python 3.13 torch.jit parsing/IndentationError; unrelated." }, { - "left": "issue:43854", - "right": "issue:44792", + "left": "issue:46082", + "right": "issue:46697", "accept": false, - "reason": "Different model/test failures: GLM-4.7-Flash loading vs janus image-generation test." + "reason": "LlamaConfig head_dim validation and Swin2SR padding are unrelated issues." }, { - "left": "issue:44479", - "right": "issue:44734", + "left": "issue:25251", + "right": "issue:27957", "accept": false, - "reason": "Both are generation-related, but one is a multimodal video regression and the other is KV-cache tensor indexing in serve; distinct bugs." + "reason": "Pipeline top_k nesting bug vs. XLMRoberta Flash Attention 2; no shared underlying defect." }, { - "left": "issue:45588", - "right": "issue:47013", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "Flash-attention sinkless-model crash vs xLSTM unpacking mismatch; unrelated code paths." + "reason": "Both involve Qwen3 weights, but one is a model shape-load failure and the other is a tied-weights warning bug." }, { - "left": "issue:43065", - "right": "issue:44610", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d vs OmDet-Turbo input-size mismatch are different issues." + "reason": "CUDA OOM in Sam3Video and Whisper empty-transcription failure are distinct problems." }, { - "left": "issue:45381", - "right": "issue:46655", + "left": "issue:44077", + "right": "issue:44877", "accept": false, - "reason": "Both concern video processing, but the reported failures are different models and different bugs (vision_position_ids vs padding calculation)." + "reason": "Both touch config loading, but they are model-specific validation/compatibility issues with different causes." }, { - "left": "issue:44617", - "right": "issue:46369", + "left": "issue:44242", + "right": "issue:46897", "accept": false, - "reason": "OOM in Sam3Video is not the same as memory overflow in sam3-litetext." + "reason": "Both are loss-related, but one is router/load-balancing loss gating and the other is a training-loss double-shift bug." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:43550", + "right": "issue:44190", "accept": false, - "reason": "Processor/tokenizer regression vs resize_token_embeddings not propagating to Gemma4 embeddings; separate behavior." + "reason": "torch.compile+SDPA failure in Bamba vs. local dataset loading in an example script; unrelated." }, { - "left": "issue:39692", - "right": "issue:44190", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "Documentation example/model mismatch is unrelated to the local dataset loading failure." + "reason": "Stale generate warning vs. Whisper empty-transcription crash; different generation paths and symptoms." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:45381", + "right": "issue:46369", "accept": false, - "reason": "LoRA merge with extended vocab causing collapse is unrelated to Qwen3.5 save_pretrained visual-key serialization." + "reason": "Different SAM/vision preprocessing issues: Qwen2.5-VL video position IDs vs. Sam3-litetext memory overflow." }, { - "left": "issue:44464", - "right": "issue:45563", + "left": "issue:41720", + "right": "issue:45245", "accept": false, - "reason": "Compiled-forward generation inconsistency vs a stale warning in paged generate; different symptoms and fixes." + "reason": "Qwen3 device-mapping cuda assert is unrelated to the category-limit runtime error." }, { - "left": "issue:44779", - "right": "issue:46489", - "accept": true, - "reason": "Both describe the same DeepSeek tokenizer regression in v5+ versus v4; 46489 is the more specific instance referencing the prior fix gap." + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils vs. Qwen3.5 chat crash; no shared bug." }, { - "left": "issue:45276", - "right": "issue:45584", + "left": "issue:43673", + "right": "issue:46421", "accept": false, - "reason": "Gemma4 embedding resize issue vs Whisper empty-transcription generation failure; no shared underlying bug." + "reason": "Both mention cache and chunked prefill, but one is a missing cache regression and the other is recompilation due to lazy cache init." }, { - "left": "issue:43540", - "right": "issue:44734", + "left": "issue:43335", + "right": "issue:44190", "accept": false, - "reason": "Video input ValueError in Qwen3OmniMoe vs serve KV-cache continuation crash; unrelated." + "reason": "Config bug in SwitchTransformers vs. dataset loading script failure; unrelated." }, { - "left": "issue:45290", - "right": "issue:46752", + "left": "issue:43854", + "right": "issue:44792", "accept": false, - "reason": "Both are apply_chat_template crashes, but on different edge cases (tool-call assistant messages vs empty list) and likely different fixes." + "reason": "GLM-4.7-Flash unit-test loading failure and Janus image-generation test failure are separate issues." }, { - "left": "issue:25251", - "right": "issue:29870", + "left": "issue:43065", + "right": "issue:44610", "accept": false, - "reason": "Pipeline top_k nesting behavior and Bart generate decoder_attention_mask UnboundLocalError are unrelated." + "reason": "Dummy Conv2d in Sam3PixelDecoder vs. OmDet-Turbo processor size mismatch; different bugs." }, { - "left": "issue:44112", - "right": "issue:45600", + "left": "issue:44479", + "right": "issue:44734", "accept": false, - "reason": "CI failures in different areas: stale GraniteSpeech device override test vs obsolete auto_mappings config reference." + "reason": "Qwen VL video-input regression vs. serve KV-cache indexing crash; not the same underlying problem." }, { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:45381", + "right": "issue:46655", "accept": false, - "reason": "Tokenizer.json loading bug vs list_repo_files not forwarding revision; different APIs and failure modes." + "reason": "Both involve video preprocessing, but they target different models and different mistakes (vision_position_ids vs. padding calculation)." }, { - "left": "issue:43643", - "right": "issue:44496", + "left": "issue:45588", + "right": "issue:47013", "accept": false, - "reason": "One is missing fields with trust_remote_code; the other is an unrecognized model lacking model_type. Not the same issue." + "reason": "Flash-attention sink handling and xLSTM return-value unpacking are unrelated runtime errors." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "Different multimodal chat/template failures: assistant mask zeroing vs video vision_position_ids." + "reason": "Processor/tokenizer regression vs. gemma4 embedding resize not propagating; different code paths." }, { - "left": "issue:43854", - "right": "issue:44964", + "left": "issue:44617", + "right": "issue:46369", "accept": false, - "reason": "Both involve model loading, but the models and failure modes differ completely." + "reason": "Both are memory-related in Sam3 variants, but one is video-model OOM and the other is litetext memory overflow; not enough to treat as the same bug." }, { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:39692", + "right": "issue:44190", "accept": false, - "reason": "Python 3.14 import/load issue vs undefined tf backend due to tensorboard-only install; unrelated." + "reason": "SigLIP2 documentation example errors are unrelated to the local-dataset example issue." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA/extended-vocab collapse and Qwen3.5 save_pretrained visual-key regression are different failures." + }, + { + "left": "issue:44464", + "right": "issue:45563", "accept": false, - "reason": "Import performance complaint vs unsafe sys.modules access in modeling_utils; not the same bug." + "reason": "Compiled-forward generation inconsistency is distinct from a stale warning about num_return_sequences." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The clustering is conservative and grounded in the packet. The DeepSeek tokenizer pair (44779/46489) is a reasonable duplicate call: both describe v5+ tokenizer regressions for DeepSeek/DeepSeek-Coder, with 46489 clearly the more specific follow-up tied to PR #44801. The other soft-edge rejections are appropriately cautious and do not overstate shared bugs." - }, - "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 }, @@ -12201,58 +12234,69 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ + "issue:25251", "issue:27957", + "issue:29870", "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:43540", + "issue:43643", "issue:43673", - "issue:43901", - "issue:43976", - "issue:44016", + "issue:43854", "issue:44112", - "issue:44220", + "issue:44246", "issue:44279", "issue:44295", - "issue:44336", + "issue:44462", "issue:44496", "issue:44521", - "issue:44683", + "issue:44734", "issue:44737", + "issue:44779", + "issue:44938", "issue:44964", - "issue:44987", - "issue:45042", - "issue:45083", + "issue:45003", "issue:45216", - "issue:45335", - "issue:45446", - "issue:45593", + "issue:45276", + "issue:45290", + "issue:45381", + "issue:45542", + "issue:45584", "issue:45600", "issue:45632", "issue:45803", - "issue:46082", - "issue:46121", + "issue:45907", "issue:46234", - "issue:46424", + "issue:46489", "issue:46506", "issue:46697", + "issue:46752", "issue:46858", - "issue:46932", "issue:47217" ], "soft_pairs": [ + "issue:44779|issue:46489", + "issue:45276|issue:45584", + "issue:43540|issue:44734", + "issue:45290|issue:46752", + "issue:25251|issue:29870", + "issue:44112|issue:45600", + "issue:44462|issue:45907", + "issue:43643|issue:44496", + "issue:44521|issue:45381", + "issue:44938|issue:45542", + "issue:43854|issue:44964", + "issue:44246|issue:45003", "issue:27957|issue:35141", "issue:43526|issue:46697", "issue:43673|issue:46858", @@ -12268,230 +12312,204 @@ "issue:36246|issue:38617", "issue:43404|issue:45216", "issue:43531|issue:45600", - "issue:44295|issue:46506", - "issue:43295|issue:45335", - "issue:46082|issue:46121", - "issue:41950|issue:44016", - "issue:43673|issue:46424", - "issue:45083|issue:46506", - "issue:44496|issue:45042", - "issue:43673|issue:44336", - "issue:43976|issue:44987", - "issue:43526|issue:43901", - "issue:43582|issue:46932", - "issue:43901|issue:44496", - "issue:44683|issue:45446", - "issue:43381|issue:45593", - "issue:44016|issue:44220" + "issue:44295|issue:46506" ], - "prepared_review_unit_hash": "f2d9160e5a376979de2bcefbf3217195755c0eb2d2dae340db18a34b55cfc82b", + "prepared_review_unit_hash": "416d0bae54258e6f9bd481a1377e8c3c9358a6a62dbf4b598d3e24a224b838e0", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36888, - "estimated_input_tokens": 9222, - "estimated_eval_tokens": 18700 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35797, + "estimated_input_tokens": 8950, + "estimated_eval_tokens": 18156 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like a true duplicate or mergeable match; most share only a broad subsystem (imports, models, caching, processors) but describe different concrete failures. There are no PRs in the set. The most representative issue is the active multimodal chat-template bug (#44521), but it is not duplicated by the others.", - "confidence": 0.92, - "canonical_issue_reason": "#44521 is the most central/representative issue here: it is open, has inbound references, and describes a concrete multimodal behavior bug with broad user impact.", + "summary": "The cluster is heterogeneous: the proposed soft pairs span unrelated bugs in tokenization, chat templates, model loading, generation/cache, packaging, and CI. None look like the same underlying change or defect.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: there is no single underlying bug that plausibly explains most of these items, so deduping them together would be unsafe.", "canonical_pr_reason": null, - "best_issue_reason": "#44521 is the best standalone issue candidate because it is active, externally referenced, and its failure mode is clearly scoped and reproducible.", + "best_issue_reason": "No global best issue: the set has no clear hub or shared fix target; even the most generic-looking reports are about different code paths.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Both concern DeepSeek tokenizers, but they target different model families/regressions and 46489 is tied to a specific PR gap; not enough evidence of the same bug." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Different subsystems and symptoms: Gemma4 embedding resizing vs Whisper generation on empty transcription." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "One is a Qwen3OmniMoe video-input validation error, the other a KV-cache indexing crash in transformers serve." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both involve apply_chat_template, but the failure modes differ: tool-call assistant messages vs an empty input list." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Unrelated code paths: pipeline top_k output shape vs a BART generate() decoder_attention_mask bug." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both mention CI, but they are distinct failures in different areas and with different causes." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Repository file listing/revision forwarding is unrelated to AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are config/model-loading issues, but one is missing fields from trust_remote_code and the other is an unrecognized model/model_type problem." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal-related, but one is assistant mask generation and the other is vision_position_ids for Qwen2.5-VL video inputs." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Different packaging/runtime failures: Python 3.14 import failure vs missing TensorFlow backend when installing the torch extra." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading failures, but they concern different models and likely different loading paths." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access are related at most loosely; they are not the same concrete bug." + }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "Different problems: Flash Attention support for XLM-Roberta vs token embedding resize/reinit behavior." + "reason": "Flash Attention support for XLMRoberta is unrelated to token embedding reinitialization after resize." }, { "left": "issue:43526", "right": "issue:46697", "accept": false, - "reason": "Both are image-processor bugs, but they affect different models and different preprocessing logic." + "reason": "Both are image-processor bugs, but one is label reduction and the other is over-padding; different logic and outputs." }, { "left": "issue:43673", "right": "issue:46858", "accept": false, - "reason": "Both involve cache/prefill paths, but one is a missing GenerationMixin cache and the other is device-tensor slice arithmetic in static cache." + "reason": "Both touch generation/cache, but one is a missing cache in v5.0.0 and the other is a device-tensor arithmetic issue in _prefill." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Both are loading/import regressions, but they concern different models and different root causes." + "reason": "Completely different failures: a specific multimodal model load issue vs stale auto_mappings entries breaking CI." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet CPU device placement bug vs Fuyu exception handling bug; unrelated code paths." + "reason": "XLNet CPU allocation bug and Fuyu's bare except swallowing exceptions are unrelated." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI test failure in GraniteSpeech vs model loading failure for Phi-4 multimodal; not the same bug." + "reason": "A GraniteSpeech CI test flake is not the same bug as a Phi-4 multimodal model loading failure." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Packaging/dependency complaints, but one is missing TensorFlow in torch extra and the other is a generic dependency issue." + "reason": "Both are dependency-related, but one is a concrete packaging omission and the other is a generic dependency issue." }, { "left": "issue:44496", "right": "issue:47217", "accept": false, - "reason": "Both are model-loading/VL issues, but one is config/model-type resolution and the other is chat-template image-placeholder handling." + "reason": "Model-config import failure and VL image-placeholder handling are different code paths with different symptoms." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer broadcast TypeError is unrelated to embedding reinitialization after resize." + "reason": "Trainer broadcast of NoneType is unrelated to token embedding resizing and post_init reinitialization." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "Cache-path collision for trust_remote_code vs missing utility export; completely different defects." + "reason": "Trust-remote-code cache-path collisions are unrelated to a missing import_utils helper." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to multimodal assistant-mask generation." + "reason": "Tokenizer BPE-marker handling and multimodal apply_chat_template assistant masks are different bugs." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Different import errors for different symbols and different modules." + "reason": "Both are import errors, but they are for different symbols and different package surfaces; not the same missing export." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Both are import errors, but they involve distinct missing names and different package areas." + "reason": "Qwen2_5_VLImageProcessor import failure is unrelated to missing layer_type_validation in configuration_utils." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "lm_head tying bug in Mistral3 vs checkpoint save-pretrained regression in Qwen3.5; not the same change." + "reason": "Untied lm_head weights in Mistral3 are not the same issue as Qwen3.5 save_pretrained checkpoint regression." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window bug vs removed-config auto_mappings CI breakage; unrelated." + "reason": "Qwen3-MoE sliding_window behavior has nothing to do with removed Sam3LiteText config references." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "Registered buffer/position_ids error is different from CPU-vs-CUDA numerical divergence." - }, - { - "left": "issue:43295", - "right": "issue:45335", - "accept": false, - "reason": "Processor/tokenizer regression is unrelated to decoder.embed_tokens not updating on resize." - }, - { - "left": "issue:46082", - "right": "issue:46121", - "accept": false, - "reason": "Config validation for head_dim vs rope-parameter dict conversion TypeError; different validation paths." - }, - { - "left": "issue:41950", - "right": "issue:44016", - "accept": false, - "reason": "Pipeline image-processor lookup bug vs notebook syntax error; no shared underlying defect." - }, - { - "left": "issue:43673", - "right": "issue:46424", - "accept": false, - "reason": "Both mention cache, but one is missing cache state during chunked_prefill and the other is max_cache_length semantics." - }, - { - "left": "issue:45083", - "right": "issue:46506", - "accept": false, - "reason": "Feature-extraction output length logic vs CPU/CUDA output differences; different bugs." - }, - { - "left": "issue:44496", - "right": "issue:45042", - "accept": false, - "reason": "Unrecognized model/config loading issue vs PIL backend image processors requiring torchvision." - }, - { - "left": "issue:43673", - "right": "issue:44336", - "accept": false, - "reason": "Cache prefill bug and ANSI color logging bug are unrelated." - }, - { - "left": "issue:43976", - "right": "issue:44987", - "accept": false, - "reason": "Python version support issue vs a specific model load failure on transformers>=5.1.0; not the same bug." - }, - { - "left": "issue:43526", - "right": "issue:43901", - "accept": false, - "reason": "Image-processor label reduction bug vs documentation mismatch in text-classification pipeline." - }, - { - "left": "issue:43582", - "right": "issue:46932", - "accept": false, - "reason": "Apple Silicon warmup TypeError is unrelated to Gemma4 quantized embedder dtype casting." - }, - { - "left": "issue:43901", - "right": "issue:44496", - "accept": false, - "reason": "Docs/behavior mismatch in pipeline vs model config loading error; different domains." - }, - { - "left": "issue:44683", - "right": "issue:45446", - "accept": false, - "reason": "Both touch flex_attention and torch versions, but one is compiled flex_attention failure on torch>=2.9 and the other is an incorrect version gate for AuxRequest import." - }, - { - "left": "issue:43381", - "right": "issue:45593", - "accept": false, - "reason": "Gradient-checkpointing eval-mode restriction is unrelated to D-FINE auxiliary-loss behavior." - }, - { - "left": "issue:44016", - "right": "issue:44220", - "accept": false, - "reason": "Notebook syntax error vs audio feature-extraction helper bug; no overlap in root cause." + "reason": "Reading position_ids after buffer registration is unrelated to CPU/CUDA divergence in PPDocLayoutV3." } ] }, @@ -12513,58 +12531,72 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ - "issue:39692", "issue:41950", - "issue:42796", "issue:42907", "issue:43295", "issue:43299", "issue:43381", "issue:43441", "issue:43479", - "issue:43577", + "issue:43526", + "issue:43582", "issue:43650", + "issue:43673", "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:44336", + "issue:44496", + "issue:44683", "issue:44779", "issue:44792", "issue:44933", - "issue:45020", + "issue:44987", + "issue:45042", + "issue:45083", "issue:45216", - "issue:45276", - "issue:45278", "issue:45335", - "issue:45357", "issue:45375", "issue:45405", + "issue:45446", "issue:45584", "issue:45588", - "issue:45812", + "issue:45593", "issue:46082", + "issue:46121", "issue:46123", "issue:46369", - "issue:46399", "issue:46424", + "issue:46506", "issue:46515", "issue:46614", "issue:46752", - "issue:47000", + "issue:46932", "issue:47085", "issue:47217" ], "soft_pairs": [ + "issue:43295|issue:45335", + "issue:41950|issue:44016", + "issue:46082|issue:46121", + "issue:43673|issue:46424", + "issue:45083|issue:46506", + "issue:44496|issue:45042", + "issue:43976|issue:44987", + "issue:43673|issue:44336", + "issue:43526|issue:43901", + "issue:43901|issue:44496", + "issue:43582|issue:46932", + "issue:44683|issue:45446", + "issue:43381|issue:45593", + "issue:44016|issue:44220", "issue:42907|issue:43441", "issue:43650|issue:44220", "issue:44016|issue:44062", @@ -12578,225 +12610,225 @@ "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:44327|issue:46752", "issue:43295|issue:44779", - "issue:39692|issue:43901", - "issue:44075|issue:44368", - "issue:43577|issue:45216", - "issue:42796|issue:43650", - "issue:41950|issue:45020", - "issue:44351|issue:45278", - "issue:43976|issue:45405", - "issue:44779|issue:45812", - "issue:43381|issue:47000", - "issue:46082|issue:46399", - "issue:44466|issue:45276", - "issue:43299|issue:45357" + "issue:44279|issue:45405" ], - "prepared_review_unit_hash": "a2b963d2bdc8b8e631c63f5cdbc9a57825f0bc01c3eef7545288db0b404ea5bd", + "prepared_review_unit_hash": "3ad2cc81587be72eab8d03043d80762386dc59985ee2f5563e426a4fe02f3f0d", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36329, - "estimated_input_tokens": 9083, - "estimated_eval_tokens": 18422 + "soft_pair_count": 31, + "serialized_chars": 36827, + "estimated_input_tokens": 9207, + "estimated_eval_tokens": 18670 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are separate bugs/regressions across different models, tokenizers, configs, pipelines, or docs. The soft-similarity pairs mostly share broad vocabulary only, not the same concrete code-path failure.", - "confidence": 0.81, - "canonical_issue_reason": "Issue 45020 is the closest umbrella in the set: it describes a broad regression class around recent Transformers versions breaking remote-code models, which is the most cluster-like theme here.", + "summary": "This cluster is semantically noisy: most items are distinct Transformers bugs across unrelated subsystems. None of the soft pairs are safe duplicate merges; they only share broad topics like tokenizers, vision, or cache behavior, not the same concrete failure mode.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43295 is the broadest and most central regression in the visible neighborhood: it describes a v4.57.5 processor/tokenizer API break affecting image inputs, which is the closest anchor among these mostly tokenizer/vision-related reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the best representative of the overall cluster because it has the broadest scope and most plausibly captures the shared version-regression pattern, even though the set is not truly duplicate-heavy.", + "best_issue_reason": "Issue 43295 is the best representative issue for this set, but only as a loose topical anchor; it is not a true umbrella duplicate for the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42907", - "right": "issue:43441", + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "Both mention Ministral/FlashAttention, but one is about save/dequantization and the other about model loading/runtime flash-attn failure; different bugs." + "reason": "Different bugs: processor/tokenizer regression vs t5gemma embedding resize not propagating to decoder.embed_tokens." }, { - "left": "issue:43650", - "right": "issue:44220", + "left": "issue:41950", + "right": "issue:44016", "accept": false, - "reason": "Completely unrelated topics: placeholder issue vs. a feature-specific audio feature extraction bug." + "reason": "Unrelated: video-classification pipeline processor lookup vs a notebook syntax error." }, { - "left": "issue:44016", - "right": "issue:44062", + "left": "issue:46082", + "right": "issue:46121", "accept": false, - "reason": "Notebook syntax error and AddedToken keyword collision are unrelated failure modes." + "reason": "Different code paths: LlamaConfig head_dim validation vs rope-parameter JSON list handling." }, { - "left": "issue:43976", - "right": "issue:44279", + "left": "issue:43673", + "right": "issue:46424", "accept": false, - "reason": "One is a Python-version compatibility report; the other is a vague dependency issue with no shared concrete bug path." + "reason": "Both cache-related, but one is a missing GenerationMixin cache in chunked prefill and the other is max_cache_length being ignored outside quantized cache." }, { - "left": "issue:44792", - "right": "issue:46424", + "left": "issue:45083", + "right": "issue:46506", "accept": false, - "reason": "Janus test failure and cache-length behavior are different subsystems and different symptoms." + "reason": "Unrelated: qwen3_omni_moe helper length calculation vs CPU/CUDA output divergence in PPDocLayoutV3." }, { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "Both involve flash attention, but they fail in different scenarios and code paths; not the same underlying crash." + "reason": "Different failures: model-class detection in config loading vs PIL image processors incorrectly requiring torchvision." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:43976", + "right": "issue:44987", "accept": false, - "reason": "Both are import errors, but they involve different symbols/modules and no shared fix target is evident." + "reason": "Separate issues: Python support matrix vs loading a specific model repo." }, { - "left": "issue:43479", - "right": "issue:45375", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "Different multimodal config classes with different missing/default-field issues." + "reason": "Cache missing in generation vs ANSI escape handling in loading_report; no shared bug." }, { - "left": "issue:44279", - "right": "issue:46515", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Different dependency breakages: one is generic transformers dependency trouble, the other is a torch 2.4.1 incompatibility." + "reason": "Different features: BeitImageProcessorFast reduce_labels bug vs docs mismatch for return_all_scores." }, { - "left": "issue:45335", - "right": "issue:45584", + "left": "issue:43901", + "right": "issue:44496", "accept": false, - "reason": "Resize-token-embedding propagation and empty-transcription generation are unrelated bugs." + "reason": "Docs/behavior mismatch for text classification vs model-import/config loading failure." }, { - "left": "issue:43901", - "right": "issue:47217", + "left": "issue:43582", + "right": "issue:46932", "accept": false, - "reason": "Docs mismatch for text-classification is unrelated to VL image-placeholder failures." + "reason": "Apple Silicon TypeError in warmup vs Gemma4 quantized vision/audio dtype casting." }, { - "left": "issue:43299", - "right": "issue:45216", + "left": "issue:44683", + "right": "issue:45446", "accept": false, - "reason": "Both are Qwen regressions, but one is model loading and the other is save_pretrained serialization; different concrete issues." + "reason": "Related subsystem, but different bugs: torch>=2.9 flex_attention compilation failure vs PyTorch version check for AuxRequest import." }, { - "left": "issue:46614", - "right": "issue:47085", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "Phonemizer backend state and Rust tokenizer thread safety are unrelated." + "reason": "Different models and failure modes: eval-mode gradient checkpointing vs D-FINE auxiliary-loss handling." }, { - "left": "issue:44327", - "right": "issue:46752", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "QA top-k span decoding crash and empty chat-template input crash are different code paths and different exceptions." + "reason": "Notebook syntax error is unrelated to _torch_extract_fbank_features() behavior." }, { - "left": "issue:46123", - "right": "issue:46369", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "Partial-batch result dropping and SAM memory overflow are unrelated." + "reason": "Different Ministral problems: saving dequantized models vs flash-attention failure in v5 RC." }, { - "left": "issue:44279", - "right": "issue:45405", + "left": "issue:43650", + "right": "issue:44220", "accept": false, - "reason": "Both are dependency-related, but one concerns transformers generally and the other a too-new PEFT minimum version." + "reason": "Unrelated: vague data request vs audio feature extraction error." }, { - "left": "issue:43295", - "right": "issue:44779", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "Both are tokenizer regressions, but one is processor/tokenizer image-passing behavior and the other is Deepseek token IDs; not the same bug." + "reason": "Notebook syntax issue vs AddedToken keyword-argument error; different code paths." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:43976", + "right": "issue:44279", "accept": false, - "reason": "Documentation example errors for SigLIP2 are unrelated to the text-classification docs note." + "reason": "Python version compatibility vs generic dependency issue with transformers." }, { - "left": "issue:44075", - "right": "issue:44368", + "left": "issue:44792", + "right": "issue:46424", "accept": false, - "reason": "Optimizer arguments ignored and tie_word_embeddings warning are unrelated." + "reason": "Janus image-generation test failure is unrelated to cache max length behavior." }, { - "left": "issue:43577", - "right": "issue:45216", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained serialization are different model-specific issues." + "reason": "Both touch flash attention, but one is a Ministral model failure and the other is a sink-less-model s_aux=None AttributeError." }, { - "left": "issue:42796", - "right": "issue:43650", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "Tokenizer BPE-marker handling and a placeholder placeholder-only issue are unrelated." + "reason": "Both import-related, but different symbols and root causes: missing Qwen2_5_VLForConditionalGeneration vs nonexistent image_utils import." }, { - "left": "issue:41950", - "right": "issue:45020", + "left": "issue:43479", + "right": "issue:45375", "accept": false, - "reason": "Video-classification processor lookup bug is not the same as the broad remote_code regression report." + "reason": "Different config bugs: None-initialized Phi4MultimodalConfig defaults vs missing deepstack_visual_indexes field." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:44279", + "right": "issue:46515", "accept": false, - "reason": "Importing HybridCache and generic import failures after upgrade are too different to merge as one bug." + "reason": "Generic dependency trouble vs explicit torch 2.4.1 incompatibility; not the same bug." }, { - "left": "issue:43976", - "right": "issue:45405", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "Python-version support and PEFT minimum-version bump are separate dependency issues." + "reason": "Unrelated: embedding resize propagation vs Whisper empty transcription after align_special_tokens." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:43901", + "right": "issue:47217", "accept": false, - "reason": "Deepseek tokenizer output regression and Granite AutoTokenizer ID regression are both tokenizer bugs, but they affect different model families and mechanisms." + "reason": "Docs mismatch for text classification vs VL models failing on image placeholder placement." }, { - "left": "issue:43381", - "right": "issue:47000", + "left": "issue:43299", + "right": "issue:45216", "accept": false, - "reason": "Gradient checkpointing eval-mode behavior and RTDetr loss infeasible-cost crash are unrelated." + "reason": "Both Qwen-related, but one is model loading regression and the other is incorrect save_pretrained output." }, { - "left": "issue:46082", - "right": "issue:46399", + "left": "issue:46614", + "right": "issue:47085", "accept": false, - "reason": "LlamaConfig validation and Qwen3.5 kernel registration crash are different problems." + "reason": "Stale phonemizer backend state vs tokenizer thread safety; different components and symptoms." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:46123", + "right": "issue:46369", "accept": false, - "reason": "Both touch embeddings/weights, but one is serialization tied-weights behavior and the other is resize propagation in Gemma4; not the same fix." + "reason": "Partial-batch dropping in MaskGenerationPipeline vs memory overflow in sam3-litetext." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:44327", + "right": "issue:46752", "accept": false, - "reason": "Both are Qwen3.5 regressions, but one is loading and the other is save_pretrained visual-key serialization; distinct bugs." + "reason": "QA decode_spans kth-out-of-bounds vs empty-list crash in apply_chat_template." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizers, but one is a processor/tokenizer API regression while the other is Deepseek tokenizer output corruption." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Dependency issue with transformers vs PEFT minimum-version bump; no shared underlying bug." } ] }, @@ -12818,268 +12850,275 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ - "issue:33290", + "issue:39692", "issue:41950", - "issue:42175", - "issue:42994", + "issue:42796", "issue:43299", - "issue:43317", - "issue:43441", + "issue:43381", "issue:43479", "issue:43525", + "issue:43577", "issue:43644", "issue:43650", "issue:43653", "issue:43854", - "issue:43873", + "issue:43901", "issue:43931", "issue:43976", "issue:44016", + "issue:44075", "issue:44242", - "issue:44246", - "issue:44261", - "issue:44263", "issue:44291", "issue:44336", + "issue:44351", + "issue:44368", "issue:44462", - "issue:44623", + "issue:44466", "issue:44683", - "issue:44749", + "issue:44779", + "issue:45020", "issue:45081", - "issue:45103", "issue:45200", - "issue:45372", - "issue:45397", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45405", "issue:45542", "issue:45588", "issue:45593", - "issue:45656", + "issue:45812", "issue:45823", - "issue:45834", - "issue:45859", "issue:45907", "issue:46082", "issue:46209", + "issue:46399", "issue:46512", "issue:46851", "issue:47000", - "issue:47145", - "issue:47217" + "issue:47145" ], "soft_pairs": [ + "issue:39692|issue:43901", + "issue:43577|issue:45216", + "issue:44075|issue:44368", + "issue:42796|issue:43650", + "issue:41950|issue:45020", + "issue:44351|issue:45278", + "issue:43976|issue:45405", + "issue:44779|issue:45812", + "issue:43381|issue:47000", + "issue:44466|issue:45276", + "issue:46082|issue:46399", "issue:43653|issue:45593", + "issue:43299|issue:45357", "issue:46082|issue:46512", "issue:41950|issue:45823", "issue:43644|issue:47145", - "issue:44242|issue:45200", "issue:43650|issue:46209", + "issue:44242|issue:45200", "issue:44462|issue:45081", "issue:43299|issue:43854", "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:45588|issue:47000", "issue:44336|issue:46851", - "issue:42994|issue:43317", - "issue:33290|issue:45656", - "issue:44623|issue:44749", - "issue:43441|issue:45834", - "issue:43873|issue:47145", - "issue:44261|issue:44263", - "issue:45859|issue:46851", - "issue:44246|issue:47217", - "issue:45103|issue:45372", - "issue:44623|issue:45397", - "issue:42175|issue:43976" + "issue:45081|issue:45907", + "issue:43479|issue:43525" ], - "prepared_review_unit_hash": "15cd13ca9d16f2f4e4a1e63c37445bdb20a867742048a7a6f1cf147fa642948f", + "prepared_review_unit_hash": "aeeb64e5413e4da6dc66d1ae9888a604df8449ec084217af7092b2bfc63836c8", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 34840, - "estimated_input_tokens": 8710, - "estimated_eval_tokens": 17676 + "soft_pair_count": 27, + "serialized_chars": 35411, + "estimated_input_tokens": 8853, + "estimated_eval_tokens": 17962 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are not one duplicate cluster; they cover many unrelated bugs and regressions across tokenizers, quantization/offload, config defaults, model loading, CI/docs, and performance. No soft pair looks like the same underlying change or bug, so all soft edges should be rejected.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue fits: the issues are heterogeneous and do not share one underlying code-path or fix.", + "summary": "This cluster is highly heterogeneous; the soft pairs are mostly false positives spanning unrelated docs, tokenizer, config, loading, and training regressions. I would reject all soft edges and not treat this as a single duplicate cluster.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue cleanly represents the cluster: the items cover many unrelated bug classes, so any one issue would be misleading as a duplicate anchor.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative because the set is not a duplicate family; picking any one would be misleading.", + "best_issue_reason": "No strong global representative exists; if forced, issue 45278 is the broadest umbrella, but it is too generic to serve as a true canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43653", - "right": "issue:45593", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "Different bugs in different model families: tokenizer special-token registration vs D-FINE auxiliary loss handling." + "reason": "Both are documentation-related, but they describe different examples and behaviors in different pipeline areas; not the same bug." }, { - "left": "issue:46082", - "right": "issue:46512", + "left": "issue:43577", + "right": "issue:45216", "accept": false, - "reason": "One is a LlamaConfig validation problem; the other is stale config dtype after from_config. Not the same bug." + "reason": "Both involve save/load or dtype regressions, but they affect different models and code paths with different failure modes." }, { - "left": "issue:41950", - "right": "issue:45823", + "left": "issue:44075", + "right": "issue:44368", "accept": false, - "reason": "Unrelated subsystems: video pipeline processor lookup vs Gemma4 device_map/offload forward mismatch." + "reason": "Unrelated problems: SGD optimizer args being ignored vs a tied-weights warning during fine-tuning." }, { - "left": "issue:43644", - "right": "issue:47145", + "left": "issue:42796", + "right": "issue:43650", "accept": false, - "reason": "Both concern loading/weights, but one is junk non-persistent buffers and the other is missing FP8 weight_scale application. Different concrete failures." + "reason": "Tokenizer BPE marker handling is unrelated to the placeholder/lack-of-detail issue in 43650." }, { - "left": "issue:44242", - "right": "issue:45200", + "left": "issue:41950", + "right": "issue:45020", "accept": false, - "reason": "Different missing-default issues in different models: router-loss gating vs mm_token_type_ids defaulting." + "reason": "Different regressions: video pipeline processor lookup vs remote_code model loading breakage." }, { - "left": "issue:43650", - "right": "issue:46209", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "Placeholder issue text vs FP8 inference failure on B200; no shared bug path." + "reason": "45278 is a broad umbrella of import errors, but this is a specific missing import; not enough evidence they are the same code-path bug." }, { - "left": "issue:44462", - "right": "issue:45081", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "Both are tokenizer-related, but one ignores tokenizer.json and the other crashes in a Mistral regex patch. Different fixes." + "reason": "Python compatibility failure and an unreleased dependency version bump are unrelated." }, { - "left": "issue:43299", - "right": "issue:43854", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "Different model-loading regressions affecting different models and likely different code paths." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer code paths." }, { - "left": "issue:43931", - "right": "issue:47145", + "left": "issue:43381", + "right": "issue:47000", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is not the same as FP8 frozen-checkpoint weight_scale corruption." + "reason": "Gradient checkpointing eval-mode handling is unrelated to RTDetrLoss infeasible cost matrix errors." }, { - "left": "issue:45588", - "right": "issue:47000", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "FlashAttention sink-less crash vs RTDetrLoss infeasible cost matrix are unrelated." + "reason": "Both touch embedding/serialization behavior, but one is tied-weight serialization and the other is Gemma4 resize propagation." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:46082", + "right": "issue:46399", "accept": false, - "reason": "Torch flex_attention compile regression vs TensorFlow backend detection/install issue; unrelated." + "reason": "A config validation issue and a kernel registration crash are unrelated." }, { - "left": "issue:44016", - "right": "issue:44291", + "left": "issue:43653", + "right": "issue:45593", "accept": false, - "reason": "Notebook syntax error and init_empty_weights argument mismatch are unrelated." + "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss logic are different subsystems and bugs." }, { - "left": "issue:43479", - "right": "issue:43525", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "Different config-initialization bugs for different model classes." + "reason": "Same model family, but one is a loading failure and the other is incorrect save_pretrained serialization." }, { - "left": "issue:45081", - "right": "issue:45907", + "left": "issue:46082", + "right": "issue:46512", "accept": false, - "reason": "Tokenizer regex crash vs list_repo_files revision forwarding are unrelated." + "reason": "Both involve config/dtype behavior, but one rejects head_dim inputs while the other leaves config.dtype stale." }, { - "left": "issue:44336", - "right": "issue:46851", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "ANSI escape output in loading_report vs Qwen3.5 variable-length position_ids issue are unrelated." + "reason": "Different Gemma/video pipeline issues with no shared concrete failure path." }, { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:43644", + "right": "issue:47145", "accept": false, - "reason": "Quantized saving failure and dequantized model offload loading failure are different workflows and failures." + "reason": "Both are loading-related, but one is junk-filled buffers and the other is missing FP8 weight_scale application." }, { - "left": "issue:33290", - "right": "issue:45656", + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "Both mention deepspeed/optimizer, but one is OOM with Adafactor and the other is double optimizer.step; not the same bug." + "reason": "No meaningful overlap: the former is a vague placeholder issue, the latter is an FP8 inference failure on B200." }, { - "left": "issue:44623", - "right": "issue:44749", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "processor.save_pretrained missing files vs overall filtering slowdown are unrelated." + "reason": "Different multimodal training issues; one is missing load-balancing loss, the other is defaulting mm_token_type_ids." }, { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:44462", + "right": "issue:45081", "accept": false, - "reason": "FlashAttention bug for Ministral-3 vs long OCR index error in Kosmos2.5 are different model-specific issues." + "reason": "Both concern tokenizers, but one is repository tokenizer.json precedence and the other is a Mistral regex patch crash." }, { - "left": "issue:43873", + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model loading failures with different models and symptoms." + }, + { + "left": "issue:43931", "right": "issue:47145", "accept": false, - "reason": "Broad quantization/offloading concerns, but not the same concrete bug: offloading behavior vs missing FP8 weight_scale on frozen checkpoints." + "reason": "Weight-shape mismatch on Qwen3-VL loading is unrelated to FP8 frozen checkpoint scaling." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:44683", + "right": "issue:45542", "accept": false, - "reason": "Different low-level bugs: missing rms_norm_eps in one model and torch.split return handling in another." + "reason": "Compiled flex_attention on torch>=2.9 and tf backend detection are unrelated bugs." }, { - "left": "issue:45859", - "right": "issue:46851", + "left": "issue:44016", + "right": "issue:44291", "accept": false, - "reason": "Both involve Qwen3.5, but one is CPU offload incompatibility and the other is variable-length position_ids handling." + "reason": "Notebook syntax error and init_empty_weights argument incompatibility are unrelated." }, { - "left": "issue:44246", - "right": "issue:47217", + "left": "issue:45588", + "right": "issue:47000", "accept": false, - "reason": "Import-time latency issue vs VL image-placeholder handling bug; no shared code-path." + "reason": "flash_attention s_aux=None crash and RTDetrLoss infeasible cost matrix are different model/runtime issues." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:44336", + "right": "issue:46851", "accept": false, - "reason": "auto_docstring future-annotations crash and Gemma 4 processor import error are unrelated." + "reason": "ANSI-reporting output issue and Qwen3.5 variable-length position_ids failure are unrelated." }, { - "left": "issue:44623", - "right": "issue:45397", + "left": "issue:45081", + "right": "issue:45907", "accept": false, - "reason": "Processor save_pretrained file emission bug vs gemma-4 zero3 from_pretrained issue are different." + "reason": "Tokenizer regex patch crash and list_repo_files revision forwarding are different API bugs." }, { - "left": "issue:42175", - "right": "issue:43976", + "left": "issue:43479", + "right": "issue:43525", "accept": false, - "reason": "TensorFlow extra/backend packaging issue vs Python version compatibility regression are unrelated." + "reason": "Different config initialization bugs in different models; not the same underlying issue." } ] }, @@ -13101,20 +13140,22 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ - "issue:41628", + "issue:33290", + "issue:42175", "issue:42796", + "issue:42994", + "issue:43317", "issue:43441", "issue:43525", - "issue:43526", "issue:43575", "issue:43643", "issue:43673", "issue:43723", "issue:43761", - "issue:43784", "issue:43824", + "issue:43873", "issue:43881", "issue:43901", "issue:43976", @@ -13123,28 +13164,25 @@ "issue:44186", "issue:44188", "issue:44246", - "issue:44297", + "issue:44261", + "issue:44263", "issue:44336", "issue:44373", - "issue:44496", - "issue:44589", + "issue:44623", "issue:44671", + "issue:44749", "issue:44779", - "issue:44871", "issue:44987", - "issue:45003", - "issue:45083", - "issue:45325", - "issue:45362", + "issue:45103", + "issue:45372", "issue:45397", "issue:45542", "issue:45600", + "issue:45656", "issue:45712", "issue:45823", - "issue:46291", - "issue:46399", - "issue:46655", - "issue:46726", + "issue:45834", + "issue:45859", "issue:46851", "issue:47000", "issue:47145", @@ -13153,6 +13191,17 @@ "issue:47217" ], "soft_pairs": [ + "issue:44623|issue:44749", + "issue:42994|issue:43317", + "issue:43441|issue:45834", + "issue:33290|issue:45656", + "issue:44261|issue:44263", + "issue:43873|issue:47145", + "issue:45859|issue:46851", + "issue:44246|issue:47217", + "issue:45103|issue:45372", + "issue:44623|issue:45397", + "issue:42175|issue:43976", "issue:47176|issue:47177", "issue:45600|issue:45712", "issue:44671|issue:44779", @@ -13164,221 +13213,202 @@ "issue:43575|issue:47145", "issue:44336|issue:44373", "issue:44016|issue:45823", - "issue:43525|issue:43643", "issue:43824|issue:43976", + "issue:43525|issue:43643", "issue:44987|issue:45542", "issue:43723|issue:44162", - "issue:42796|issue:43441", - "issue:44589|issue:45362", - "issue:45325|issue:46851", - "issue:44297|issue:45397", - "issue:44246|issue:44496", - "issue:44871|issue:47145", - "issue:46291|issue:46399", - "issue:45083|issue:46851", - "issue:41628|issue:43976", - "issue:43784|issue:45542", - "issue:46655|issue:46726", - "issue:45003|issue:47217", - "issue:46399|issue:46851", - "issue:43526|issue:45003" + "issue:42796|issue:43441" ], - "prepared_review_unit_hash": "2c1ffb34fca633d4321c5d73952dcae85ce48812e59e417846607893fcd59f6c", + "prepared_review_unit_hash": "2f2db4b71942bf1f88854a876550ddd39af2d736fa3325723cf96820c6adca8f", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36340, - "estimated_input_tokens": 9085, - "estimated_eval_tokens": 18426 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34948, + "estimated_input_tokens": 8737, + "estimated_eval_tokens": 17730 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a grab-bag of unrelated issues; the soft pairs mostly share broad vocabulary or subsystem names, but not the same concrete bug or change. No duplicate cluster emerges, so all soft edges are rejected.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue fits this set: the items span many unrelated regressions, docs issues, and security bugs, and the soft pairs do not point to one shared underlying defect.", + "summary": "This cluster is a loose mix of unrelated Transformers bug reports, so no soft duplicate edges should be merged. The broadest open issue is the quantization/offloading report, but it is only a weak umbrella anchor, not a true duplicate hub.", + "confidence": 0.31, + "canonical_issue_reason": "issue:43873 is the most general and active open report here, with multiple inbound references and discussion around quantization/offloading behavior, making it the best available cluster anchor.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: none of the items is a credible umbrella representative for the rest, since the candidate pairs are only superficially similar.", + "best_issue_reason": "issue:43873 has the broadest scope among the listed issues and is still open, so it is the most suitable representative issue for this set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing save-files bug vs data filtering slowdown regression; different code paths and symptoms." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both touch quantization/loading, but one is saving failure and the other is dequantized model offload/loading failure." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different models and failures: FlashAttention incompatibility vs OCR long-input index error." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed/optimizer, but one is OOM with Adafactor while the other is a double-step bug." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Unrelated subsystems: MLA layernorm precision issue vs torch.split return handling in a different indexer." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "Both involve quantization/offloading themes, but they are different concrete bugs: offload behavior vs missing FP8 weight_scale application." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Same model family, but one is CPU-offload incompatibility and the other is variable-length position_ids handling." + }, + { + "left": "issue:44246", + "right": "issue:47217", + "accept": false, + "reason": "Import latency vs multimodal placeholder parsing failure; no shared underlying bug." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Docstring parsing with future annotations vs Gemma 4 processor import failure; unrelated failures." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "processor.save_pretrained missing files is not the same as gemma-4 zero3 from_pretrained failure." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Dependency/backend packaging issue vs Python version compatibility issue; different root causes." + }, { "left": "issue:47176", "right": "issue:47177", "accept": false, - "reason": "Different security bugs: shell command-substitution allowlist bypass vs tar/zip-slip arbitrary file write/RCE." + "reason": "Distinct security issues: shell allowlist bypass vs tar/zip slip arbitrary file write." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both are cleanup/CI-related, but one is stale auto_mappings refs and the other is leftover dummy classes leaking into dir(transformers)." + "reason": "Both are CI/repo hygiene problems, but one is stale auto-mapping references and the other is leftover dummy classes." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but for different models and failure modes: CamemBERT masked LM vs Deepseek tokenization." + "reason": "Different model behaviors: CamemBERT MLM predictions vs DeepSeek tokenizer correctness." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to intermittent slow imports of transformers." + "reason": "Docs mismatch for a pipeline API vs intermittent import slowness; not the same bug." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Llama4Config missing pad_token_id is a config attribute bug, while glm-4v-9b loading failed is a separate model-loading issue." + "reason": "Missing config attribute vs model loading failure; no clear shared code-path." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Generation cache missing in chunked_prefill and CLIPVisionModel returning hidden_states=None are different code paths and regressions." + "reason": "Both are v5 regressions, but one is GenerationMixin cache/chunked_prefill and the other is CLIPVisionModel hidden_states handling." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "torch.compile attention-kernel branching is unrelated to ANSI codes emitted by loading_report." + "reason": "Attention-kernel divergence under torch.compile vs ANSI codes in loading_report; unrelated." }, { "left": "issue:44186", "right": "issue:47000", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/NER crash and RTDetrLoss infeasible cost matrix are unrelated modeling errors." + "reason": "Tokenizer padding/truncation crash vs RTDetrLoss infeasible cost matrix; different components and failures." }, { "left": "issue:43575", "right": "issue:47145", "accept": false, - "reason": "OOM when loading a Qwen2 model with tensor parallelism is unrelated to FP8 frozen checkpoint weight_scale handling." + "reason": "Both involve large-model loading/quantization themes, but the concrete bugs are different." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "Console color handling in loading_report and a wrong position_ids docstring are not the same issue." + "reason": "Utility output formatting bug vs wrong docstring; unrelated." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error and Gemma4 device-mismatch during forward are unrelated." + "reason": "Notebook syntax error vs device mismatch during forward; different layers entirely." }, { - "left": "issue:43525", - "right": "issue:43643", + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "Both involve config loading, but Llama4 pad_token_id absence and trust_remote_code missing fields are distinct failures." + "reason": "ImportError for a missing VL class vs Python version/package-compatibility issue; not the same problem." }, { - "left": "issue:43824", - "right": "issue:43976", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "ImportError for Qwen2_5_VLForConditionalGeneration is unrelated to a Python-version compatibility problem in 5.1.0." + "reason": "Both are config-related, but one is missing pad_token_id and the other is missing fields from trust_remote_code config loading." }, { "left": "issue:44987", "right": "issue:45542", "accept": false, - "reason": "Loading a specific model fails for unrelated reasons than the undefined tf backend caused by only tensorboard being installed." + "reason": "Model loading failure for a specific package vs TensorFlow backend installation issue; unrelated." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "AutoTokenizer v5 loading issues and ESM2 breakage are separate model/tokenizer regressions." + "reason": "Tokenizer loading issue vs ESM2 model breakage; too broad and not the same bug." }, { "left": "issue:42796", "right": "issue:43441", "accept": false, - "reason": "Ministral tokenizer BPE marker handling and FlashAttention failures in v5 RC are different bugs." - }, - { - "left": "issue:44589", - "right": "issue:45362", - "accept": false, - "reason": "Missing Float8 storage type and Qwen3.5 chat crash are unrelated runtime issues." - }, - { - "left": "issue:45325", - "right": "issue:46851", - "accept": false, - "reason": "Both concern position_ids, but they affect different Qwen models and different logic paths." - }, - { - "left": "issue:44297", - "right": "issue:45397", - "accept": false, - "reason": "tokenizer.save_pretrained metadata mismatch is unrelated to gemma-4 zero3 from_pretrained failure." - }, - { - "left": "issue:44246", - "right": "issue:44496", - "accept": false, - "reason": "Slow import and unrecognized model/config.json missing model_type are not the same defect." - }, - { - "left": "issue:44871", - "right": "issue:47145", - "accept": false, - "reason": "Gemma-3 eos_token_id inconsistency is unrelated to FP8 compressed-tensors weight_scale loading." - }, - { - "left": "issue:46291", - "right": "issue:46399", - "accept": false, - "reason": "Kernel dependency/version validation in transformers.pipelines is a different problem from a missing registration decorator in Qwen3.5 kernels." - }, - { - "left": "issue:45083", - "right": "issue:46851", - "accept": false, - "reason": "Different Qwen3-related bugs: helper output-length calculation vs variable-length position_ids handling." - }, - { - "left": "issue:41628", - "right": "issue:43976", - "accept": false, - "reason": "AutoImageProcessor import failure and Python3.9/3.10 compatibility are unrelated." - }, - { - "left": "issue:43784", - "right": "issue:45542", - "accept": false, - "reason": "Missing nn import when importing sentence-transformers is unrelated to the undefined tf backend error." - }, - { - "left": "issue:46655", - "right": "issue:46726", - "accept": false, - "reason": "SmolVLM video padding bug and AutoProcessor backend-missing error are distinct vision-processing issues." - }, - { - "left": "issue:46399", - "right": "issue:46851", - "accept": false, - "reason": "Both are Qwen3.5-related, but one is a kernels registration crash and the other is a variable-length position_ids bug." - }, - { - "left": "issue:43526", - "right": "issue:45003", - "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and unsafe sys.modules access in modeling_utils are unrelated." + "reason": "Same model family, but tokenizer BPE marker handling is separate from FlashAttention failure." } ] }, @@ -13400,45 +13430,43 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ "issue:36246", - "issue:41950", + "issue:41628", "issue:42491", "issue:42757", "issue:42886", - "issue:43257", "issue:43299", + "issue:43526", "issue:43531", "issue:43540", "issue:43550", - "issue:43901", - "issue:44220", + "issue:43784", + "issue:43976", "issue:44242", "issue:44246", "issue:44295", + "issue:44297", "issue:44336", - "issue:44351", - "issue:44451", - "issue:44479", "issue:44485", - "issue:44749", - "issue:44779", + "issue:44496", + "issue:44589", "issue:44871", "issue:45003", "issue:45072", + "issue:45083", "issue:45103", - "issue:45137", - "issue:45292", + "issue:45325", "issue:45362", - "issue:45375", "issue:45397", + "issue:45542", "issue:45561", "issue:45563", "issue:45588", "issue:45593", - "issue:45759", "issue:46132", + "issue:46291", "issue:46399", "issue:46506", "issue:46614", @@ -13449,13 +13477,27 @@ "issue:46821", "issue:46829", "issue:46851", + "issue:47145", "issue:47217" ], "soft_pairs": [ + "issue:44589|issue:45362", + "issue:45325|issue:46851", + "issue:44297|issue:45397", + "issue:44246|issue:44496", + "issue:45083|issue:46851", + "issue:44871|issue:47145", + "issue:46291|issue:46399", + "issue:41628|issue:43976", + "issue:46655|issue:46726", + "issue:43784|issue:45542", + "issue:46399|issue:46851", + "issue:45003|issue:47217", + "issue:43526|issue:45003", "issue:43540|issue:46752", "issue:45103|issue:46399", - "issue:45072|issue:46829", "issue:44295|issue:45397", + "issue:45072|issue:46829", "issue:45561|issue:45563", "issue:44246|issue:44871", "issue:43531|issue:45362", @@ -13467,209 +13509,198 @@ "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" + "issue:36246|issue:42757" ], - "prepared_review_unit_hash": "27df4e15b54d1b8f7d2c77868af3c2949dc81c8b2f0435a1d62de8ffabcd76b8", + "prepared_review_unit_hash": "829bca47581ea143a07f6ae0efca1e70ae94c7342a094d0dc7055dd76d9ff780", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35770, - "estimated_input_tokens": 8943, - "estimated_eval_tokens": 18142 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35966, + "estimated_input_tokens": 8992, + "estimated_eval_tokens": 18240 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a loose mix of unrelated Transformers issues, with a few superficial overlaps around Qwen/VL/video handling. I did not find any soft pair that clearly describes the same underlying bug or change.", - "confidence": 0.55, - "canonical_issue_reason": "issue:44479 is the broadest and most representative bug report here: a concrete v5.3.0 video-input regression affecting multiple Qwen VL/MoE variants.", + "summary": "All candidate pairs are only superficially related; they span different models, code paths, and failure modes, so none look like true duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this set: the issues cover unrelated import errors, model-loading regressions, tokenizer bugs, quantization problems, and test/runtime edge cases.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest single issue to anchor this cluster because it names the regression clearly, spans multiple affected models, and is more actionable than the narrower model-specific reports.", + "best_issue_reason": "No issue is a strong global representative; the set is too heterogeneous for one issue to safely summarize the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43540", - "right": "issue:46752", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "Different failures: Qwen3OmniMoe video-input processing vs empty-list chat template handling." + "reason": "Different failures: FP8 storage deserialization vs Qwen3.5 chat crash." }, { - "left": "issue:45103", - "right": "issue:46399", + "left": "issue:45325", + "right": "issue:46851", "accept": false, - "reason": "Unrelated areas: docstring/annotation parsing vs Qwen3.5 kernel registration crash." + "reason": "Both mention position ids, but they affect different Qwen model families and different code paths." }, { - "left": "issue:45072", - "right": "issue:46829", + "left": "issue:44297", + "right": "issue:45397", "accept": false, - "reason": "Different model/code paths and different symptoms; both are dtype/output issues but not the same bug." + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to gemma-4 zero3 loading." }, { - "left": "issue:44295", - "right": "issue:45397", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "One is a position_ids buffer access error, the other is a DeepSpeed zero3 from_pretrained issue for Gemma-4." + "reason": "Import performance regression is not the same bug as unrecognized model/config loading." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:45083", + "right": "issue:46851", "accept": false, - "reason": "CI race on captured_info.txt is unrelated to a stale warning in paged generate()." + "reason": "Qwen3_omni_moe feature-length helper bug is distinct from Qwen3.5 variable-length position_ids handling." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:44871", + "right": "issue:47145", "accept": false, - "reason": "MoE load-balancing loss bug is unrelated to Gemma eos_token_id config inconsistency." + "reason": "Gemma eos_token_id config mismatch is unrelated to silent FP8 weight_scale corruption." }, { - "left": "issue:43531", - "right": "issue:45362", + "left": "issue:46291", + "right": "issue:46399", "accept": false, - "reason": "Both mention Qwen, but one is sliding_window behavior and the other is chat loading/crash behavior; not the same bug." + "reason": "Both involve kernels, but one is a dependency/version import failure and the other is a missing decorator registration crash." }, { - "left": "issue:44336", - "right": "issue:44485", + "left": "issue:41628", + "right": "issue:43976", "accept": false, - "reason": "ANSI logging cleanup is unrelated to GLM-5 RoPE implementation." + "reason": "AutoImageProcessor import error and Python version compatibility failure are different issues." }, { - "left": "issue:45588", - "right": "issue:46851", + "left": "issue:46655", + "right": "issue:46726", "accept": false, - "reason": "Flash-attention sinkless-model crash is unrelated to Qwen3.5 variable-length position_ids handling." + "reason": "Video padding math bug is separate from missing-vision-backend error handling in AutoProcessor." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:43784", + "right": "issue:45542", "accept": false, - "reason": "Both concern Qwen3 MoE, but one is hf4.x LoRA compatibility and the other is loading Qwen3VL MoE models in dev0; different failures." + "reason": "Sentence-transformers nn import failure and tf backend misconfiguration are unrelated dependency errors." }, { - "left": "issue:46614", - "right": "issue:46665", + "left": "issue:46399", + "right": "issue:46851", "accept": false, - "reason": "Stale phonemizer backend state is unrelated to from_pretrained behavior inside Python classes." + "reason": "One is a kernels registration crash; the other is a variable-length position_ids bug." }, { "left": "issue:45003", - "right": "issue:46821", + "right": "issue:47217", "accept": false, - "reason": "sys.modules access safety and TimesFM window_size AttributeError are different code paths." + "reason": "Unsafe sys.modules access is unrelated to VL image-placeholder handling in user text." }, { - "left": "issue:44242", - "right": "issue:45593", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "Both involve missing auxiliary losses, but they are different models and different triggering conditions." + "reason": "BeitImageProcessorFast label reduction bug has no connection to sys.modules access." }, { - "left": "issue:43550", - "right": "issue:46506", + "left": "issue:43540", + "right": "issue:46752", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to CPU/CUDA divergence in PPDocLayoutV3." + "reason": "Qwen3OmniMoe video-input ValueError and empty-chat-list IndexError are different subsystems." }, { - "left": "issue:42886", - "right": "issue:46132", + "left": "issue:45103", + "right": "issue:46399", "accept": false, - "reason": "Offline cache loading bug is unrelated to AttentionInterface.register behavior changes." + "reason": "Auto-docstring annotation parsing crash is unrelated to Qwen3.5 kernel registration." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:44295", + "right": "issue:45397", "accept": false, - "reason": "DeepSeek tokenizer regression and resize_token_embeddings/output_embeddings mismatch are not the same underlying issue." + "reason": "Buffer position_ids read error is not the same as gemma-4 zero3 from_pretrained failure." }, { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:45072", + "right": "issue:46829", "accept": false, - "reason": "Both are import errors, but for different symbols and unrelated dependencies." + "reason": "dtype mismatch under bfloat16 inference is a different bug from output field misassignment in VideoPrism." }, { - "left": "issue:36246", - "right": "issue:44351", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "Cannot import Qwen2_5_VLImageProcessor is unrelated to missing HybridCache export." + "reason": "pytest-xdist race in testing utils and stale num_return_sequences warning are unrelated." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to sys.modules access in modeling_utils." + "reason": "Import slowness and Gemma eos_token_id inconsistency do not share an underlying bug." }, { - "left": "issue:43257", - "right": "issue:45137", + "left": "issue:43531", + "right": "issue:45362", "accept": false, - "reason": "DeepSpeed is the only commonality; one is Qwen3 MoE weight conversion, the other is a ZeRO3 deque error." + "reason": "Qwen3-MoE sliding_window bug is distinct from Qwen3.5 chat crash." }, { - "left": "issue:46726", - "right": "issue:47217", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "Both are multimodal/VL, but one is missing-vision-backend processor resolution and the other is image-placeholder handling in user text." + "reason": "ANSI code leakage in loading_report is unrelated to GLM-5 RoPE implementation." }, { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:45588", + "right": "issue:46851", "accept": false, - "reason": "Video-classification pipeline image-processor lookup is unrelated to fbank feature extraction." + "reason": "Flash-attention s_aux=None crash and variable-length position_ids bug are different code paths." }, { - "left": "issue:43540", - "right": "issue:46655", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "Both are video-related, but they affect different models and different processing steps." + "reason": "Both mention Qwen3/MoE, but one is a LoRA compatibility issue and the other is a model-loading regression; not the same bug." }, { - "left": "issue:44451", - "right": "issue:46752", + "left": "issue:46614", + "right": "issue:46665", "accept": false, - "reason": "ScandiBERT loading failure is unrelated to empty-list chat template indexing." + "reason": "Stale phonemizer backend state and from_pretrained-in-class inconsistency are different behaviors." }, { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:43550", + "right": "issue:46506", "accept": false, - "reason": "Both touch Qwen multimodal configs, but one is a missing config field and the other is from_config not unwrapping text_config; not clearly the same bug." + "reason": "torch.compile + SDPA failure is unrelated to CPU/CUDA result divergence." }, { - "left": "issue:44479", - "right": "issue:46655", + "left": "issue:42886", + "right": "issue:46132", "accept": false, - "reason": "Both are video-input bugs, but they are model-specific regressions with different root causes." + "reason": "Offline cache loading failure and AttentionInterface.register behavior change are separate issues." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "Position_ids buffer access and slower filtering after upgrade are unrelated." + "reason": "Different import errors: Qwen2_5_VLImageProcessor vs huggingface_hub.is_offline_mode." } ] }, @@ -13691,31 +13722,34 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ "issue:29870", "issue:30333", "issue:36246", - "issue:42199", + "issue:41950", + "issue:43257", "issue:43295", "issue:43352", "issue:43475", "issue:43526", "issue:43540", "issue:43596", - "issue:43653", + "issue:43901", "issue:44038", - "issue:44060", - "issue:44077", "issue:44162", + "issue:44220", "issue:44242", - "issue:44368", + "issue:44295", + "issue:44351", + "issue:44451", "issue:44466", "issue:44479", "issue:44623", + "issue:44749", + "issue:44779", "issue:44857", "issue:44877", - "issue:44977", "issue:44987", "issue:45003", "issue:45137", @@ -13724,243 +13758,247 @@ "issue:45292", "issue:45335", "issue:45375", - "issue:45397", - "issue:45412", "issue:45459", "issue:45561", "issue:45600", - "issue:45656", + "issue:45759", "issue:45859", - "issue:46123", - "issue:46170", "issue:46369", "issue:46399", "issue:46506", + "issue:46655", "issue:46726", - "issue:46851", - "issue:46894", + "issue:46752", "issue:46897", - "issue:47000" + "issue:47000", + "issue:47217" ], "soft_pairs": [ + "issue:44779|issue:45292", + "issue:36246|issue:44351", + "issue:43901|issue:45003", + "issue:46726|issue:47217", + "issue:43257|issue:45137", + "issue:41950|issue:44220", + "issue:43540|issue:46655", + "issue:44451|issue:46752", + "issue:45375|issue:45759", + "issue:44295|issue:44749", + "issue:44479|issue:46655", "issue:44162|issue:45200", + "issue:45292|issue:47000", "issue:45859|issue:46399", "issue:45137|issue:45600", - "issue:45292|issue:47000", "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:44877|issue:45375", - "issue:43526|issue:46897", "issue:44623|issue:46726", + "issue:44877|issue:45375", "issue:44242|issue:44857", + "issue:43526|issue:46897", "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" + "issue:43352|issue:45250" ], - "prepared_review_unit_hash": "499bd6a7d54b98f4ae38904acd8951ec42d27d8d53f1f5f4d61055bfc83e6e35", + "prepared_review_unit_hash": "88991e327b31b1397de4b255e7478c0b554ffb1311bd34dbb9a617e8a51a7610", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35937, - "estimated_input_tokens": 8985, - "estimated_eval_tokens": 18226 + "soft_pair_count": 28, + "serialized_chars": 36101, + "estimated_input_tokens": 9026, + "estimated_eval_tokens": 18308 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft pairs span unrelated model families, tokenizer/config issues, DeepSpeed errors, Flash Attention, CI, and training/runtime bugs. None of the soft edges look like the same underlying bug or change.", - "confidence": 0.98, - "canonical_issue_reason": "No clear canonical issue: the items do not form a duplicate set and there is no single bug/change that plausibly subsumes the rest.", + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share only broad subsystem/theme words (video, Qwen, DeepSpeed, config, embedding) but not the same concrete bug or change. I would not merge any of the proposed soft edges.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44479 is the clearest standalone bug report in the set: it names a specific regression, identifies affected model families, and describes a concrete failure mode. The other issues are mostly unrelated or much narrower variants of different problems.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the most representative standalone issue because it describes a concrete regression affecting multiple Qwen video models, but it still does not serve as a true cluster canonical.", + "best_issue_reason": "issue:44479 is the most actionable and representative issue here because it is well-scoped, regression-oriented, and has broad enough impact to stand as a cluster representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "Different failures in different models: ESM2 breakage vs Gemma 4 mm_token_type_ids defaulting." + "reason": "Both are model behavior bugs, but one is a DeepSeek tokenizer regression and the other is resize_token_embeddings not updating output embeddings; different code paths and symptoms." }, { - "left": "issue:45859", - "right": "issue:46399", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "Both involve Qwen3.5 rotary code, but one is CPU-offload compatibility and the other is a missing kernel registration; not the same bug." + "reason": "Both are import errors, but they involve unrelated missing symbols in different modules and different root causes." }, { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:43901", + "right": "issue:45003", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and stale auto_mappings config references are unrelated." + "reason": "Docs mismatch for return_all_scores is unrelated to unsafe sys.modules access in modeling_utils." }, { - "left": "issue:45292", - "right": "issue:47000", + "left": "issue:46726", + "right": "issue:47217", "accept": false, - "reason": "Token embedding resize bug and RT-DETR cost-matrix infeasibility are unrelated subsystems." + "reason": "One is missing-vision-backend handling in AutoProcessor; the other is VL placeholder handling in user text. Different failures." }, { - "left": "issue:43295", - "right": "issue:45292", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "Processor/tokenizer regression and embedding resize propagation are different code paths." + "reason": "Both involve DeepSpeed, but one is MOE weight conversion/loading and the other is a ZeRO3 deque index error; not the same bug." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:41950", + "right": "issue:44220", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to a pytest-xdist file race." + "reason": "A video-classification pipeline image-processor lookup issue is unrelated to a feature-extraction helper problem." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:43540", + "right": "issue:46655", "accept": false, - "reason": "ImportError for Qwen2.5-VL image processor and BertModel ZeRO3 index error are unrelated." + "reason": "Both concern video inputs, but they affect different models and appear to be separate processor bugs with different symptoms." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:44451", + "right": "issue:46752", "accept": false, - "reason": "Both touch tied embeddings, but one is serialization inconsistency and the other is resize_token_embeddings not updating decoder embeddings; not the same concrete bug." + "reason": "Cannot load a specific model versus chat-template crashing on an empty list; unrelated." }, { - "left": "issue:43475", - "right": "issue:46369", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "SAM3 video attribute error and SAM3-lite memory overflow are different symptoms with different causes." + "reason": "Both are multimodal config issues, but one is a missing config field dropped by strict validation and the other is incorrect from_config unwrapping behavior." }, { - "left": "issue:44038", - "right": "issue:46506", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "Qwen3-VL-Moe transformers 5.0 compatibility and PPDocLayoutV3 CPU/CUDA divergence are unrelated." + "reason": "Registering position_ids as a buffer versus a performance regression during filtering are unrelated." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:44479", + "right": "issue:46655", "accept": false, - "reason": "Both mention strict config, but one is granite_speech loading and the other is a missing field in Qwen3_5MoeVisionConfig; not the same bug." + "reason": "Both are video-related regressions, but they target different model families and different processor logic." }, { - "left": "issue:43526", - "right": "issue:46897", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "BEiT reduce_labels bug and Florence2 training-loss double-shift bug are unrelated." + "reason": "ESM2 model breakage is unrelated to Gemma 4 token-type-id defaults for text-only fine-tuning." }, { - "left": "issue:44623", - "right": "issue:46726", + "left": "issue:45292", + "right": "issue:47000", "accept": false, - "reason": "Missing files in processor.save_pretrained and unrecognized image processor when a backend is missing are different issues." + "reason": "Resize-token-embeddings behavior is unrelated to RT-DETR loss infeasibility." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:45859", + "right": "issue:46399", "accept": false, - "reason": "Load-balancing loss omission and LwDetrImageLoss AMP/CUDA crash are unrelated." + "reason": "Both mention Qwen3.5/MoE rotary code, but one is CPU-offload incompatibility and the other is a kernel-registration decorator error; different concrete fixes." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "Loading physical-intelligence/fast on v5.1+ and masking real tokenizer errors without protobuf are different problems." + "reason": "ZeRO3 deque failure is unrelated to stale auto_mappings references to removed configs." }, { - "left": "issue:29870", - "right": "issue:30333", + "left": "issue:43295", + "right": "issue:45292", "accept": false, - "reason": "BART generate() decoder_attention_mask bug and MLFlow job-status reporting are unrelated." + "reason": "Processor/tokenizer API regression is unrelated to embedding resize propagation." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "Unsupported model for Flash Attention 2.0 is not the same as the generic Flash Attention 2.0 topic." + "reason": "Unsafe sys.modules access is unrelated to a pytest-xdist race in testing utils." }, { - "left": "issue:43526", - "right": "issue:46894", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "BEiT label reduction and CohereASR double-shift training loss are unrelated." + "reason": "An import error for a VL image processor is unrelated to a DeepSpeed/BertModel IndexError." }, { - "left": "issue:44479", - "right": "issue:46170", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "Qwen video regression and Windows/ROCm torch.distributed import dependency are unrelated." + "reason": "Both involve embedding weights, but one is serialization inconsistency by device and the other is resize_token_embeddings not propagating to decoder.embed_tokens; not the same bug." }, { - "left": "issue:42199", - "right": "issue:46851", + "left": "issue:43475", + "right": "issue:46369", "accept": false, - "reason": "DETR cardinality error and Qwen3.5 variable-length position_ids bug are unrelated." + "reason": "A missing attribute on a SAM3 output object is unrelated to a memory overflow in sam3-litetext." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:44038", + "right": "issue:46506", "accept": false, - "reason": "Gemma 4 Zero3 loading and double optimizer.step under deepspeed are different bugs." + "reason": "A Qwen3-VL-Moe issue in transformers 5.0 is unrelated to PPDocLayoutV3 CPU/CUDA divergence." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:44623", + "right": "issue:46726", "accept": false, - "reason": "BigBirdTokenizer special-token decoding and ESM2 breakage are unrelated." + "reason": "Missing files in processor.save_pretrained and AutoProcessor backend-missing behavior are different issues." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "Incorrect tied-weights warning in Qwen3-Next and patchtsmixer post_init policy are unrelated." + "reason": "Both are strict-config problems, but they concern different models and different missing fields/validation paths." }, { - "left": "issue:44368", - "right": "issue:44977", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "Qwen3.5 tie_word_embeddings warning and Qwen3.5 flash-attention generation failure are separate issues." + "reason": "Missing load-balancing loss and an AMP/CUDA image loss crash are unrelated." }, { - "left": "issue:44877", - "right": "issue:46170", + "left": "issue:43526", + "right": "issue:46897", "accept": false, - "reason": "Strict config loading and Windows/ROCm distributed import problems are unrelated." + "reason": "A BEiT label-reduction bug and Florence2 double-shift training loss are different code paths and different failures." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "SAM3 video attribute error and Qwen3OmniMoe video ValueError are different code paths." + "reason": "Loading a model configuration and tokenizer error masking from protobuf exception handling are unrelated." }, { - "left": "issue:45412", - "right": "issue:46123", + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "A BART generate() UnboundLocalError is unrelated to MLflow not being marked finished after training failure." + }, + { + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "RT-DETR memory leak and MaskGenerationPipeline partial-batch dropping are unrelated." + "reason": "Generic Flash Attention 2.0 support request/issue is not the same as a Nemotron-specific unsupported-model error." } ] }, @@ -13982,34 +14020,37 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ + "issue:42199", "issue:42886", "issue:43065", "issue:43408", - "issue:43646", - "issue:43701", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43653", "issue:43723", "issue:43906", "issue:43931", - "issue:43994", + "issue:44060", + "issue:44077", "issue:44162", "issue:44188", "issue:44297", "issue:44361", "issue:44368", + "issue:44479", "issue:44483", "issue:44623", "issue:44749", - "issue:44871", - "issue:44964", + "issue:44877", + "issue:44977", "issue:44995", - "issue:45103", - "issue:45137", "issue:45200", "issue:45229", - "issue:45375", - "issue:45478", + "issue:45397", + "issue:45412", "issue:45563", "issue:45588", "issue:45593", @@ -14024,21 +14065,29 @@ "issue:46421", "issue:46431", "issue:46710", - "issue:46726", - "issue:46752", "issue:46832", - "issue:46858", - "issue:47020", + "issue:46851", + "issue:46894", "issue:47068", "issue:47145" ], "soft_pairs": [ + "issue:44479|issue:46170", + "issue:43526|issue:46894", + "issue:42199|issue:46851", + "issue:45397|issue:45656", + "issue:44060|issue:44077", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:44877|issue:46170", + "issue:43475|issue:43540", + "issue:45412|issue:46123", "issue:42886|issue:45229", "issue:43723|issue:46710", "issue:46170|issue:46832", - "issue:43931|issue:44368", "issue:44188|issue:46202", "issue:43065|issue:43408", + "issue:43931|issue:44368", "issue:44368|issue:45563", "issue:44995|issue:45200", "issue:46132|issue:47145", @@ -14050,231 +14099,211 @@ "issue:44995|issue:45588", "issue:45685|issue:46431", "issue:44361|issue:44749", - "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:46752|issue:47020", - "issue:45375|issue:45478" + "issue:44297|issue:44623" ], - "prepared_review_unit_hash": "e6e33559f83d59e08e1df478a38df933fef0034f00ad36d682c1c13aefd90416", + "prepared_review_unit_hash": "df69be5134ee42cdf8ca28b62452f671a08f23dcac6fb678cd83e0119d209ec4", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36057, - "estimated_input_tokens": 9015, - "estimated_eval_tokens": 18286 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36230, + "estimated_input_tokens": 9058, + "estimated_eval_tokens": 18372 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated Transformers regressions spanning tokenizer loading/saving, multimodal config issues, cache/compile behavior, and training/runtime bugs. Only one soft pair looks like a true duplicate: the Qwen3.5 Moe config/load regression.", - "confidence": 0.68, - "canonical_issue_reason": "issue:45375 is the most specific root-cause report in the cluster: it identifies the missing `deepstack_visual_indexes` field and the `@strict` drop, which plausibly explains the broader `from_pretrained` failure in issue:45478.", + "summary": "This cluster is very heterogeneous: most items are unrelated model, tokenizer, config, or runtime bugs that only share broad Transformers vocabulary. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 44297 is a clear, self-contained serialization bug with a concrete failure mode and broad enough wording to serve as the cluster's best representative among these otherwise unrelated reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45375 is the strongest representative because it pinpoints the exact config-schema bug rather than only the downstream loading error.", + "best_issue_reason": "Issue 44297 is the strongest representative because it is specific, reproducible, and directly about a core save/load path rather than a model-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:44479", + "right": "issue:46170", "accept": false, - "reason": "Tokenizer offline-cache loading failure vs Gemma4 multi-GPU CUDA OOM; completely different bug classes." + "reason": "Different subsystems: video-input regression across Qwen VL models vs Windows/ROCm distributed import failure." }, { - "left": "issue:43723", - "right": "issue:46710", + "left": "issue:43526", + "right": "issue:46894", "accept": false, - "reason": "Tokenizer loading regression vs accuracy regression after a version upgrade; not the same code-path or symptom." + "reason": "One is a BEiT image processor label-reduction bug; the other is a CohereASR training-loss shift issue." }, { - "left": "issue:46170", - "right": "issue:46832", + "left": "issue:42199", + "right": "issue:46851", "accept": false, - "reason": "Windows/ROCm import dependency issue vs RT-DETR forward shape/type error; unrelated." + "reason": "DETR cardinality/background-class bug is unrelated to Qwen3.5 variable-length position_id handling." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch vs a tie-word-embeddings warning in Qwen3.5 LoRA; different problems." + "reason": "Gemma-4 Zero3 from_pretrained loading is not the same as deepspeed causing double optimizer steps." }, { - "left": "issue:44188", - "right": "issue:46202", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "torch.compile attention-kernel divergence vs Gemma pipeline roundtrip tokenization issue; not the same defect." + "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init policy are different configuration concerns." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder vs a model-type warning in Sam3 tracker loading; related subsystem, but different bugs." + "reason": "BigBirdTokenizer special-token registration is unrelated to the ESM2 breakage report." }, { "left": "issue:44368", - "right": "issue:45563", + "right": "issue:44977", "accept": false, - "reason": "Configuration warning about `tie_word_embeddings` vs stale warning for `num_return_sequences`; unrelated warnings." + "reason": "A tied-embeddings warning during LoRA fine-tuning is not the same bug as flash-attention generation failure." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:44877", + "right": "issue:46170", "accept": false, - "reason": "GlmMoeDsa stale indexer cache crash vs Gemma4 `mm_token_type_ids` defaulting issue; different model and failure mode." + "reason": "Strict config loading for granite_speech is unrelated to the Windows/ROCm torch.distributed import issue." }, { - "left": "issue:46132", - "right": "issue:47145", + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "AttentionInterface registration behavior change vs FP8 compressed-tensors missing `weight_scale`; unrelated functionality." + "reason": "Missing fpn_position_embeddings in SAM3 video output is not the same as Qwen3OmniMoe video ValueError." }, { - "left": "issue:44483", - "right": "issue:46202", + "left": "issue:45412", + "right": "issue:46123", "accept": false, - "reason": "API request rejection in `/v1/chat/completions` vs Gemma pipeline roundtrip failure; not the same bug." + "reason": "RT-DETR memory release and MaskGenerationPipeline partial-batch handling are different lifecycle bugs." }, { - "left": "issue:43906", - "right": "issue:46202", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "Isolated repro of another issue vs Gemma roundtrip failure; no clear same underlying defect." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM do not share a code path." }, { - "left": "issue:44188", - "right": "issue:46421", + "left": "issue:43723", + "right": "issue:46710", "accept": false, - "reason": "Attention-kernel divergence under compile vs spurious recompilation from cache lazy init; distinct cache/compile issues." + "reason": "Tokenizer loading in v5 is unrelated to DeepSeek accuracy regression after upgrade." }, { - "left": "issue:45593", - "right": "issue:47068", + "left": "issue:46170", + "right": "issue:46832", "accept": false, - "reason": "D-FINE auxiliary-loss issue vs Deepspeed loss host-sync concern; different models and mechanisms." + "reason": "Import-time distributed dependency issues do not match RTDetrModel.forward feature-level mismatch." }, { - "left": "issue:45987", - "right": "issue:46082", + "left": "issue:44188", + "right": "issue:46202", "accept": false, - "reason": "StaticCache return-type bug vs LlamaConfig head_dim validation; unrelated." + "reason": "torch.compile attention-kernel divergence is unrelated to Gemma pipeline roundtrip token handling." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:43065", + "right": "issue:43408", "accept": false, - "reason": "Second-forward stale cache crash vs flash-attention `s_aux=None` crash; different code paths." + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as the sam3_video vs sam3_tracker warning." }, { - "left": "issue:45685", - "right": "issue:46431", + "left": "issue:43931", + "right": "issue:44368", "accept": false, - "reason": "MPS histogram int support error vs missing chat template error; unrelated." + "reason": "Qwen3-VL weight-shape mismatch is unrelated to the Qwen3.5 tie_word_embeddings warning." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer AttributeError vs a performance regression after upgrade; not the same bug." + "reason": "MLukeTokenizer AttributeError and a transformers upgrade slowdown are distinct failures." }, { - "left": "issue:44297", - "right": "issue:44623", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "Tokenizer metadata mismatch on save vs processor save missing files; both serialization-related but not the same underlying defect." + "reason": "GlmMoeDsa stale cache crash is unrelated to Gemma4 mm_token_type_ids defaults." }, { - "left": "issue:45103", - "right": "issue:46858", + "left": "issue:46132", + "right": "issue:47145", "accept": false, - "reason": "auto_docstring crash from future annotations vs cache seq-length tensor arithmetic issue; unrelated." + "reason": "AttentionInterface.register behavior change is not the same as FP8 checkpoint weight_scale corruption." }, { - "left": "issue:43701", - "right": "issue:44749", + "left": "issue:44483", + "right": "issue:46202", "accept": false, - "reason": "Checkpoint resume key mismatch vs throughput regression; different symptoms and code paths." + "reason": "Chat-completions request rejection is a server/API issue, not the Gemma token roundtrip bug." }, { - "left": "issue:44749", - "right": "issue:45656", + "left": "issue:43906", + "right": "issue:46202", "accept": false, - "reason": "Performance regression vs Deepspeed double optimizer-step bug; not the same issue." + "reason": "An isolated reproduction of another issue does not make this the same underlying Gemma pipeline bug." }, { - "left": "issue:43065", - "right": "issue:46123", + "left": "issue:44188", + "right": "issue:46421", "accept": false, - "reason": "SAM3 dummy layer bug vs MaskGenerationPipeline final-batch result loss; unrelated." + "reason": "Attention-kernel divergence and cache lazy-initialization recompilation are different performance problems." }, { - "left": "issue:43994", - "right": "issue:46726", + "left": "issue:45593", + "right": "issue:47068", "accept": false, - "reason": "Siglip2 nonsensical outputs vs AutoProcessor backend-missing error; different bugs." + "reason": "Missing auxiliary losses in D-FINE is unrelated to host synchronization in deepspeed_sp_compute_loss." }, { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:45987", + "right": "issue:46082", "accept": false, - "reason": "Processor save-pretrained file omission vs double optimizer-step under deepspeed; unrelated." + "reason": "StaticCache return-type mismatch and LlamaConfig head_dim validation are separate configuration/runtime issues." }, { - "left": "issue:43646", - "right": "issue:44162", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "Broad custom-model-init breakage vs ESM2-specific failure; not enough evidence of the same root cause." + "reason": "A stale indexer cache crash is not the same as flash_attention.py failing on s_aux=None." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:45685", + "right": "issue:46431", "accept": false, - "reason": "Phi-4 multimodal loading error vs DeepSpeed ZeRO3 deque IndexError; unrelated." + "reason": "MPS histogram support for Int tensors is unrelated to missing chat templates in processor.apply_chat_template." }, { - "left": "issue:44871", - "right": "issue:46132", + "left": "issue:44361", + "right": "issue:44749", "accept": false, - "reason": "Gemma eos_token_id config mismatch vs AttentionInterface registration behavior change; different bugs." + "reason": "Tokenizer task AttributeError and a throughput regression after upgrade are not the same defect." }, { - "left": "issue:46752", - "right": "issue:47020", + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "Empty-list chat-template crash vs XLMRobertaTokenizer Unigram sequence type error; unrelated tokenizer defects." - }, - { - "left": "issue:45375", - "right": "issue:45478", - "accept": true, - "reason": "Both describe the same Qwen3.5 Moe config-loading regression; 45375 gives the concrete missing-field root cause and 45478 is the downstream `from_pretrained` failure." + "reason": "Both are save_pretrained-related, but one is a tokenizer_class metadata mismatch and the other is missing processor files; not the same underlying bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The clustering is conservative and grounded in the packet. The summary avoids overclaiming, and the single accepted soft pair (45375/45478) is supported by the titles as a config-loading regression/root-cause vs downstream failure. The other soft-edge rejections are also appropriately cautious and consistent with the issue titles." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -14289,317 +14318,294 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ "issue:28282", "issue:30990", - "issue:36010", "issue:39692", "issue:41628", - "issue:42371", "issue:42994", + "issue:43065", "issue:43232", "issue:43475", "issue:43482", "issue:43525", "issue:43643", + "issue:43646", "issue:43673", - "issue:43723", - "issue:43784", - "issue:43824", - "issue:43873", + "issue:43701", + "issue:43994", "issue:44038", + "issue:44162", "issue:44188", - "issue:44222", - "issue:44351", "issue:44373", "issue:44623", - "issue:44661", - "issue:44857", + "issue:44749", "issue:44869", + "issue:44871", "issue:44933", - "issue:44945", - "issue:45092", + "issue:44964", + "issue:45103", "issue:45137", "issue:45230", "issue:45310", "issue:45356", "issue:45375", "issue:45397", + "issue:45478", "issue:45561", - "issue:45593", - "issue:45753", - "issue:46326", - "issue:46399", + "issue:45656", + "issue:46123", + "issue:46132", "issue:46463", "issue:46726", + "issue:46752", "issue:46821", "issue:46851", + "issue:46858", "issue:46877", "issue:47000", - "issue:47059", + "issue:47020", "issue:47217" ], "soft_pairs": [ + "issue:45103|issue:46858", + "issue:43701|issue:44749", + "issue:44749|issue:45656", + "issue:43065|issue:46123", + "issue:43994|issue:46726", + "issue:44623|issue:45656", + "issue:43646|issue:44162", + "issue:44964|issue:45137", + "issue:44871|issue:46132", + "issue:46752|issue:47020", + "issue:45375|issue:45478", "issue:43475|issue:46821", + "issue:45230|issue:45397", + "issue:44373|issue:46851", "issue:43475|issue:43643", "issue:45561|issue:47217", - "issue:44373|issue:46851", - "issue:45230|issue:45397", "issue:44188|issue:46851", "issue:42994|issue:43482", "issue:43232|issue:43673", - "issue:45310|issue:45375", "issue:44038|issue:44623", + "issue:45310|issue:45375", "issue:28282|issue:30990", "issue:41628|issue:44933", + "issue:39692|issue:46726", "issue:46463|issue:46877", "issue:46877|issue:47000", - "issue: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:41628|issue:44351", - "issue:36010|issue:41628", - "issue:43784|issue:46399", - "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" + "issue:44869|issue:45356" ], - "prepared_review_unit_hash": "d842d313471846a0633aaf635d7a6e7b35a3ccb0f110b4fb7a1d8ed8d48960f2", + "prepared_review_unit_hash": "7f13368cd5961eec6e25c93d920fa482b0f30dacf53d7e438bd69aaed0e42cf1", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36840, - "estimated_input_tokens": 9210, - "estimated_eval_tokens": 18676 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35256, + "estimated_input_tokens": 8814, + "estimated_eval_tokens": 17884 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: many issues are unrelated import, generation, quantization, vision, and testing bugs. The only plausible duplicate pocket is the Qwen3.5/MoE config-loading regression around `from_pretrained`, centered on issues 45310 and 45375.", - "confidence": 0.57, - "canonical_issue_reason": "Issue 45310 is the broadest user-facing report in the only real duplicate subcluster, making it the best umbrella for the Qwen3.5/MoE `from_pretrained` regression.", + "summary": "Mostly a heterogeneous mix of unrelated Transformers bug reports. Only one soft edge looks like a true duplicate: the Qwen3.5 MoE from_pretrained regression and the missing deepstack_visual_indexes field report. No pull requests are present.", + "confidence": 0.84, + "canonical_issue_reason": "There is no single strong canonical for the whole cluster, but issue:45375 is the best anchor for the only clear duplicate set because it names the concrete root cause (missing deepstack_visual_indexes dropped by @strict) behind the Qwen3.5 MoE loading failure.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45310 is the most representative triage anchor because it captures the general failure mode without narrowing to one specific missing config field.", + "best_issue_reason": "issue:45375 is the most actionable representative among the near-duplicates: it identifies the specific field/config regression rather than only the downstream from_pretrained error.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43475", - "right": "issue:46821", - "accept": false, - "reason": "Different models and different missing attributes; same symptom class but not the same bug." - }, - { - "left": "issue:43475", - "right": "issue:43643", - "accept": false, - "reason": "One is a SAM 3 vision output attribute bug; the other is remote-code config field loss during `AutoConfig` loading." - }, - { - "left": "issue:45561", - "right": "issue:47217", + "left": "issue:45103", + "right": "issue:46858", "accept": false, - "reason": "Testing race on a captured file vs VL image-placeholder handling; unrelated code paths." + "reason": "Different subsystems and failure modes: auto_docstring annotation handling vs cache.get_seq_length/static-cache arithmetic." }, { - "left": "issue:44373", - "right": "issue:46851", + "left": "issue:43701", + "right": "issue:44749", "accept": false, - "reason": "Docstring issue vs actual Qwen3.5 variable-length input bug; not the same underlying change." + "reason": "Checkpoint key mismatch is unrelated to the Chinese text-processing slowdown report." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:44749", + "right": "issue:45656", "accept": false, - "reason": "Generic bug report vs a specific Gemma-4 ZeRO3 loading failure; too little evidence of sameness." + "reason": "A slowdown regression and a double optimizer-step bug under deepspeed are not the same underlying issue." }, { - "left": "issue:44188", - "right": "issue:46851", + "left": "issue:43065", + "right": "issue:46123", "accept": false, - "reason": "torch.compile attention-kernel divergence is a different failure mode than Qwen3.5 position-id handling." + "reason": "SAM3 PixelDecoder dummy Conv2d vs MaskGenerationPipeline dropping partial-batch results are unrelated bugs." }, { - "left": "issue:42994", - "right": "issue:43482", + "left": "issue:43994", + "right": "issue:46726", "accept": false, - "reason": "Quantized model saving vs GGUF loading; both involve quantization but different operations and failure paths." + "reason": "Both touch vision/model loading, but one is incorrect SigLIP2 outputs and the other is a missing-backend image-processor error." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:44623", + "right": "issue:45656", "accept": false, - "reason": "Both are generation-related, but one is `_update_model_kwargs_for_generation` after sync_gpus and the other is chunked_prefill cache handling; not the same bug." + "reason": "Processor.save_pretrained missing files is unrelated to DeepSpeed causing optimizer.step to run twice." }, { - "left": "issue:45310", - "right": "issue:45375", - "accept": true, - "reason": "Both describe the same Qwen3.5/MoE `from_pretrained` loading regression; 45375 pinpoints the missing config field that explains 45310's broader error." - }, - { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:43646", + "right": "issue:44162", "accept": false, - "reason": "Qwen3-VL-Moe load bug vs processor save_pretrained missing files; different subsystems and different failure points." + "reason": "Generic custom-model-init breakage and ESM2-specific workflow breakage are not the same concrete bug." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "AutoModel import error from missing PyTorch vs Sentence Transformers hanging on load; unrelated symptoms." + "reason": "Phi-4 multimodal loading failure and DeepSpeed ZeRO3 deque underflow are unrelated." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:44871", + "right": "issue:46132", "accept": false, - "reason": "Two different missing imports (`AutoImageProcessor` vs image_utils symbol); both import-related but not the same symbol or path." + "reason": "Gemma-3 eos_token_id inconsistency is unrelated to AttentionInterface.register changing callback behavior." }, { - "left": "issue:46463", - "right": "issue:46877", + "left": "issue:46752", + "right": "issue:47020", "accept": false, - "reason": "T5 decoder-input validation message bug vs auto_docstring stdout pollution; unrelated." + "reason": "Empty chat-template input IndexError and XLMRobertaTokenizer/Unigram constructor mismatch are different code paths." }, { - "left": "issue:46877", - "right": "issue:47000", - "accept": false, - "reason": "Doc-lint output at import time vs RTDetr loss infeasible-cost-matrix crash; no shared code path." + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "These are the same Qwen3.5 MoE from_pretrained regression; the field-dropping report plausibly explains the generic loading error." }, { - "left": "issue:39692", - "right": "issue:46726", + "left": "issue:43475", + "right": "issue:46821", "accept": false, - "reason": "SigLIP2 docs/model mismatch and quantization failure vs AutoProcessor backend-missing error; different issues." + "reason": "SAM3 vision encoder missing attribute and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:42994", - "right": "issue:43525", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Quantized model saving failure vs Llama4 config missing `pad_token_id`; distinct model and bug type." + "reason": "A placeholder bug report and gemma-4 zero3 from_pretrained failure do not match." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:44373", + "right": "issue:46851", "accept": false, - "reason": "Whisper timestamp decoding crash vs tokenizer regression in Kimi-K2.5; unrelated tokenizer/decoder paths." + "reason": "Wrong docstring for position_ids is not the same as a runtime failure in Qwen3.5 variable-length position_ids handling." }, { - "left": "issue:43723", - "right": "issue:46326", + "left": "issue:43475", + "right": "issue:43643", "accept": false, - "reason": "Tokenizer loading in v5 vs `continue_final_message` behavior for mistral_common tokenizers; not the same concrete bug." + "reason": "Missing fpn_position_embeddings in SAM3 output and trust_remote_code dropping config fields are different bugs." }, { - "left": "issue:42371", - "right": "issue:45092", + "left": "issue:45561", + "right": "issue:47217", "accept": false, - "reason": "TF32 API-settings change request vs InternVL2 meta-init incompatibility; different concerns." + "reason": "pytest-xdist race on captured_info.txt is unrelated to VL image-placeholder failures." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:44188", + "right": "issue:46851", "accept": false, - "reason": "Quantization offloading behavior vs incorrect output under pipeline parallelism; different runtime problems." + "reason": "torch.compile attention-kernel divergence and Qwen3.5 position_ids handling are different issues." }, { - "left": "issue:45137", - "right": "issue:47000", + "left": "issue:42994", + "right": "issue:43482", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow vs RTDetr assignment infeasibility; unrelated failures." + "reason": "Quantized model saving and Qwen2.5-GGUF loading are opposite operations with different failure modes." }, { - "left": "issue:41628", - "right": "issue:44351", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "Both are missing-import reports, but for different exported symbols and likely different release breakages." + "reason": "Generation kwargs update after sync_gpus and missing GenerationMixin cache in chunked_prefill are distinct generation bugs." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "AutoModel/PyTorch import error vs missing `AutoImageProcessor`; similar theme, different API and cause." + "reason": "Qwen3-VL-Moe/v5 bug report is unrelated to processor.save_pretrained missing files." }, { - "left": "issue:43784", - "right": "issue:46399", - "accept": false, - "reason": "Sentence-transformers `nn` import failure vs Qwen3.5 kernel registration error; different modules." + "left": "issue:45310", + "right": "issue:45375", + "accept": true, + "reason": "Same Qwen3.5 MoE from_pretrained failure; the more specific field-drop report is a plausible root cause for the generic loading error." }, { - "left": "issue:44038", - "right": "issue:45310", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "Both mention Qwen MoE and loading, but they target different model families/checkpoints and don't clearly share one concrete bug." + "reason": "PyTorch-not-found ImportError and Sentence Transformers hanging on load are unrelated." }, { - "left": "issue:42994", - "right": "issue:43824", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "Quantized saving failure vs missing Qwen2_5_VL class import; unrelated." + "reason": "Both are import/export problems, but they refer to different missing symbols and different import paths." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:39692", + "right": "issue:46726", "accept": false, - "reason": "Pipeline parallelism output bug vs Qwen3.5 infinite-loop on a specific image; different symptom and code path." + "reason": "SigLIP2 docs/model mismatch with quantization failure is not the same as an AutoProcessor missing-backend error." }, { - "left": "issue:45561", - "right": "issue:47059", + "left": "issue:46463", + "right": "issue:46877", "accept": false, - "reason": "Pytest-xdist capture-file race vs CLI completion attribute error from huggingface_hub; unrelated." + "reason": "T5 decoder-input validation messaging and auto_docstring stdout diagnostics are unrelated." }, { - "left": "issue:44857", - "right": "issue:46877", + "left": "issue:46877", + "right": "issue:47000", "accept": false, - "reason": "Float16 AMP crash in LwDetr loss vs import-time docstring diagnostics; no overlap." + "reason": "Import-time doc-lint logging and RTDetrLoss infeasible-cost-matrix crash are unrelated." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:42994", + "right": "issue:43525", "accept": false, - "reason": "FP8 save_pretrained for MoE is a save-path issue, while 45310 is a from_pretrained/load-path failure." + "reason": "Quantized model saving failure and missing pad_token_id in Llama4Config are different bugs." }, { - "left": "issue:44661", - "right": "issue:47059", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "Model registration logic in `TOKENIZER_MAPPING_NAMES` vs CLI completion regression; different subsystems." + "reason": "Whisper timestamp decode crash and Kimi tokenizer codec regression are both tokenization-related but not the same concrete failure." }, { - "left": "issue:45593", - "right": "issue:46877", + "left": "issue:45103", + "right": "issue:46858", "accept": false, - "reason": "D-FINE auxiliary loss issue vs import-time docstring logging; unrelated." + "reason": "auto_docstring annotation handling and static-cache slice arithmetic on non-CUDA backends are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative: it correctly treats the cluster as mostly heterogeneous, and the single accepted pair (45310/45375) is plausibly the same Qwen3.5/MoE `from_pretrained` regression. The rejected soft pairs also look appropriately cautious given the titles and available evidence." + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The one accepted Qwen3.5 pair is well supported by the titles, and the note that no pull requests are present matches the packet." }, "evaluator_used": true, "retried": false, @@ -14618,296 +14624,296 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ "issue:30333", "issue:30990", "issue:33290", "issue:35141", - "issue:39692", + "issue:36010", + "issue:41628", "issue:42175", + "issue:42371", "issue:42673", "issue:42831", "issue:42898", + "issue:42994", "issue:43232", - "issue:43479", "issue:43704", "issue:43723", "issue:43784", "issue:43824", + "issue:43873", "issue:43976", - "issue:44016", - "issue:44186", + "issue:44038", "issue:44222", + "issue:44351", "issue:44496", "issue:44568", - "issue:44623", + "issue:44661", "issue:44743", - "issue:44779", "issue:44792", - "issue:44869", + "issue:44857", "issue:44933", + "issue:44945", "issue:45081", + "issue:45092", "issue:45103", + "issue:45137", "issue:45310", "issue:45405", "issue:45406", "issue:45561", - "issue:45600", - "issue:45712", - "issue:45812", - "issue:46077", - "issue:46123", + "issue:45593", + "issue:45753", "issue:46202", - "issue:46231", - "issue:46693", + "issue:46326", + "issue:46399", "issue:46701", - "issue:46829", "issue:46877", - "issue:46909", + "issue:47000", "issue:47059", - "issue:47068", - "issue:47085" + "issue:47068" ], "soft_pairs": [ - "issue:45081|issue:45103", + "issue:43723|issue:46326", + "issue:42371|issue:45092", + "issue:43873|issue:44945", + "issue:45137|issue:47000", + "issue:41628|issue:44351", + "issue:36010|issue:41628", + "issue:43784|issue:46399", + "issue:44038|issue:45310", + "issue:44945|issue:45753", + "issue:42994|issue:43824", + "issue:45561|issue:47059", + "issue:44661|issue:47059", + "issue:44857|issue:46877", + "issue:44222|issue:45310", + "issue:45593|issue:46877", "issue:45406|issue:46202", + "issue:45081|issue:45103", "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:44496|issue:45561", + "issue:45405|issue:46877", "issue:30333|issue:33290", "issue:30990|issue:35141", - "issue:42898|issue:44568", - "issue:42175|issue:45712", - "issue:43479|issue:46829", - "issue:44568|issue:47085", - "issue:44623|issue:45310", - "issue:44186|issue:47085", - "issue:42673|issue:46693", - "issue:45600|issue:47059", - "issue:46077|issue:46123", - "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" + "issue:42898|issue:44568" ], - "prepared_review_unit_hash": "55308247c110bc7c12bf0babb41e43ed722984a2d98da43116192166903f6bbc", + "prepared_review_unit_hash": "c0af8a500f8f58117c263bd6cc4c85adb312e8d8ffd384c0033cdfa3e91827d8", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36609, - "estimated_input_tokens": 9153, - "estimated_eval_tokens": 18562 + "serialized_chars": 36231, + "estimated_input_tokens": 9058, + "estimated_eval_tokens": 18372 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous: most pairs are only loosely similar on keywords (tokenizers, FP8, Gemma, docs, v5 regressions) but describe different bugs. The only clear duplicate is the two Qwen3ForCausalLM VRAM-leak reports with the same title and underlying multi-worker/thread issue.", - "confidence": 0.92, - "canonical_issue_reason": "issue:42673 is the best canonical issue because it is an exact duplicate of issue:43704 and has the fuller discussion for the same Qwen3ForCausalLM VRAM leak in multi-dataloader-thread use.", + "summary": "This cluster is mostly a mix of unrelated issues that were grouped by loose textual similarity. The only clear duplicate pair is the Qwen3ForCausalLM VRAM leak report; the rest should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": "issue:42673 is the clearest canonical issue because it is an exact duplicate of issue:43704, has the fuller discussion history, and describes the bug more completely.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the strongest representative of the only true duplicate pair in this set; it captures the same concrete bug as issue:43704 and is earlier/more established.", + "best_issue_reason": "issue:42673 is the best representative issue in this set: it matches its duplicate exactly and is the most complete record for that bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:43723", + "right": "issue:46326", "accept": false, - "reason": "Both are AttributeError crashes, but in different subsystems and code paths (Mistral regex patching vs auto_docstring annotation parsing)." + "reason": "Both are tokenizer-related, but one is an AutoTokenizer loading issue and the other is a mistral_common continue_final_message bug; different code paths." }, { - "left": "issue:45406", - "right": "issue:46202", + "left": "issue:42371", + "right": "issue:45092", "accept": false, - "reason": "Both involve Gemma4/Gemma, but one is a processor _tokenizer attribute crash in serve and the other is a token roundtrip/example issue; not the same bug." + "reason": "TF32 settings and InternVL2 meta-initialization incompatibility are unrelated problems." }, { - "left": "issue:46202", - "right": "issue:46701", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "Both mention Gemma pipeline failures, but one is a tokenizer roundtrip problem and the other is an image-text-to-text generation output issue." + "reason": "Quantization/offloading behavior does not match pipeline-parallelism output correctness." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:45137", + "right": "issue:47000", "accept": false, - "reason": "Different generation problems in different models; one is a sync_gpus kwargs update issue, the other is a janus image generation test failure." + "reason": "DeepSpeed ZeRO3 deque failure and RTDetr loss cost-matrix infeasibility are unrelated." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:41628", + "right": "issue:44351", "accept": false, - "reason": "Both mention FP8, but one is an accuracy regression with FineGrainedFP8 and the other is save_pretrained behavior for moe models." + "reason": "Both are import errors, but for different missing symbols and different modules." }, { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "Same exact title and same underlying Qwen3ForCausalLM VRAM leak when used across multiple dataloader threads." - }, - { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "Unrelated issues: missing TensorFlow backend from a pip extra vs a nonexistent image_utils import." + "reason": "Different missing imports: GenerationMixin versus AutoImageProcessor." }, { - "left": "issue:45405", - "right": "issue:46877", + "left": "issue:43784", + "right": "issue:46399", "accept": false, - "reason": "Different problems: a version pin bump to unreleased PEFT vs auto_docstring printing lint diagnostics at import time." + "reason": "Sentence-transformers import NameError and Qwen3.5 kernel-registration crash are separate bugs." }, { - "left": "issue:44743", - "right": "issue:47068", + "left": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "Both are performance/runtime concerns, but one is recurrent state reset in modular_qwen3_5 and the other is host synchronization in deepspeed loss computation." + "reason": "Both involve Qwen3 MOE models, but they affect different versions and different failure modes." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "Different failure modes and areas: model config loading vs a pytest-xdist file race in testing utilities." + "reason": "Pipeline-parallelism output corruption and Qwen3.5 image infinite loop are not the same bug." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:42994", + "right": "issue:43824", "accept": false, - "reason": "Python version compatibility for transformers 5.1.0 is unrelated to an image_utils import problem." + "reason": "Quantized model saving and missing Qwen2.5-VL import are unrelated." }, { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:45561", + "right": "issue:47059", "accept": false, - "reason": "Training-job MLflow reporting vs DeepSpeed/Adafactor OOM are different bugs." + "reason": "pytest-xdist file races and huggingface_hub CLI attribute errors are different test/runtime issues." }, { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:44661", + "right": "issue:47059", "accept": false, - "reason": "Loading hang in sentence-transformers is unrelated to token embedding resizing reinitializing output embeddings." + "reason": "Model-registration logic and CLI completion attribute failure are unrelated." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:44857", + "right": "issue:46877", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is clean_up_tokenization_spaces behavior and the other is add_special_tokens not adding BOS/EOS tokens." + "reason": "CUDA AMP loss crash and auto_docstring stdout logging are separate problems." }, { - "left": "issue:42175", - "right": "issue:45712", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "Unrelated packaging/backend issue vs leftover dummy classes in dummy_pt_objects." + "reason": "FP8 save_pretrained failure and Qwen3.5 from_pretrained error are different code paths." }, { - "left": "issue:43479", - "right": "issue:46829", + "left": "issue:45593", + "right": "issue:46877", "accept": false, - "reason": "Different model/config bugs: Phi4MultimodalConfig default initialization vs VideoPrism output field wiring." + "reason": "D-FINE auxiliary-loss behavior and docstring lint output are unrelated." }, { - "left": "issue:44568", - "right": "issue:47085", + "left": "issue:45406", + "right": "issue:46202", "accept": false, - "reason": "Tokenizer special-token regression is unrelated to fast tokenizer thread-safety." + "reason": "Gemma processor _tokenizer crash and Gemma roundtrip token issue are not the same concrete bug." }, { - "left": "issue:44623", - "right": "issue:45310", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Processor save_pretrained missing files is not the same as Qwen3.5 MoE from_pretrained failing on transformers>=5.4.0." + "reason": "Mistral regex patching failure and auto_docstring annotation crash are unrelated." }, { - "left": "issue:44186", - "right": "issue:47085", + "left": "issue:46202", + "right": "issue:46701", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash is a different bug from tokenizer thread-safety regressions." + "reason": "Both mention Gemma, but one is token roundtripping and the other is an image-text pipeline failure." }, { - "left": "issue:42673", - "right": "issue:46693", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM threads is unrelated to FA2 long-context generation performance regression." + "reason": "Generation kwarg update after sync_gpus and a Janus image-generation test failure are different issues." }, { - "left": "issue:45600", - "right": "issue:47059", + "left": "issue:42831", + "right": "issue:44222", "accept": false, - "reason": "auto_mappings.py stale config references and a huggingface_hub CLI compatibility failure are different issues." + "reason": "FP8 accuracy degradation and FP8 save_pretrained failure are distinct problems." }, { - "left": "issue:46077", - "right": "issue:46123", + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and bug: Qwen3ForCausalLM VRAM leak in multiple dataloader threads." + }, + { + "left": "issue:42175", + "right": "issue:44933", "accept": false, - "reason": "Gemma4 attention mask construction and MaskGenerationPipeline final-batch handling are different code paths." + "reason": "Packaging/backend dependency issue and missing image_utils import are unrelated." }, { - "left": "issue:42898", - "right": "issue:45812", + "left": "issue:44743", + "right": "issue:47068", "accept": false, - "reason": "Both are tokenizer regressions, but one affects cleanup spacing and the other silent Granite token ID mapping." + "reason": "Qwen3.5 recurrent-state reset and DeepSpeed host synchronization are different bugs." }, { - "left": "issue:43723", - "right": "issue:44568", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "Tokenizer loading failure in v5 and missing BOS/EOS insertion are related only by domain, not the same concrete bug." + "reason": "Python version compatibility and image_utils import failure do not match." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "Multimodal config defaults and Whisper timestamp decode crash are unrelated." + "reason": "Unrecognized model/config issue and pytest-xdist race condition are unrelated." }, { - "left": "issue:44016", - "right": "issue:46231", + "left": "issue:45405", + "right": "issue:46877", "accept": false, - "reason": "A notebook syntax error and a documentation parameter-name mismatch are not the same underlying issue." + "reason": "PEFT version bump and docstring lint output are unrelated." }, { - "left": "issue:39692", - "right": "issue:46909", + "left": "issue:30333", + "right": "issue:33290", "accept": false, - "reason": "Both are broken docs examples, but they are different examples with different failures and fixes." + "reason": "MLflow reporting on failed jobs and DeepSpeed Adafactor OOM are different failures." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "Import-time NameError in sentence-transformers is unrelated to missing Qwen2_5_VLForConditionalGeneration import." + "reason": "Sentence Transformers loading stall and token-embedding reinitialization are unrelated." }, { "left": "issue:42898", - "right": "issue:44779", + "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions, but the affected behaviors and models differ (cleanup spacing vs DeepSeek tokenization correctness)." + "reason": "Both are tokenizer behavior changes, but they affect different APIs and symptoms." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analyst summary is well grounded in the packet: issue:42673 and issue:43704 have the same title and clearly describe the same Qwen3ForCausalLM VRAM-leak bug, with 42673 earlier and more discussed. The remaining soft-edge rejections are conservative and match the issue titles/descriptions; no unsupported duplicate claims stand out." + "feedback": "Grounded in the packet: the only clear duplicate pair is issue:42673 / issue:43704, and the other soft-edge rejections are suitably conservative based on the titles and metadata." }, "evaluator_used": true, "retried": false, @@ -14926,7 +14932,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ "issue:22355", "issue:27957", @@ -14934,288 +14940,288 @@ "issue:30333", "issue:34689", "issue:36331", - "issue:41628", + "issue:39692", + "issue:42175", "issue:42222", "issue:42673", - "issue:42757", - "issue:42796", - "issue:42831", "issue:42898", - "issue:43116", "issue:43295", "issue:43479", - "issue:43644", "issue:43723", + "issue:43784", + "issue:43824", "issue:43874", - "issue:44060", + "issue:44016", "issue:44075", "issue:44079", - "issue:44190", + "issue:44186", "issue:44222", "issue:44295", "issue:44297", - "issue:44360", - "issue:44373", - "issue:44448", - "issue:44485", + "issue:44568", "issue:44623", "issue:44734", + "issue:44779", "issue:44843", - "issue:44933", + "issue:44869", "issue:45092", "issue:45103", - "issue:45125", "issue:45200", - "issue:45245", "issue:45310", - "issue:45405", + "issue:45356", + "issue:45600", "issue:45656", "issue:45712", - "issue:46132", + "issue:45812", + "issue:46077", + "issue:46123", "issue:46231", - "issue:46762", + "issue:46693", + "issue:46829", + "issue:46909", + "issue:47059", "issue:47085" ], "soft_pairs": [ + "issue:42175|issue:45712", + "issue:43479|issue:46829", + "issue:44568|issue:47085", + "issue:44623|issue:45310", + "issue:44186|issue:47085", + "issue:45600|issue:47059", + "issue:46077|issue:46123", + "issue:42673|issue:46693", + "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", "issue:27957|issue:30333", "issue:42673|issue:47085", - "issue:43479|issue:44079", "issue:44843|issue:47085", + "issue:43479|issue:44079", "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:42898|issue:44448", "issue:30333|issue:36331", + "issue:44734|issue:45103", "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:42796|issue:43723", - "issue:44060|issue:45125", - "issue:43479|issue:43644", - "issue:45245|issue:46132", - "issue:44373|issue:44485", - "issue:44297|issue:45310", - "issue:41628|issue:42757", - "issue:44360|issue:46762" + "issue:44075|issue:46231" ], - "prepared_review_unit_hash": "fbb851d8c80eb6ebd58749aa852f789bb2c83a3d5263d855f7db58ddedfa8460", + "prepared_review_unit_hash": "8688c96a2fc4e12fd6054d926a75596c5a3fdca287e2ef131521f0e2dbc0b12b", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 35933, - "estimated_input_tokens": 8984, - "estimated_eval_tokens": 18224 + "serialized_chars": 36395, + "estimated_input_tokens": 9099, + "estimated_eval_tokens": 18454 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; the soft pairs share at best broad topical similarity, not the same underlying bug or change. I would not merge any of the proposed pairs as duplicates. The only noticeable subtheme is tokenizer/loading regressions, but even those are distinct code paths and fixes.", - "confidence": 0.79, - "canonical_issue_reason": "issue:47085 is the strongest anchor in the cluster: it is a concrete, user-facing tokenizer regression with broad impact and the clearest actionable code path. Among the weakly related tokenizer issues, it is the best dedupe target.", + "summary": "All soft pairs appear to be unrelated issues across different subsystems, models, or failure modes; none looks like the same underlying bug/change, so all soft edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue: the candidate set spans many unrelated regressions, import errors, docs bugs, tokenizer changes, and model-specific failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:47085 is the most representative and operationally useful issue in the cluster, with the clearest failure mode and the best chance of serving as the central tracker for nearby tokenizer reports.", + "best_issue_reason": "No global best issue for deduping; none of the issues is a representative duplicate target for the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:27957", - "right": "issue:30333", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "Flash Attention on XLM-R vs MLflow reporting after failed training; unrelated bugs." + "reason": "Different problems: backend extra dependency missing TensorFlow vs cleanup of leftover dummy PyTorch classes." }, { - "left": "issue:42673", - "right": "issue:47085", + "left": "issue:43479", + "right": "issue:46829", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM multithreaded dataloading vs tokenizer thread-safety regression; different components and fixes." + "reason": "Different models and bugs: default multimodal config initialization vs incorrect hidden_states output in VideoPrism." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:44568", + "right": "issue:47085", "accept": false, - "reason": "Multimodal config defaulting vs ModelOutput key assignment; unrelated internals." + "reason": "Tokenizer special-token regression is unrelated to tokenizer thread-safety." }, { - "left": "issue:44843", - "right": "issue:47085", + "left": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "Offline model_info call in AutoTokenizer vs fast tokenizer thread-safety; different code paths and remedies." + "reason": "Save-pretrained missing files is unrelated to a from_pretrained load error for Qwen3.5 MoE." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:44186", + "right": "issue:47085", "accept": false, - "reason": "MLflow reporting failure vs Llama 3.2 model-loading regression; unrelated." + "reason": "LayoutLMv2 tokenizer crash on NER/padding is a different bug than fast tokenizer thread safety." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:45600", + "right": "issue:47059", "accept": false, - "reason": "Missing image patch count vs remote-code meta-init incompatibility; different multimodal failures." + "reason": "auto_mappings CI break from removed configs is unrelated to huggingface_hub CLI test failure." }, { - "left": "issue:42898", - "right": "issue:43295", + "left": "issue:46077", + "right": "issue:46123", "accept": false, - "reason": "Tokenization cleanup behavior change vs processor.tokenizer/image-passing regression; both version-related but not the same bug." + "reason": "Wrong attention mask construction for Gemma4 is unrelated to batch-finalization logic in MaskGenerationPipeline." }, { - "left": "issue:44295", - "right": "issue:45656", + "left": "issue:42673", + "right": "issue:46693", "accept": false, - "reason": "Position_ids buffer read error vs deepspeed double optimizer-step behavior; unrelated." + "reason": "VRAM leak in Qwen3ForCausalLM under multithreaded loading is unrelated to FA2 long-context performance regression." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:42898", + "right": "issue:45812", "accept": false, - "reason": "VitPose model breakage vs Gemma 4 mm_token_type_ids defaulting; different model-specific bugs." + "reason": "Both are tokenizer regressions in v5, but they describe different symptoms and likely different root causes." }, { - "left": "issue:44734", - "right": "issue:45103", + "left": "issue:43723", + "right": "issue:44568", "accept": false, - "reason": "KV-cache serving crash vs auto_docstring annotations crash; unrelated code paths." + "reason": "Generic AutoTokenizer loading issue is not the same as missing BOS/EOS insertion for one tokenizer." }, { - "left": "issue:42898", - "right": "issue:44448", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "clean_up_tokenization_spaces regression vs Pegasus v4/v5 output difference; same broad area, different mechanism." + "reason": "Multimodal config defaults and Whisper word-timestamp decode crash are unrelated." }, { - "left": "issue:30333", - "right": "issue:36331", + "left": "issue:44016", + "right": "issue:46231", "accept": false, - "reason": "MLflow failure reporting vs custom trainer compute_loss signature error; unrelated." + "reason": "Notebook syntax error is unrelated to a documentation parameter-name mismatch." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:39692", + "right": "issue:46909", "accept": false, - "reason": "Missing transformers.onnx module vs missing PyTorch dependency import error; both imports, but different failures." + "reason": "Different broken documentation examples for different models and different failure modes." }, { - "left": "issue:44222", - "right": "issue:44297", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "FP8 save_pretrained moe vs tokenizer_class metadata mismatch; different save/load bugs." + "reason": "Importing sentence-transformers failing on nn is unrelated to missing Qwen2.5-VL export." }, { - "left": "issue:44075", - "right": "issue:46231", + "left": "issue:42898", + "right": "issue:44779", "accept": false, - "reason": "Optimizer args ignored vs docstring parameter-name typo; unrelated." + "reason": "Both involve tokenizer regressions, but one is cleanup-space behavior and the other is Deepseek token IDs; not the same concrete bug." }, { - "left": "issue:43116", - "right": "issue:44190", + "left": "issue:27957", + "right": "issue:30333", "accept": false, - "reason": "Empty multi-label classification example vs local dataset loading in image classification example; different scripts and symptoms." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to MLflow reporting on failed training jobs." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:42673", + "right": "issue:47085", "accept": false, - "reason": "PEFT version bump vs leftover dummy classes cleanup; unrelated maintenance issues." + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to tokenizer thread-safety." }, { - "left": "issue:44297", - "right": "issue:45656", + "left": "issue:44843", + "right": "issue:47085", "accept": false, - "reason": "Tokenizer save metadata mismatch vs deepspeed optimizer-step issue; unrelated." + "reason": "Offline-mode break in AutoTokenizer patching Mistral regex is unrelated to tokenizer thread-safety." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "FineGrainedFP8 accuracy issue vs processor.save_pretrained missing files; different bugs." + "reason": "Multimodal config defaults are unrelated to ModelOutput key assignment when values were previously None." }, { - "left": "issue:44933", - "right": "issue:45712", + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "Missing image_utils import vs leftover dummy PT classes; both cleanup-ish, but not the same defect." + "reason": "MLflow failure handling is unrelated to Llama 3.2 Vision model-loading regression." }, { - "left": "issue:44222", - "right": "issue:44623", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "FP8 moe save_pretrained vs processor.save_pretrained missing files; both involve saving, but different code paths." + "reason": "Missing image-patch API on a processor class is unrelated to remote-code checkpoint incompatibility with meta initialization." }, { - "left": "issue:44448", - "right": "issue:46132", + "left": "issue:42898", + "right": "issue:43295", "accept": false, - "reason": "Pegasus output regression vs AttentionInterface.register behavior change; different model/runtime behavior." + "reason": "Tokenizer cleanup-space behavior change is unrelated to processor.tokenizer / image-to-tokenizer regression." }, { - "left": "issue:42796", - "right": "issue:43723", + "left": "issue:44295", + "right": "issue:45656", "accept": false, - "reason": "BPE-marker handling vs AutoTokenizer.from_pretrained loading issue; tokenizer-related, but distinct concrete bugs." + "reason": "position_ids buffer access error is unrelated to duplicated optimizer stepping with deepspeed." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:42898", + "right": "issue:45356", "accept": false, - "reason": "Incorrect tied-weights warning vs missing _tp_plan for tensor parallelism; different Qwen3.5 MoE internals." + "reason": "Kimi-K2.5 codec-handling regression and warning issue are not the same as clean_up_tokenization_spaces behavior." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Config default initialization vs non-persistent buffers filled with junk; unrelated." + "reason": "VitPose model breakage is unrelated to Gemma 4 mm_token_type_ids defaults for text-only fine-tuning." }, { - "left": "issue:45245", - "right": "issue:46132", + "left": "issue:30333", + "right": "issue:36331", "accept": false, - "reason": "Category-limit runtime error vs attention registration behavior change; unrelated." + "reason": "Failed MLflow reporting is unrelated to the new num_items_in_batch argument in CustomTrainer.compute_loss." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "Docstring typo vs GLM-5 RoPE implementation; unrelated." + "reason": "KV-cache continuation indexing crash in serve is unrelated to auto_docstring failing under future annotations." }, { - "left": "issue:44297", - "right": "issue:45310", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Tokenizer save metadata mismatch vs Qwen3.5 MoE from_pretrained error; unrelated." + "reason": "Missing transformers.onnx module and missing PyTorch backend are different import/setup problems." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:44222", + "right": "issue:44297", "accept": false, - "reason": "Missing AutoImageProcessor import vs missing is_offline_mode import; both import errors, but different symbols and packages." + "reason": "FP8 save_pretrained for MoE models is unrelated to tokenizer_class metadata mismatch." }, { - "left": "issue:44360", - "right": "issue:46762", + "left": "issue:44075", + "right": "issue:46231", "accept": false, - "reason": "DSA indexer lacking ReLU vs Minimax attention numerical differences; unrelated." + "reason": "Optimizer argument handling bug is unrelated to a documentation parameter-name typo." } ] }, @@ -15237,61 +15243,76 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ - "issue:22355", - "issue:27957", "issue:30990", "issue:38175", "issue:41628", + "issue:42757", + "issue:42796", "issue:42831", - "issue:42907", + "issue:43116", "issue:43122", "issue:43232", "issue:43475", + "issue:43479", "issue:43504", + "issue:43644", "issue:43723", - "issue:43824", - "issue:43986", - "issue:44038", + "issue:44060", "issue:44190", "issue:44222", - "issue:44261", "issue:44263", - "issue:44279", "issue:44295", + "issue:44297", "issue:44360", "issue:44373", + "issue:44448", "issue:44484", + "issue:44485", "issue:44623", - "issue:44829", - "issue:44964", + "issue:44933", "issue:44977", "issue:45071", "issue:45092", + "issue:45125", + "issue:45245", "issue:45310", - "issue:45357", + "issue:45405", + "issue:45656", + "issue:45712", "issue:45834", - "issue:46002", - "issue:46050", "issue:46082", + "issue:46132", "issue:46209", "issue:46305", - "issue:46328", - "issue:46369", "issue:46424", "issue:46431", "issue:46614", "issue:46655", - "issue:46726", - "issue:46909", + "issue:46762", "issue:46932", "issue:47059" ], "soft_pairs": [ + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:44297|issue:45656", + "issue:42831|issue:44623", + "issue:44933|issue:45712", + "issue:44222|issue:44623", + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:44060|issue:45125", + "issue:43479|issue:43644", + "issue:45245|issue:46132", + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:44360|issue:46762", + "issue:41628|issue:42757", "issue:45071|issue:46082", - "issue:44222|issue:44484", "issue:43723|issue:44977", + "issue:44222|issue:44484", "issue:43504|issue:47059", "issue:43122|issue:46209", "issue:46614|issue:46932", @@ -15301,226 +15322,239 @@ "issue:43232|issue:46424", "issue:46209|issue:46431", "issue:43232|issue:45834", - "issue:44190|issue:46082", "issue:30990|issue:38175", + "issue:44190|issue:46082", "issue:43475|issue:46305", - "issue:46305|issue:46655", "issue:44263|issue:44360", - "issue:42831|issue:45310", - "issue:46369|issue:46909", - "issue:22355|issue:27957", - "issue:42907|issue:46050", - "issue:44279|issue:46328", - "issue:43986|issue:46726", - "issue:45092|issue:45357", - "issue:42831|issue:44038", - "issue:44261|issue:45092", - "issue:41628|issue:43824", - "issue:44829|issue:46002", - "issue:44964|issue:47059" + "issue:46305|issue:46655", + "issue:42831|issue:45310" ], - "prepared_review_unit_hash": "54542200fde7d17836959b348b7ff2b3022cac1ef69523a79665bac3695944e3", + "prepared_review_unit_hash": "7aa020a2985404ecddba7f4ff5a9c2324fa49d47925be46f69ee3711b3303be6", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36051, - "estimated_input_tokens": 9013, - "estimated_eval_tokens": 18282 + "soft_pair_count": 33, + "serialized_chars": 37298, + "estimated_input_tokens": 9325, + "estimated_eval_tokens": 18906 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated Transformers issues with superficial title similarity; I don\u2019t see any true duplicate pairs, and there are no PRs to evaluate.", - "confidence": 0.24, - "canonical_issue_reason": "issue:45092 is the broadest user-facing regression in the set (Transformers v5 compatibility / meta initialization), but the cluster is too heterogeneous for a strong canonical duplicate target.", + "summary": "These items are mostly unrelated issue reports across different models, APIs, and regressions. No soft pair looks like the same underlying bug/change closely enough to merge, and there are no PRs in the set.", + "confidence": 0.79, + "canonical_issue_reason": "If one issue must anchor the group, #43723 is the broadest repository-level regression (v5 tokenizer loading) with the clearest generic user impact; the rest are mostly narrower model-specific or unrelated defects.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45092 is the most representative high-level compatibility report among these issues; it is broader than the model-specific loading/saving bugs around it.", + "best_issue_reason": "#43723 is the strongest standalone issue: it describes a concrete, reproducible v5 loading failure and is broadly relevant compared with the more specialized reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45071", - "right": "issue:46082", + "left": "issue:43116", + "right": "issue:44190", "accept": false, - "reason": "Different problems: type-checking regression in PretrainedConfig vs LlamaConfig validation of head_dim." + "reason": "Both are example-script failures, but they involve different scripts, datasets, and failure modes; not the same bug." }, { - "left": "issue:44222", - "right": "issue:44484", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "Both mention save_pretrained, but one is about FP8/moe serialization and the other about shard-size behavior." + "reason": "One is a dependency version bump problem; the other is leftover dummy classes breaking repo checks. Different issues." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "Tokenizer loading in v5 is unrelated to Qwen3.5 flash-attention generation failures." + "reason": "Tokenizer save-pretrained metadata mismatch vs deepspeed optimizer stepping twice; no shared code-path bug." }, { - "left": "issue:43504", - "right": "issue:47059", + "left": "issue:42831", + "right": "issue:44623", "accept": false, - "reason": "Legacy BEiT preset loading is unrelated to the CLI completion error from huggingface_hub." + "reason": "FP8 accuracy regression and processor save-pretrained missing files are unrelated." }, { - "left": "issue:43122", - "right": "issue:46209", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "Tokenization-version drift is unrelated to FP8 inference failure on B200." + "reason": "Import exposure from image_utils vs dummy class cleanup; distinct problems." }, { - "left": "issue:46614", - "right": "issue:46932", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "Stale phonemizer backend state is unrelated to Gemma4 dtype casting in quantized embedders." + "reason": "Both mention save_pretrained, but one is FP8/MoE serialization and the other is processor file output; different fixes." }, { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:44448", + "right": "issue:46132", "accept": false, - "reason": "Different code paths: torch.split return handling in a MoE indexer vs remote-code checkpoint meta initialization." + "reason": "Different output in a model pipeline vs an attention registration behavior change; not the same bug." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:42796", + "right": "issue:43723", "accept": false, - "reason": "Indexer split outputs and a docstring issue for position_ids are not the same bug." + "reason": "Tokenizer BPE-marker handling and AutoTokenizer loading are both tokenizer-related but describe different failure modes and code paths." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "Registering position_ids as a buffer is unrelated to processor.save_pretrained missing files." + "reason": "Incorrect tied-weights warning vs missing tensor-parallel plan; unrelated model-specific bugs." }, { - "left": "issue:43232", - "right": "issue:46424", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "Generation kwargs sync behavior is unrelated to cache max_cache_length handling." + "reason": "Default config initialization and non-persistent buffer junk are different initialization problems." }, { - "left": "issue:46209", - "right": "issue:46431", + "left": "issue:45245", + "right": "issue:46132", "accept": false, - "reason": "FP8 inference on B200 and missing chat-template support are unrelated." + "reason": "Category-limit runtime error vs attention registration semantics; no overlap." }, { - "left": "issue:43232", - "right": "issue:45834", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "Generation kwargs bug is unrelated to MoonshineStreaming's sliding-window off-by-one." + "reason": "Docstring correction for position_ids is not the same as a RoPE implementation discussion." }, { - "left": "issue:44190", + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save-pretrained metadata mismatch is separate from Qwen3.5 MoE from_pretrained errors." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer activation concern vs Minimax attention numerical differences; different subsystems and bugs." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and packages; not the same regression." + }, + { + "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading in the training example is unrelated to LlamaConfig head_dim validation." + "reason": "PretrainedConfig type-checking breakage and LlamaConfig head_dim validation are distinct issues." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "Sentence Transformers loading hang and zero probabilities in SigLIP2 are different symptoms and code paths." + "reason": "Tokenizer loading failure vs flash-attention generation issue; separate code paths." }, { - "left": "issue:43475", - "right": "issue:46305", + "left": "issue:44222", + "right": "issue:44484", "accept": false, - "reason": "Missing SAM3 output attribute is unrelated to MoonshineStreaming window masking." + "reason": "FP8 MoE serialization bug and a question about max_shard_size are not duplicates." }, { - "left": "issue:46305", - "right": "issue:46655", + "left": "issue:43504", + "right": "issue:47059", "accept": false, - "reason": "Both are video/streaming-related, but one is an off-by-one in masking and the other is padding calculation." + "reason": "Legacy field model-loading issue vs CLI breakage from huggingface_hub API change; unrelated." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:43122", + "right": "issue:46209", "accept": false, - "reason": "Missing ReLU in DSA indexer is not the same as torch.split return handling." + "reason": "Tokenizer version-difference report and FP8 inference failure on B200 are unrelated." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:46614", + "right": "issue:46932", "accept": false, - "reason": "FineGrainedFP8 accuracy issues and Qwen3.5 from_pretrained errors are different FP8/loader problems." + "reason": "Stale phonemizer backend state vs quantized vision/audio embedder dtype casting; different bugs." }, { - "left": "issue:46369", - "right": "issue:46909", + "left": "issue:44263", + "right": "issue:45092", "accept": false, - "reason": "Memory overflow in sam3-litetext is unrelated to a broken documentation example." + "reason": "DSA indexer torch.split behavior vs remote-code checkpoint meta-initialization incompatibility; different failures." }, { - "left": "issue:22355", - "right": "issue:27957", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "Missing transformers.onnx module import and XLMRoberta Flash Attention 2 are unrelated." + "reason": "DSA indexer split behavior and a position_ids docstring fix are unrelated." }, { - "left": "issue:42907", - "right": "issue:46050", + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "Both involve save/load quantized models, but one is dequantized Ministrals/Devstrals saving and the other is sinq round-tripping." + "reason": "Registered-buffer position_ids read error vs missing processor save_pretrained files; distinct bugs." }, { - "left": "issue:44279", - "right": "issue:46328", + "left": "issue:43232", + "right": "issue:46424", "accept": false, - "reason": "Generic dependency complaints are unrelated to SequenceFeatureExtractor.pad conversion inefficiency." + "reason": "Generation kwargs update after sync_gpus vs cache-length handling; related only broadly to generation, not the same bug." }, { - "left": "issue:43986", - "right": "issue:46726", + "left": "issue:46209", + "right": "issue:46431", "accept": false, - "reason": "Both involve AutoProcessor and missing vision dependencies, but one is a video-model crash and the other is an image-processor backend error." + "reason": "FP8 inference on B200 and missing chat template on a processor are separate issues." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:43232", + "right": "issue:45834", "accept": false, - "reason": "Checkpoint meta-initialization incompatibility is different from save_pretrained writing wrong visual-encoder keys." + "reason": "Generation bookkeeping vs OCR long-input index error; unrelated." }, { - "left": "issue:42831", - "right": "issue:44038", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "General FP8 accuracy regression is not the same as a Qwen3-VL-Moe loader bug." + "reason": "Model loading hang and zero-probability outputs are different symptoms on different models." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:44190", + "right": "issue:46082", "accept": false, - "reason": "Layernorm epsilon precision mismatch is unrelated to remote-code checkpoint meta initialization." + "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." }, { - "left": "issue:41628", - "right": "issue:43824", + "left": "issue:43475", + "right": "issue:46305", "accept": false, - "reason": "AutoImageProcessor import failure and Qwen2.5-VL model import failure are different missing-symbol issues." + "reason": "SAM3 attribute error and MoonshineStreaming off-by-one masking are different model bugs." }, { - "left": "issue:44829", - "right": "issue:46002", + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "Flash-attention-3 training degeneration is unrelated to NaNs after checkout plus init." + "reason": "Both mention DSA, but one is a split-return issue and the other is a missing ReLU; not the same concrete bug." }, { - "left": "issue:44964", - "right": "issue:47059", + "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; different code paths." + }, + { + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "Phi-4 multimodal load failure is unrelated to the CLI completion attribute regression." + "reason": "FP8 accuracy issue and Qwen3.5 MoE from_pretrained error are unrelated." } ] }, @@ -15542,16 +15576,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ "issue:22355", "issue:27957", "issue:28218", "issue:30990", - "issue:33357", "issue:39379", "issue:39401", - "issue:42371", + "issue:41628", "issue:42757", "issue:42796", "issue:42831", @@ -15562,46 +15595,58 @@ "issue:43122", "issue:43232", "issue:43408", - "issue:43540", - "issue:43576", "issue:43644", - "issue:43646", - "issue:43784", - "issue:43976", + "issue:43824", "issue:43986", + "issue:44038", "issue:44188", - "issue:44263", - "issue:44295", - "issue:44297", + "issue:44261", + "issue:44279", "issue:44327", "issue:44373", "issue:44483", "issue:44568", - "issue:44945", + "issue:44829", "issue:44964", + "issue:45092", "issue:45278", + "issue:45357", "issue:45381", "issue:45406", "issue:45593", "issue:45753", "issue:46002", + "issue:46050", "issue:46172", "issue:46305", + "issue:46328", "issue:46369", "issue:46402", + "issue:46726", "issue:46909", "issue:47059", "issue:47217" ], "soft_pairs": [ + "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:44964|issue:47059", + "issue:44829|issue:46002", "issue:45381|issue:46305", "issue:44483|issue:45406", - "issue:42831|issue:45753", "issue:43408|issue:46402", - "issue:22355|issue:28218", + "issue:42831|issue:45753", "issue:39379|issue:46172", - "issue:43644|issue:46305", + "issue:22355|issue:28218", "issue:44188|issue:44373", + "issue:43644|issue:46305", "issue:44327|issue:47059", "issue:43986|issue:47217", "issue:39401|issue:44568", @@ -15612,213 +15657,216 @@ "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" + "issue:45381|issue:46909" ], - "prepared_review_unit_hash": "86d4e0c94545902a55e0c95ad34e57b9660bbab7da266c14c460213790c67049", + "prepared_review_unit_hash": "0f02df327c562f6e5ce423c7ebdc1e79c11293b808de538ac5bbe67db804a269", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35506, - "estimated_input_tokens": 8877, - "estimated_eval_tokens": 18010 + "soft_pair_count": 30, + "serialized_chars": 36345, + "estimated_input_tokens": 9087, + "estimated_eval_tokens": 18430 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issue reports. The soft-similarity pairs are superficial and usually just share a broad subsystem or version-regression theme, not the same underlying bug/change, so none should be merged as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "No single issue is a credible canonical: the set spans unrelated bugs across tokenization, multimodal loading, CLI, quantization, generation, and packaging/import regressions.", + "summary": "The set is heterogeneous; I found no strong duplicate pairs. Most soft links are only topical similarity, not the same concrete bug or code path.", + "confidence": 0.24, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set, covering multiple import regressions after the version jump, so it is the best representative issue if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "No item cleanly subsumes the cluster; 45278 is the broadest version-regression report, but it still does not represent the heterogeneous set well.", + "best_issue_reason": "issue:45278 is the most general user-facing regression report among these issues and the closest thing to a cluster anchor, even though the set does not form a true duplicate group.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45381", - "right": "issue:46305", + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "Different problems: SAM3-LiteText memory overflow vs a broken DIA docs example." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Import error for transformers.onnx is unrelated to XLM-R Flash Attention 2 behavior." + }, + { + "left": "issue:42907", + "right": "issue:46050", "accept": false, - "reason": "Both are vision/video-positioning bugs, but they affect different models and different code paths (vision_position_ids vs sliding_window_mask_function)." + "reason": "Both involve saving quantized models, but they are different failures on different model paths." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both mention missing vision backends, but one is a video-model AutoProcessor crash and the other is an unrecognized image processor error." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Dependency trouble is not the same bug as a SequenceFeatureExtractor.pad performance issue." + }, + { + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "A chat-completions API crash and a Gemma4Processor attribute error are unrelated failure modes." + "reason": "Both are multimodal regressions, but they target different models and different save/init paths." }, { "left": "issue:42831", - "right": "issue:45753", + "right": "issue:44038", + "accept": false, + "reason": "FP8 accuracy problems and Qwen3-VL-Moe bugs are not the same code-path issue." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "A q_a_layernorm epsilon precision issue is unrelated to remote-code meta-initialization incompatibility." + }, + { + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "FineGrainedFP8 accuracy drift is unrelated to a Qwen3_5 image infinite-loop bug." + "reason": "These are separate missing-import errors for different symbols." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Model loading failure and a CLI incompatibility with huggingface_hub are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Degenerate training under flash_attention_3 is not the same as NaNs in classification heads after checkout/init." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Different subsystems: Qwen2.5-VL video position IDs vs MoonshineStreaming mask off-by-one." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "API request rejection is unrelated to a Gemma4Processor attribute crash in transformers serve." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "Same SAM3 family, but one is a model-type warning and the other is missing text-encoder weights; not the same bug." + "reason": "A model-type warning for sam3_video vs sam3_tracker is not the same as missing text-encoder weights." }, { - "left": "issue:22355", - "right": "issue:28218", + "left": "issue:42831", + "right": "issue:45753", "accept": false, - "reason": "Missing transformers.onnx and tokenizer spacing after added tokens are unrelated." + "reason": "FP8 accuracy regressions and an infinite-loop bug on one image are different failures." }, { "left": "issue:39379", "right": "issue:46172", "accept": false, - "reason": "mllama mask handling and a deepseek-v4 transpose bug are different model-specific code paths." + "reason": "MLLA mask handling and a deepseek-v4 dtype/transpose bug do not share the same code path." }, { - "left": "issue:43644", - "right": "issue:46305", + "left": "issue:22355", + "right": "issue:28218", "accept": false, - "reason": "Non-persistent buffer initialization junk and a streaming mask off-by-one are not the same defect." + "reason": "transformers.onnx import failure is unrelated to tokenizer spacing after added tokens." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "torch.compile attention-kernel divergence is unrelated to a wrong docstring for position_ids." + "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring typo." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer initialization junk and streaming mask off-by-one are different bugs." }, { "left": "issue:44327", "right": "issue:47059", "accept": false, - "reason": "QA decode_spans top_k bounds crash and a CLI completion attribute error are unrelated." + "reason": "QA top-k span decoding crash and a CLI completion attribute error are unrelated." }, { "left": "issue:43986", "right": "issue:47217", "accept": false, - "reason": "Missing torchvision for AutoProcessor is a dependency issue; image-placeholder handling is a separate VL input bug." + "reason": "Missing torchvision crash is not the same as handling an image placeholder inside user text." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Both concern tokenization behavior, but one is offset_mapping correctness and the other is add_special_tokens/BOS-EOS insertion." + "reason": "Wrong offset mapping and missing BOS/EOS insertion are different tokenizer regressions." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Both are import/regression reports, but one is a specific missing symbol from huggingface_hub and the other is broad post-upgrade import breakage." + "reason": "A specific missing huggingface_hub import is only one possible symptom of a broader import-regression report, not the same concrete bug." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline tokenizer cache loading and quantized-model saving are unrelated." + "reason": "Offline cache loading failure and quantized model saving failure are separate issues." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache resolution and wrong tokenizer decoder type are different issues." + "reason": "Tokenizer cache loading offline is unrelated to the wrong decoder type in Transformers v5." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Flash Attention 2 on XLMRoberta and Sentence-Transformers loading hangs are unrelated." + "reason": "Flash Attention 2 on XLM-R and Sentence Transformers getting stuck loading are different problems." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Tokenizer BPE-marker handling and version-to-version tokenization changes are not the same concrete bug." + "reason": "A specific BPE-marker bug in Ministral tokenizer is not the same as broader tokenization drift across versions." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "Both involve SAM3, but a model-type warning and a memory overflow are distinct problems." + "reason": "sam3 model-type warning and SAM3-LiteText memory overflow are different failures." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwarg handling after sync_gpus and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Generation kwarg handling after sync_gpus is unrelated to D-FINE auxiliary-loss behavior." }, { "left": "issue:45381", "right": "issue:46909", "accept": false, - "reason": "Qwen2.5-VL video position IDs and a DIA doc example are not the same bug." - }, - { - "left": "issue:43540", - "right": "issue:46909", - "accept": false, - "reason": "Qwen3OmniMoe video ValueError and a broken documentation example do not match." - }, - { - "left": "issue:43646", - "right": "issue:46002", - "accept": false, - "reason": "Custom model initialization breakage and NaNs in classification heads are different symptoms and likely different causes." - }, - { - "left": "issue:44295", - "right": "issue:44297", - "accept": false, - "reason": "A buffer-registration read error and tokenizer.save_pretrained class metadata mismatch are unrelated." - }, - { - "left": "issue:42907", - "right": "issue:44945", - "accept": false, - "reason": "Quantized model saving failure and incorrect pipeline-parallel output are different code paths." - }, - { - "left": "issue:43576", - "right": "issue:43784", - "accept": false, - "reason": "The transformers env command and a sentence-transformers import NameError are unrelated." - }, - { - "left": "issue:30990", - "right": "issue:33357", - "accept": false, - "reason": "Loading hang in Sentence-Transformers and a MacOS bus error in CLIP are not the same bug." - }, - { - "left": "issue:42907", - "right": "issue:44964", - "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and loading Phi-4 multimodal are separate issues." - }, - { - "left": "issue:43976", - "right": "issue:44945", - "accept": false, - "reason": "Python version compatibility and pipeline-parallel generation correctness are unrelated." - }, - { - "left": "issue:42371", - "right": "issue:44263", - "accept": false, - "reason": "TF32 API guidance and a torch.split return-value issue are unrelated." + "reason": "Qwen2.5-VL video position IDs and a DIA documentation example are unrelated." } ] }, @@ -15840,297 +15888,296 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ "issue:22355", - "issue:29127", "issue:29159", - "issue:36296", + "issue:30990", + "issue:33357", "issue:39401", "issue:41628", - "issue:42175", - "issue:42757", + "issue:42371", "issue:42907", - "issue:43116", "issue:43122", - "issue:43278", "issue:43329", "issue:43408", "issue:43452", "issue:43475", + "issue:43540", + "issue:43576", + "issue:43646", "issue:43756", "issue:43784", - "issue:43824", "issue:43937", + "issue:43976", "issue:44038", "issue:44060", "issue:44117", "issue:44222", + "issue:44263", "issue:44295", "issue:44297", - "issue:44351", "issue:44360", "issue:44485", "issue:44488", "issue:44521", "issue:44625", "issue:44704", - "issue:44779", "issue:44829", - "issue:44938", "issue:44945", - "issue:45200", + "issue:44964", "issue:45216", "issue:45278", "issue:45290", "issue:45478", "issue:45600", + "issue:46002", "issue:46172", "issue:46326", - "issue:46614", "issue:46762", + "issue:46909", "issue:47059" ], "soft_pairs": [ + "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", "issue:41628|issue:45278", "issue:43784|issue:45600", "issue:43756|issue:44060", "issue:42907|issue:43937", - "issue:44117|issue:44704", "issue:43329|issue:47059", + "issue:44117|issue:44704", "issue:39401|issue:44488", - "issue:44625|issue:44829", "issue:39401|issue:44521", + "issue:44625|issue:44829", "issue:44360|issue:44485", - "issue:44704|issue:45290", "issue:46172|issue:46762", + "issue:44704|issue:45290", "issue:44038|issue:44297", "issue:43122|issue:46326", "issue:43122|issue:44521", - "issue:43408|issue:43475", "issue:44038|issue:44295", + "issue:43408|issue:43475", "issue:42907|issue:43452", "issue:22355|issue:29159", "issue:44038|issue:44222", - "issue:45216|issue:45478", - "issue:43824|issue:44351", - "issue:43122|issue:44779", - "issue:43116|issue:45200", - "issue:39401|issue:46614", - "issue:42757|issue:44351", - "issue:36296|issue:43116", - "issue:22355|issue:29127", - "issue:43278|issue:44945", - "issue:42175|issue:44938" + "issue:45216|issue:45478" ], - "prepared_review_unit_hash": "b4539c1734dc6f8fe6aafcce2988843898330e31e9402b6dd2d38c51e9548f54", + "prepared_review_unit_hash": "9382f5fb4d482c26ac383a9b0a778e84727d1dc89acf443eeed241bbfcabe726", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36551, - "estimated_input_tokens": 9138, - "estimated_eval_tokens": 18532 + "serialized_chars": 35734, + "estimated_input_tokens": 8934, + "estimated_eval_tokens": 18124 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a collection of unrelated Transformers issues spanning imports, tokenizers, multimodal chat templates, model-specific regressions, and save/load edge cases. None of the suggested soft pairs look like the same concrete bug or fix path, so they should stay separate.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 45278 is the broadest and most umbrella-like report in the set, centered on widespread import regressions after a version upgrade, making it the closest thing to a canonical issue if one must be chosen.", + "summary": "This cluster is heterogeneous: most items are unrelated Transformers bugs/regressions around tokenization, model loading, multimodal processors, and save/load behavior. None of the soft-linked pairs look like the same concrete bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the strongest standalone report here: it is open, has multiple references, and describes a specific, reproducible multimodal assistant-mask bug with clear impact.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:43540", + "right": "issue:46909", "accept": false, - "reason": "Both mention import failures, but one is a specific missing symbol and the other is a broad upgrade-wide import regression; not the same bug path." + "reason": "Different subsystems and failure modes: Qwen3Omni video processing vs a broken DIA documentation example." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:43646", + "right": "issue:46002", "accept": false, - "reason": "Different failures in different packages/components: sentence-transformers import NameError vs a CI break from removed SAM config references." + "reason": "One is a 5.0 custom model initialization regression; the other is NaNs in classification heads after checkout/init." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "Both are model-family-specific regression reports, but they concern unrelated internals: RoPE layer selection vs tied-weights warnings." + "reason": "Unrelated bugs: buffer access for position_ids vs tokenizer_config class mismatch on save_pretrained." }, { "left": "issue:42907", - "right": "issue:43937", + "right": "issue:44945", "accept": false, - "reason": "Separate model-specific save/load issues; dequantized save failure is not the same as GenerationConfig validation for GLM-5." + "reason": "Different code paths: dequantized model saving vs incorrect output under pipeline parallelism." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "One is TOKENIZER_MAPPING_NAMES returning None, the other is AutoProcessor failing to pass kwargs to cached_file; different code paths." + "reason": "CLI command breakage vs an import-time NameError in sentence-transformers integration." }, { - "left": "issue:43329", - "right": "issue:47059", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "Unrelated subsystems: multimodal token counting in video processors vs CLI test failure from a huggingface_hub API change." + "reason": "Both mention loading problems, but one is Sentence-Transformers hanging and the other is a MacOS bus error in a CLIP model load." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:42907", + "right": "issue:44964", "accept": false, - "reason": "Qwen3 tokenizer offset mapping bug and a model-loading issue for cjvt/sleng-bert are not the same underlying problem." + "reason": "Saving dequantized weights is not the same bug as failing to load a multimodal Phi-4 model." }, { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "Different model behaviors: config propagation for Qwen3.5 labels vs degenerate training under flash_attention_3." + "reason": "Python version compatibility regression is unrelated to incorrect outputs from pipeline parallelism." }, { - "left": "issue:39401", - "right": "issue:44521", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "Both are tokenizer-related, but offset_mapping and assistant_mask generation are distinct behaviors and code paths." + "reason": "TF32 API guidance and a torch.split return-value issue are different problems." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "Completely unrelated: DSA indexer discussion versus GLM-5 RoPE implementation." + "reason": "General import errors after upgrade are too broad; the specific missing AutoImageProcessor import is a different concrete failure." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "AutoProcessor cached_file kwargs handling is unrelated to chat-template crashes with tool-call assistant messages." + "reason": "Importing sentence-transformers failing with nn undefined is unrelated to auto_mappings referencing removed Sam3LiteText configs." }, { - "left": "issue:46172", - "right": "issue:46762", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "Both mention numerical behavior, but they are different models and different attention implementations; not one fixable bug." + "reason": "Different model implementation bugs: Smollm3 RoPE layer dropping vs Qwen3-Next tied-weights warning." }, { - "left": "issue:44038", - "right": "issue:44297", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "A Qwen3-VL-Moe import/regression issue and a tokenizer save_pretrained metadata mismatch are separate problems." + "reason": "Save-pretrained failure for one model family vs invalid GenerationConfig for GLM-5." }, { - "left": "issue:43122", - "right": "issue:46326", + "left": "issue:43329", + "right": "issue:47059", "accept": false, - "reason": "Both are tokenizer regressions, but one is a version-wide tokenization change and the other is a continue_final_message bug for mistral_common tokenizers." + "reason": "Undefined multimodal token helper usage is unrelated to a CLI completion attribute error from huggingface_hub." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Version-to-version tokenization differences do not match a multimodal chat_template assistant_mask bug." + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not passing kwargs to cached_file are distinct API bugs." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "Same product family, but the symptoms differ: model-type warning vs missing output attribute." + "reason": "Wrong offset_mapping in Qwen3 tokenizer is unrelated to failing to load a specific BERT model." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:39401", + "right": "issue:44521", "accept": false, - "reason": "Different bugs entirely: Qwen3-VL-Moe import behavior versus position_ids buffer access." + "reason": "Tokenizer offset mapping and all-zero assistant masks in multimodal chat templates are different symptoms and code paths." }, { - "left": "issue:42907", - "right": "issue:43452", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals is unrelated to gguf_file breaking tokenizer/model loading." + "reason": "num_labels propagation in Qwen3.5 is unrelated to flash_attention_3 causing degenerate training." }, { - "left": "issue:22355", - "right": "issue:29159", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "No real overlap: missing transformers.onnx module vs slow/fast tokenizer inconsistency." + "reason": "A missing ReLU in the DSA indexer is not the same as a RoPE implementation discussion for GLM-5." }, { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:46172", + "right": "issue:46762", "accept": false, - "reason": "Different features and failure modes: Qwen3-VL-Moe regression vs FP8 save_pretrained for MoE." + "reason": "Different attention/math issues in different models; not the same underlying numerical bug." }, { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Both involve Qwen3.5 and version 5.4.0+, but one is save_pretrained checkpoint corruption and the other is from_pretrained load failure; not the same concrete bug." + "reason": "Passing kwargs to cached_file is unrelated to apply_chat_template crashing on tool-call assistant messages." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:44038", + "right": "issue:44297", "accept": false, - "reason": "Both are missing imports, but they are different exported symbols and likely different export/release issues." + "reason": "Qwen3-VL-Moe loading issues are unrelated to tokenizer_class mismatch on save_pretrained." }, { "left": "issue:43122", - "right": "issue:44779", + "right": "issue:46326", "accept": false, - "reason": "Different tokenizer regressions for different model families; no shared code path or fix." + "reason": "Version-to-version tokenization differences are not the same as continue_final_message behavior for mistral_common tokenizers." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:43122", + "right": "issue:44521", "accept": false, - "reason": "Example-script multi-label output bug and Gemma 4 mm_token_type_ids defaulting are unrelated." + "reason": "General tokenization drift across versions is unrelated to assistant_mask generation for multimodal inputs." }, { - "left": "issue:39401", - "right": "issue:46614", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "Both are tokenizer-related, but offset mapping and stale phonemizer backend state are separate bugs." + "reason": "These are different bugs: Qwen3-VL-Moe loading vs position_ids buffer access." }, { - "left": "issue:42757", - "right": "issue:44351", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Different import errors from different packages; no common underlying change to merge." + "reason": "Both are SAM3 video-related, but one is a model-type warning and the other is a missing attribute on encoder output; not the same bug." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "Tensor-parallel training bug and multi-label classification example output are unrelated." + "reason": "Dequantized model saving and gguf_file loading failures affect different APIs and failure paths." }, { "left": "issue:22355", - "right": "issue:29127", + "right": "issue:29159", "accept": false, - "reason": "Missing module import and layoutlmv3 error-message clarity are unrelated issues." + "reason": "ONNX module import failure is unrelated to slow vs fast tokenizer inconsistency." }, { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "Different distributed/eval behaviors: dtype drift in evaluate vs incorrect output under pipeline parallelism." + "reason": "Different Qwen/moe issues: model loading regression vs FP8 save_pretrained behavior." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "Backend packaging/dependency selection issue versus Python 3.14 load failure; not the same bug." + "reason": "Related model family, but save_pretrained producing a bad checkpoint and from_pretrained failing are different concrete problems and should not be merged without stronger evidence." } ] }, @@ -16152,38 +16199,44 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ - "issue:28348", + "issue:22355", + "issue:29127", + "issue:36296", "issue:38617", "issue:39379", + "issue:39401", + "issue:42175", "issue:42371", "issue:42673", + "issue:42757", "issue:42898", "issue:43066", "issue:43116", + "issue:43122", "issue:43232", + "issue:43278", "issue:43493", "issue:43611", - "issue:43618", - "issue:43825", + "issue:43824", "issue:43874", "issue:43937", "issue:43976", - "issue:43992", "issue:44038", - "issue:44075", "issue:44188", + "issue:44351", "issue:44355", "issue:44483", "issue:44485", "issue:44610", "issue:44625", - "issue:44704", "issue:44779", - "issue:44936", + "issue:44938", + "issue:44945", "issue:45072", "issue:45083", + "issue:45200", "issue:45278", "issue:45357", "issue:45446", @@ -16193,17 +16246,20 @@ "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:43824|issue:44351", + "issue:43122|issue:44779", + "issue:43116|issue:45200", + "issue:39401|issue:46614", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:22355|issue:29127", + "issue:43278|issue:44945", + "issue:42175|issue:44938", "issue:39379|issue:43232", "issue:43493|issue:45753", "issue:44188|issue:46328", @@ -16216,219 +16272,199 @@ "issue:44038|issue:45478", "issue:43611|issue:46002", "issue:43066|issue:44779", - "issue:45357|issue:45478", "issue:44355|issue:46231", - "issue:42673|issue:45072", + "issue:45357|issue:45478", "issue:44625|issue:46002", + "issue:42673|issue:45072", "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" + "issue:42371|issue:43874" ], - "prepared_review_unit_hash": "d0057f2f9fcb63c22c4c2c7c611c17ace5ba0b8a3215e3ecaa7f200cca2f1b7b", + "prepared_review_unit_hash": "9909a566cfc925fa94f96edd08e98ea635f8a2b5b693b347b34ccb0a06973f5b", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35746, - "estimated_input_tokens": 8937, - "estimated_eval_tokens": 18130 + "soft_pair_count": 29, + "serialized_chars": 35976, + "estimated_input_tokens": 8994, + "estimated_eval_tokens": 18244 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated Transformers regressions across different models, APIs, and failure modes. I did not find any soft pair that clearly describes the same concrete bug; the closest matches are still too broad or too model-specific to merge confidently. The broad import-regression report is the best umbrella issue in this set.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 45278 is the broadest, most representative regression report here: it captures a general upgrade-induced import-error class rather than a narrow model-specific symptom.", + "summary": "The soft-similarity pairs are mostly broad thematic overlaps rather than true duplicates. I would reject all of them: they mention related areas like imports, tokenizers, or Qwen models, but each pair points to a different concrete failure mode or code path.", + "confidence": 0.9, + "canonical_issue_reason": "issue:44779 is the clearest standalone bug report in the set: it is a specific, user-visible tokenizer regression with a version boundary and concrete failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the best global representative because it is the most umbrella-like regression report and could absorb multiple import-related follow-ups.", + "best_issue_reason": "issue:44779 is the best representative issue overall because it is narrowly scoped, reproducible, and describes a concrete regression better than the more generic import/error reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different root causes; not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both concern tokenizer regressions in v5, but they involve different tokenizer families and different failure modes." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "One is an example-script classification output issue; the other is a Gemma multimodal config/field default issue." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Both are tokenizer-related, but one is offset mapping and the other is phonemizer backend state; different code paths." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Same surface symptom category, but different packages and missing imports; no shared underlying change is evident." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training and multi-label classification example output are unrelated failures." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "These are unrelated: an import failure for transformers.onnx versus a LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Different bugs: dtype drift between train/eval versus incorrect output under pipeline parallelism." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "One is install-time backend packaging, the other is Python 3.14 load failure; not the same problem." + }, { "left": "issue:39379", "right": "issue:43232", "accept": false, - "reason": "Different code paths: mllama mask handling vs generation kwargs after sync_gpus." + "reason": "Different model areas and different generation/mask behaviors; no concrete overlap." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Unrelated model bugs: SigLIP2 HF/JAX discrepancy vs Qwen3_5 infinite-loop on a specific image." + "reason": "Different model families and failure modes: SigLIP2 implementation mismatch versus Qwen3_5 infinite loop." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "One is attention-kernel divergence under torch.compile; the other is a feature-extractor performance issue." + "reason": "Attention-kernel divergence and array-to-list padding inefficiency are unrelated." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "Doc parameter-name mismatch is not the same as import-time diagnostic output from auto_docstring." + "reason": "Docs parameter mismatch versus import-time doc-lint logging; different fixes and code paths." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Both mention GLM-5, but one is invalid GenerationConfig and the other is RoPE implementation; different bugs." + "reason": "Same model family, but one is invalid GenerationConfig handling and the other is RoPE implementation discussion; not the same bug." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Tokenization cleanup behavior in v5 is unrelated to stale phonemizer backend state." + "reason": "Tokenizer cleanup behavior in v5 is unrelated to stale phonemizer language backend state." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "45278 is a broad import-error umbrella; 38617 is a specific missing symbol. Related, but not clearly the same bug." + "reason": "A single missing import symbol is not the same as a broad post-upgrade import-breakage report." }, { "left": "issue:44483", "right": "issue:47217", "accept": false, - "reason": "API request rejection vs VL image-placeholder parsing failure are different problems." + "reason": "An API request validation problem is unrelated to VL image placeholder handling." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python-version compatibility issue vs PyTorch version gate for AuxRequest import." + "reason": "Different version-check bugs in different subsystems; no common code-path issue." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Same family name, but different failures: Qwen3-VL-Moe bug vs Qwen3.5 Moe from_pretrained error." + "reason": "Both mention Qwen3 MoE variants, but the titles point to different model variants and different loading failures; too broad to merge." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Model-loading base_model_prefix regression is unrelated to NaNs in classification-head init." + "reason": "Model-loading prefix handling and NaNs in classification heads are unrelated." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Tokenizer decoder-type regression may be related in theme, but the Deepseek issue is only a generic v5 incorrect-results report." - }, - { - "left": "issue:45357", - "right": "issue:45478", - "accept": false, - "reason": "save_pretrained key regression and from_pretrained loading error are opposite directions and not the same concrete bug." + "reason": "A decoder-type change and a Deepseek tokenizer regression are different tokenizer issues, not the same bug." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python file errors and set_training doc mismatch are unrelated." - }, - { - "left": "issue:42673", - "right": "issue:45072", - "accept": false, - "reason": "VRAM leak in threaded Qwen3 inference vs dtype mismatch in bfloat16 CI are different issues." - }, - { - "left": "issue:44625", - "right": "issue:46002", - "accept": false, - "reason": "num_labels propagation bug is unrelated to NaNs on checkout/init." + "reason": "Compiled Python file errors and documentation parameter mismatch are unrelated." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:45357", + "right": "issue:45478", "accept": false, - "reason": "Example-script multi-label output bug is unrelated to SigLIP2 implementation discrepancy." + "reason": "Both involve Qwen3.5 loading/saving, but one is save_pretrained key layout and the other is from_pretrained loading; not the same concrete defect." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Different subsystems: feature-length helper behavior vs flex_attention import version check." + "reason": "Feature-extractor length computation and a PyTorch version check in flex_attention are unrelated." }, { "left": "issue:44610", "right": "issue:46909", "accept": false, - "reason": "Processor input-size mismatch and broken documentation example are not the same bug." + "reason": "Processor input-size mismatch and a broken documentation example are different types of issues." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API guidance and missing image-patch method are unrelated." - }, - { - "left": "issue:44075", - "right": "issue:44936", - "accept": false, - "reason": "SGD args ignored is a training optimizer bug, not the same as evaluate-after-train failure." - }, - { - "left": "issue:43618", - "right": "issue:46829", - "accept": false, - "reason": "Both are output-field assignment issues, but in different models and code paths." - }, - { - "left": "issue:46726", - "right": "issue:46981", - "accept": false, - "reason": "Both involve AutoProcessor.from_pretrained, but one is missing-vision-backend messaging and the other is retry behavior on HTTP 429." - }, - { - "left": "issue:46328", - "right": "issue:47116", - "accept": false, - "reason": "FeatureExtractor.pad performance inefficiency is unrelated to streaming pipeline regression." - }, - { - "left": "issue:28348", - "right": "issue:46640", - "accept": false, - "reason": "FlashAttention 2 support request for GPT2LMHeadModel is not the same as a generic Flash Attention 2 issue." - }, - { - "left": "issue:43992", - "right": "issue:44704", - "accept": false, - "reason": "Missing embed_tokens.weight during loading is unrelated to AutoProcessor not forwarding kwargs to cached_file." - }, - { - "left": "issue:43066", - "right": "issue:46710", - "accept": false, - "reason": "Tokenizer decoder-type regression and DeepSeek accuracy regression are different symptoms with no concrete shared code path shown." - }, - { - "left": "issue:43116", - "right": "issue:43825", - "accept": false, - "reason": "Example-script multi-label output bug is unrelated to a pipeline error message about translation tasks." + "reason": "TF32 settings guidance and a missing image-processor method are unrelated." } ] }, @@ -16450,8 +16486,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ + "issue:28348", "issue:33453", "issue:39379", "issue:39401", @@ -16459,31 +16496,28 @@ "issue:42673", "issue:42796", "issue:43064", + "issue:43066", + "issue:43116", "issue:43441", - "issue:43450", + "issue:43618", "issue:43673", "issue:43688", "issue:43824", + "issue:43825", "issue:43827", "issue:43937", - "issue:43986", + "issue:43992", + "issue:44075", "issue:44117", "issue:44263", "issue:44291", "issue:44380", - "issue:44410", "issue:44466", "issue:44704", - "issue:44779", - "issue:44829", - "issue:44977", + "issue:44936", "issue:44995", "issue:45071", - "issue:45081", "issue:45092", - "issue:45216", - "issue:45310", - "issue:45341", "issue:45405", "issue:45446", "issue:45563", @@ -16491,256 +16525,244 @@ "issue:46002", "issue:46077", "issue:46328", - "issue:46512", + "issue:46640", "issue:46697", + "issue:46710", + "issue:46726", "issue:46752", "issue:46762", + "issue:46829", "issue:46897", "issue:46981", "issue:47000", - "issue:47059", - "issue:47110" + "issue:47116" ], "soft_pairs": [ + "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", "issue:43827|issue:45446", - "issue:42673|issue:42796", "issue:33453|issue:39401", "issue:45092|issue:46762", - "issue:44995|issue:46697", + "issue:42673|issue:42796", "issue:44263|issue:46762", + "issue:44995|issue:46697", "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:43937|issue:45563", "issue:42222|issue:47000", + "issue:45405|issue:45446", + "issue:44380|issue:46077", + "issue:42222|issue:43441", "issue:44117|issue:45588", "issue:44291|issue:45071", "issue:42222|issue:46752", "issue:44466|issue:46002", - "issue:39379|issue:46897", - "issue:44410|issue:45310", - "issue:43937|issue:44977", - "issue:39401|issue:44779", - "issue:44829|issue:45216", - "issue:45071|issue:46512", - "issue:45071|issue:47059", - "issue:44704|issue:47110", - "issue:45341|issue:46328", - "issue:43450|issue:43986", - "issue:44117|issue:45081" + "issue:39379|issue:46897" ], - "prepared_review_unit_hash": "4e78716cbc9ea7e13663edd64a5baea5afb948b218a2cf821007c2e6933aa49d", + "prepared_review_unit_hash": "dac98093ba321092db3de3fe178827ff962b30a3fadad91a1e4fbd33e08a1dd1", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36751, - "estimated_input_tokens": 9188, - "estimated_eval_tokens": 18632 + "soft_pair_count": 28, + "serialized_chars": 35903, + "estimated_input_tokens": 8976, + "estimated_eval_tokens": 18208 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a noisy, heterogeneous cluster of Transformers issues. The soft pairs mostly share broad keywords (tokenizer, loading, v5, video, flash-attn) but describe different code paths and different failures, so none look like true duplicates.", - "confidence": 0.34, - "canonical_issue_reason": "Issue 45071 is the broadest upstream regression in the set (core v5 config/type-checking), so it is the best umbrella anchor for a mixed cluster, even though most other issues are model- or subsystem-specific.", + "summary": "This set is not a true duplicate cluster: it spans unrelated tokenizer, attention, training, processor, and docs regressions. None of the proposed soft pairs look like the same underlying bug/change.", + "confidence": 0.93, + "canonical_issue_reason": "No strong canonical issue exists because the items are heterogeneous; if forced to pick a broad representative, issue:46640 is the most generic flash-attention-related ticket, but it does not cover the rest.", "canonical_pr_reason": null, - "best_issue_reason": "45071 is the strongest general-purpose representative of the cluster\u2019s v5 regression theme, but it should not absorb the more specific bugs here.", + "best_issue_reason": "issue:46640 is the broadest umbrella title in the set, but only for a narrow flash-attention subset, so it is not a good global duplicate anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43827", - "right": "issue:45446", + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer arg handling vs trainer lifecycle failure; different code paths and symptoms." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-field regressions, but in different model heads and different tensors; not the same bug." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Missing vision backend error vs repeated 429 retries during config fetch; unrelated processor/network issues." + }, + { + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "Padding inefficiency in feature extraction vs streaming pipeline regression; no shared underlying defect." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Feature request to add GPT-2 flash-attn support vs a generic flash-attn issue; not the same concrete change." + }, + { + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "Docs referencing removed pipeline() and a PyTorch version check bug in flex_attention are unrelated code paths." + "reason": "Model weight loading bug vs AutoProcessor kwargs forwarding; different components." }, { - "left": "issue:42673", - "right": "issue:42796", + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regression vs model accuracy regression after upgrade; too broad and not one bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example script classification output bug vs pipeline v5 error-message bug; unrelated." + }, + { + "left": "issue:43827", + "right": "issue:45446", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM threading vs tokenizer BPE-marker handling; different layers and symptoms." + "reason": "Docs still reference removed pipeline API vs PyTorch version check in flex_attention; different areas." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Both are tokenizer regressions, but one is loading regression and the other is wrong offset_mapping for Qwen3." + "reason": "Both concern tokenizers, but one is a generic loading regression and the other is a model-specific offset_mapping bug." }, { "left": "issue:45092", "right": "issue:46762", "accept": false, - "reason": "Remote-code/meta-init incompatibility is unrelated to Minimax MSA numerical differences." + "reason": "Meta-init incompatibility for remote-code checkpoints vs numerical differences in a different attention implementation." }, { - "left": "issue:44995", - "right": "issue:46697", + "left": "issue:42673", + "right": "issue:42796", "accept": false, - "reason": "GlmMoeDsa second-forward crash and Swin2SR image padding are different components and bugs." + "reason": "VRAM leak in threaded causal LM use vs tokenizer BPE-marker handling; unrelated." }, { "left": "issue:44263", "right": "issue:46762", "accept": false, - "reason": "torch.split return-value handling in GlmMoeDsaIndexer is not the same bug as Minimax attention numerics." + "reason": "torch.split indexing bug vs attention numerical mismatch; different failures." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "Stale indexer cache on second forward pass vs image over-padding; no shared code path." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Cache missing during generation and a padding performance issue are unrelated." + "reason": "Generation cache regression vs feature extractor padding inefficiency; unrelated." }, { "left": "issue:43824", "right": "issue:46981", "accept": false, - "reason": "Missing Qwen2_5_VL import and repeated 429 retries in AutoProcessor are separate failures." + "reason": "ImportError for a missing model class vs repeated HTTP 429 retry behavior; different subsystems." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Optimizer state corruption with FSDP2/PEFT is unrelated to chunked_prefill cache handling." + "reason": "Distributed optimizer-state corruption vs generation cache missing; not the same bug." }, { "left": "issue:39379", "right": "issue:43688", "accept": false, - "reason": "mllama mask handling and auxiliary-loss normalization are different model bugs." + "reason": "Mllama mask handling vs MoE auxiliary-loss normalization; distinct model-specific issues." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig vs stale warning about num_return_sequences; different generation-layer problems." }, { "left": "issue:42222", - "right": "issue:43441", + "right": "issue:47000", "accept": false, - "reason": "Vitpose breakage and Ministral FlashAttention failure are unrelated model-specific regressions." + "reason": "VitPose model breakage vs RTDetr loss infeasibility; unrelated model families." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "A dependency version bump issue is not the same as a flex_attention version-check bug." + "reason": "Dependency version bump issue vs flex_attention import version check; different concerns." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "GPT2 attention scaling under SDPA/FlashAttention and Gemma4 bidirectional-mask construction are distinct attention bugs." - }, - { - "left": "issue:43937", - "right": "issue:45563", - "accept": false, - "reason": "Invalid GenerationConfig and a stale num_return_sequences warning are separate generation issues." + "reason": "GPT-2 attention scaling ignored under SDPA/FlashAttention vs Gemma4 bidirectional mask construction; both attention-related but not the same bug." }, { "left": "issue:42222", - "right": "issue:46752", + "right": "issue:43441", "accept": false, - "reason": "Vitpose model breakage is unrelated to empty-list handling in apply_chat_template." + "reason": "VitPose breakage vs Ministral flash-attention failure; unrelated models and failure modes." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping lookup bug and flash_attention.py crashing on s_aux=None are different subsystems." + "reason": "Tokenizer mapping None handling vs flash_attention.py sink-less-model AttributeError; unrelated." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Meta-initialization TypeError and PretrainedConfig type-checking regression are related only at a very high level, not the same bug." + "reason": "init_empty_weights constructor argument bug vs PretrainedConfig type-checking regression; both v5-related but distinct." }, { "left": "issue:42222", "right": "issue:46752", "accept": false, - "reason": "Model import/breakage reports are not the same as chat-template empty-input crashes." + "reason": "VitPose model breakage vs empty-list chat template crash; unrelated." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "lm_head serialization inconsistency and NaNs after checkout/init are different correctness issues." + "reason": "State serialization/tied-weights inconsistency vs NaNs in classification heads; different symptoms and likely causes." }, { "left": "issue:39379", "right": "issue:46897", "accept": false, - "reason": "mllama mask logic and Florence2 double-shift training loss are unrelated model bugs." - }, - { - "left": "issue:44410", - "right": "issue:45310", - "accept": false, - "reason": "Missing projections in qwen3next layer 0 and Qwen3.5 MoE from_pretrained failure are different failure modes." - }, - { - "left": "issue:43937", - "right": "issue:44977", - "accept": false, - "reason": "GenerationConfig validation and Qwen3.5 flash-attention generation failures are not the same code-path bug." - }, - { - "left": "issue:39401", - "right": "issue:44779", - "accept": false, - "reason": "Two tokenizer bugs for different model families; no evidence they share the same underlying defect." - }, - { - "left": "issue:44829", - "right": "issue:45216", - "accept": false, - "reason": "Degenerate training under flash_attention_3 and incorrect checkpoint saving are separate issues." - }, - { - "left": "issue:45071", - "right": "issue:46512", - "accept": false, - "reason": "PretrainedConfig type checking and stale config.dtype after from_config are different configuration bugs." - }, - { - "left": "issue:45071", - "right": "issue:47059", - "accept": false, - "reason": "Core config/type-checking regression is unrelated to a CLI incompatibility with huggingface_hub." - }, - { - "left": "issue:44704", - "right": "issue:47110", - "accept": false, - "reason": "Missing kwargs in AutoProcessor.from_pretrained and special_tokens list-vs-dict handling are different loader bugs." - }, - { - "left": "issue:45341", - "right": "issue:46328", - "accept": false, - "reason": "A testing utility bug and a numpy/list conversion inefficiency in SequenceFeatureExtractor.pad are unrelated." - }, - { - "left": "issue:43450", - "right": "issue:43986", - "accept": false, - "reason": "Batched video processor shape bug and AutoProcessor import crash without torchvision are different video-related issues." - }, - { - "left": "issue:44117", - "right": "issue:45081", - "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and Mistral regex patch AttributeError are separate tokenizer-loading bugs." + "reason": "Different model families and bug classes; no evidence of the same underlying issue." } ] }, @@ -16762,7 +16784,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ "issue:38617", "issue:39401", @@ -16770,34 +16792,33 @@ "issue:42222", "issue:42371", "issue:42617", - "issue:43066", - "issue:43097", "issue:43122", - "issue:43208", "issue:43408", - "issue:43673", + "issue:43450", "issue:43742", - "issue:43874", - "issue:43931", "issue:43937", + "issue:43986", "issue:44075", - "issue:44077", + "issue:44117", "issue:44220", "issue:44261", "issue:44263", "issue:44410", - "issue:44483", "issue:44484", "issue:44485", - "issue:44493", "issue:44496", + "issue:44704", + "issue:44779", + "issue:44829", "issue:44877", "issue:44933", + "issue:44977", "issue:45071", + "issue:45081", + "issue:45216", "issue:45278", "issue:45310", "issue:45341", - "issue:45464", "issue:45478", "issue:45561", "issue:45632", @@ -16806,14 +16827,25 @@ "issue:46209", "issue:46231", "issue:46298", + "issue:46328", + "issue:46512", "issue:46617", - "issue:46752", "issue:46762", - "issue:46894", "issue:46981", - "issue:47116" + "issue:47059", + "issue:47110" ], "soft_pairs": [ + "issue:44410|issue:45310", + "issue:43937|issue:44977", + "issue:39401|issue:44779", + "issue:45071|issue:46512", + "issue:45071|issue:47059", + "issue:44704|issue:47110", + "issue:45341|issue:46328", + "issue:44829|issue:45216", + "issue:43450|issue:43986", + "issue:44117|issue:45081", "issue:45341|issue:45561", "issue:45632|issue:46981", "issue:42617|issue:45341", @@ -16822,8 +16854,8 @@ "issue:43122|issue:46298", "issue:44877|issue:46231", "issue:42222|issue:46178", - "issue:39401|issue:46209", "issue:42371|issue:44261", + "issue:39401|issue:46209", "issue:43937|issue:44496", "issue:44261|issue:46762", "issue:44484|issue:45310", @@ -16832,220 +16864,210 @@ "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:46752|issue:47116", - "issue:43673|issue:45341", - "issue:43931|issue:44410", - "issue:41628|issue:45071", - "issue:43874|issue:44261", - "issue:44483|issue:45464" + "issue:44263|issue:44485" ], - "prepared_review_unit_hash": "1bf574f134cba31ba4d5ac688f3cc621a09f93ecded5a44301b8c9022d2ee32e", + "prepared_review_unit_hash": "e956724c545b87e839747e10a2996fbf70efca30b3bf4fa7370bbc694c40fae3", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35804, - "estimated_input_tokens": 8951, - "estimated_eval_tokens": 18158 + "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 mostly a mix of unrelated Transformers regressions: import/API breakages, tokenizer/model-loading issues, training/runtime failures, and a few docs/nit reports. The soft matches share broad version or subsystem similarity, but none look like the same concrete bug or change.", - "confidence": 0.91, - "canonical_issue_reason": null, + "summary": "The set is mostly a grab bag of unrelated issues across tokenizers, model loading, processors, training, and docs. I found only weak thematic overlap and no true duplicate pairs, so I reject all soft-edge matches.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45278 is the broadest umbrella in the set (multiple import errors after an upgrade) and is the closest thing to a cluster representative, though it is still not a true duplicate of most items here.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the broadest representative of the repeated v5 import-regression theme, but it still only covers a subset of the cluster and is not a true umbrella for the other failures.", + "best_issue_reason": "issue:45278 best represents the only clear recurring theme in this group: upgrade-related import breakage. It is broader than the other issue titles and most likely to anchor any related triage.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen-family loading failures: missing projections in one case vs a from_pretrained error in the other." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Both concern generation behavior, but one is an invalid GenerationConfig and the other is a flash-attention generation regression." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different outputs (offset mapping vs general tokenization)." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "One is a PretrainedConfig type-checking regression; the other is a stale dtype field after from_config(dtype=...)." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "Config type-checking and CLI completion breakage are unrelated code paths." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "AutoProcessor kwargs forwarding to cached_file is unrelated to special_tokens being a list instead of a mapping." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A testing_utils bug and a SequenceFeatureExtractor.pad performance issue are different fixes." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration and Qwen3.5 save_pretrained checkpoint corruption are different concrete bugs." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Both involve video processing, but one is a batched-shape bug and the other is a torchvision dependency crash." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and the Mistral regex patch crash are separate tokenizer-loading problems." + }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Both mention testing utilities, but one is a small utility bug and the other is a pytest-xdist race on captured_info.txt; different root causes." + "reason": "Generic testing_utils behavior and a pytest-xdist race on captured_info.txt are not the same defect." }, { "left": "issue:45632", "right": "issue:46981", "accept": false, - "reason": "One is a cache-path collision for trust_remote_code local models; the other is repeated HTTP 429 retries in AutoProcessor.from_pretrained. Not the same bug." + "reason": "Cache-path collision for trust_remote_code models and repeated 429 retries in AutoProcessor are unrelated." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "A 3d_parallel.py runtime failure and a testing_utils bug are unrelated." + "reason": "A 3d_parallel.py runtime failure does not match a small testing_utils bug." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "Different model-loading problems for different model families; no shared code-path bug is evident." + "reason": "sam3 model-type warning and a MobileLLM loading key error are different failures." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different APIs." + "reason": "Both are import errors, but they involve different missing symbols and different API breakages." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Tokenizer behavior regression versus a noisy logging message; unrelated." + "reason": "Tokenizer output regression and noisy logging are unrelated." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to a docs parameter-name mismatch." + "reason": "Strict config loading and a documentation parameter-name mismatch are not the same bug." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "Vitpose model breakage and tensorflow_text backend validation are different failures." + "reason": "VitPose model breakage and a backend-mapping validation error are different issues." }, { - "left": "issue:39401", - "right": "issue:46209", + "left": "issue:42371", + "right": "issue:44261", "accept": false, - "reason": "Qwen3 tokenizer offset mapping and FP8 inference on B200 are unrelated subsystems." + "reason": "TF32 API settings and missing rms_norm_eps in MLA q_a_layernorm are unrelated." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:39401", + "right": "issue:46209", "accept": false, - "reason": "TF32 API-settings guidance and MLA rms_norm_eps precision issues are unrelated." + "reason": "Tokenizer offset mapping and FP8 inference on B200 are completely different code paths." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Both are model/config loading errors, but they affect different models and failure modes." + "reason": "A bad GenerationConfig and an unrecognized-model/config.json load error are not the same defect." }, { "left": "issue:44261", "right": "issue:46762", "accept": false, - "reason": "Missing rms_norm_eps in one model versus numerical differences in a different attention implementation; not the same bug." + "reason": "Both mention numerical correctness, but one is a missing config value and the other is an attention-parity discrepancy." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "save_pretrained shard-size behavior and Qwen3.5 MoE from_pretrained errors are unrelated." + "reason": "A save_pretrained shard-size question and a Qwen3.5 MoE from_pretrained failure are unrelated." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "Both involve imports, but one is a specific bad import path and the other is a broad version-wide import regression." + "reason": "They share a broad import-regression theme, but not the same concrete missing import or fix." }, { "left": "issue:42371", "right": "issue:46617", "accept": false, - "reason": "TF32 settings and cache FileNotFoundError are unrelated." + "reason": "TF32 behavior settings and a cache FileNotFoundError are unrelated." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Different Qwen-family loading issues: missing projections versus a from_pretrained error." + "reason": "Both are Qwen-related loading issues, but they concern different models and different concrete symptoms." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Both are optimizer-related, but SGD args ignored and double optimizer.step() with deepspeed are distinct problems." + "reason": "SGD arguments being ignored and a double optimizer step under deepspeed are different optimizer bugs." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "ImportError for layer_type_validation and an audio feature-extraction issue are unrelated." + "reason": "An import error and a _torch_extract_fbank_features bug do not point to the same underlying change." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "GLM tensor-splitting behavior and GLM-5 RoPE implementation are different code paths." - }, - { - "left": "issue:43066", - "right": "issue:43122", - "accept": false, - "reason": "Both are tokenizer regressions, but one is decoder type handling and the other is changed tokenization output; not the same concrete issue." - }, - { - "left": "issue:43208", - "right": "issue:46894", - "accept": false, - "reason": "xLSTM training blockers and a CohereASR double-shift loss bug are separate model-specific training issues." - }, - { - "left": "issue:43097", - "right": "issue:44493", - "accept": false, - "reason": "Removed tie_embeddings_and_encoder_decoder behavior and unexpected position-id keys are different config/state-dict problems." - }, - { - "left": "issue:44077", - "right": "issue:46981", - "accept": false, - "reason": "PatchTSMixer post_init policy and repeated 429 retries are unrelated." - }, - { - "left": "issue:46752", - "right": "issue:47116", - "accept": false, - "reason": "An empty-list chat_template crash and a streaming pipeline regression are different failures." - }, - { - "left": "issue:43673", - "right": "issue:45341", - "accept": false, - "reason": "Generation cache during chunked_prefill is unrelated to a testing_utils bug." - }, - { - "left": "issue:43931", - "right": "issue:44410", - "accept": false, - "reason": "Both are Qwen-related, but one is a weight-shape mismatch and the other is missing layer projections; different underlying bugs." - }, - { - "left": "issue:41628", - "right": "issue:45071", - "accept": false, - "reason": "Importing AutoImageProcessor and PreTrainedConfig type checking are separate API regressions." - }, - { - "left": "issue:43874", - "right": "issue:44261", - "accept": false, - "reason": "Missing image-patch counting on a processor versus an RMS norm epsilon precision issue are unrelated." - }, - { - "left": "issue:44483", - "right": "issue:45464", - "accept": false, - "reason": "Both involve chat/completions, but one is a general v5 endpoint rejection and the other is a Qwen3.5 streaming inference failure." + "reason": "A torch.split handling issue and a GLM-5 RoPE implementation discussion are distinct problems." } ] }, @@ -17067,16 +17089,17 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ "issue:27957", "issue:38617", + "issue:41628", "issue:42757", "issue:42886", - "issue:42890", "issue:43012", - "issue:43064", + "issue:43066", "issue:43097", + "issue:43122", "issue:43208", "issue:43352", "issue:43441", @@ -17088,43 +17111,52 @@ "issue:43931", "issue:43986", "issue:44038", - "issue:44062", + "issue:44077", "issue:44117", "issue:44261", "issue:44263", - "issue:44315", - "issue:44351", "issue:44360", "issue:44410", + "issue:44483", "issue:44484", "issue:44485", + "issue:44493", "issue:44829", "issue:44987", "issue:45003", + "issue:45071", "issue:45341", - "issue:45372", "issue:45375", "issue:45440", + "issue:45464", "issue:45478", "issue:45588", "issue:45753", - "issue:46050", "issue:46123", "issue:46172", - "issue:46298", "issue:46369", - "issue:46655", - "issue:46664", - "issue:46897", - "issue:46981" + "issue:46752", + "issue:46894", + "issue:46981", + "issue:47116" ], "soft_pairs": [ + "issue:43066|issue:43122", + "issue:43208|issue:46894", + "issue:43097|issue:44493", + "issue:44077|issue:46981", + "issue:46752|issue:47116", + "issue:43673|issue:45341", + "issue:43931|issue:44410", + "issue:41628|issue:45071", + "issue:43874|issue:44261", + "issue:44483|issue:45464", "issue:27957|issue:43352", "issue:44484|issue:45478", "issue:44263|issue:46172", "issue:44360|issue:46172", - "issue:43931|issue:44038", "issue:43441|issue:44829", + "issue:43931|issue:44038", "issue:43012|issue:43577", "issue:43097|issue:43452", "issue:44261|issue:44485", @@ -17140,224 +17172,228 @@ "issue:44410|issue:45375", "issue:43673|issue:46123", "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" + "issue:38617|issue:42757" ], - "prepared_review_unit_hash": "f6ba00f4f6624d5059e82a41948b8c55365bc67c376538c78ef96a5c9112b6f6", + "prepared_review_unit_hash": "864234e03ffddb82d91809b3c1c6b94605781c36f58995c1e30f65b4cbeb703a", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36559, - "estimated_input_tokens": 9140, - "estimated_eval_tokens": 18536 + "soft_pair_count": 32, + "serialized_chars": 36931, + "estimated_input_tokens": 9233, + "estimated_eval_tokens": 18722 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous: mostly unrelated Transformers bugs across model-specific architecture issues, loading/import regressions, and training edge cases. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 44117 is the best exemplar here because it describes a broad core-API loading regression in `from_pretrained`, making it more representative than the many narrow model-specific reports.", + "summary": "These items are mostly unrelated issue reports; the soft pairs share superficial subsystem or version keywords but not the same underlying bug or change. No PRs are present. If a single issue must represent the cluster, 43097 is the broadest v5 regression-style report, but the set is too heterogeneous to be a true duplicate cluster.", + "confidence": 0.8, + "canonical_issue_reason": "issue:43097 is the broadest, most central regression report in the set and has inbound references, so it works best as a loose representative headline.", "canonical_pr_reason": null, - "best_issue_reason": "44117 is the most suitable issue to anchor the cluster if one must be chosen: it is a generic, user-facing loading bug rather than a one-off model implementation detail.", + "best_issue_reason": "Best as a cluster representative, though only weakly: it is broad and user-facing, but the surrounding items are too diverse for a strong duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both involve tokenizer behavior in v5, but one is a wrong decoder type and the other is a broader tokenization change; not the same underlying bug." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "Both are training bugs, but they affect different models and failure modes; no evidence they share a single code-path defect." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "One is about a removed config flag, the other about unexpected position-id keys; these are different regressions." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "Completely different areas: PatchTSMixer init behavior vs AutoProcessor retrying HTTP 429s." + }, + { + "left": "issue:46752", + "right": "issue:47116", + "accept": false, + "reason": "Empty-list chat templating crash and streaming pipeline regression are separate code paths." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache/chunked prefill vs a testing utility bug; unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen model families with different load-time shape/projection issues." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking regression are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Image patch-count support vs MLA layernorm epsilon/config precision issue; not the same bug." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but one is a broad API acceptance issue and the other is a model-specific streaming failure." + }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2, but one is XLM-Roberta support and the other is Nemotron support; different models and likely different code paths." + "reason": "Both mention Flash Attention 2, but they are different models and different support/compatibility problems." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "Unrelated topics: checkpoint shard size discussion vs a Qwen3.5 MoE load error." + "reason": "Save-pretrained shard sizing and a Qwen3.5 MoE load error are unrelated." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "Different bugs in different DeepSeek/GLM code paths; one is `torch.split` indexing, the other is a dtype/transpose issue." + "reason": "Different tensor/indexing bugs in different model code paths." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "A DSA ReLU/indexer complaint is not the same as the DeepSeek-V4 tensor transpose bug." + "reason": "DSA indexer ReLU omission vs DeepSeek tensor transpose issue are separate defects." }, { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "Both are Qwen3-VL-related, but one is a weight-shape mismatch and the other is a Qwen3-VL-MoE bug; not the same failure." + "reason": "Both involve flash attention, but one is a model incompatibility and the other is a training-degeneration bug." }, { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "Both involve FlashAttention, but one is model loading/failure on Ministral-3 and the other is degenerate training under flash_attention_3." + "reason": "Both are Qwen-VL-related, but they describe different model/load failures and different architectures." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "Both touch dtype behavior, but one is a PyTorch warning during compile and the other is an incorrect loaded dtype on BLIP2 components." + "reason": "One is a compile-time warning, the other is an incorrect dtype state on load; related theme, different bug." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Embeddings tie-setting removal and `gguf_file` loading breakage are unrelated." + "reason": "Config removal regression vs gguf_file loading breakage; not the same issue." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Different GLM family bugs: missing `rms_norm_eps` in one case, RoPE implementation in the other." + "reason": "Layernorm epsilon precision bug and GLM-5 RoPE implementation issue are distinct." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Video-model processor loading vs a testing utility bug; no shared underlying defect." + "reason": "Missing torchvision crash in AutoProcessor vs a testing utility bug; unrelated." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Unsafe `sys.modules` access in modeling utils is unrelated to the testing utility issue." + "reason": "sys.modules access bug and testing_utils bug are unrelated." }, { "left": "issue:42886", "right": "issue:46981", "accept": false, - "reason": "Both concern hub/network behavior, but one is offline cache loading and the other is repeated 429 retry behavior; different bugs." + "reason": "Offline cache loading and repeated 429 retries are different network-handling failures." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "A Qwen3-MoE sliding-window issue is unrelated to a testing utility bug." + "reason": "Qwen3-MoE sliding-window bug and a testing utility bug do not share an underlying cause." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Different GLM bugs in different components: image patch counting vs DSA indexer split handling." + "reason": "Image-patch counting and torch.split return-value handling are different code paths." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "An infinite-loop bug on a specific image is not the same as a memory overflow in sam3-litetext." + "reason": "Infinite-loop image issue and memory overflow in another model are not the same defect." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Both are load-time issues, but one is a generic tokenizer mapping assumption and the other is a specific model loading failure; no clear common root cause." + "reason": "Tokenizer mapping returning None may contribute to loading failures, but the evidence is too indirect to treat these as the same bug." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Unrelated: one is a removed tie-embeddings API, the other is a FlashAttention crash on `s_aux=None`." + "reason": "Config removal regression vs flash_attention.py crashing on s_aux=None are unrelated." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "Both mention DeepSeek, but one is divergence from remote implementation while the other is a specific tensor transpose/dtype bug." + "reason": "Different DeepSeek model versions and different tensor/implementation failures." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Different Qwen family issues affecting different configs/projections; not the same bug." + "reason": "Missing QKV/gate projections and a missing vision-config field are separate model-definition bugs." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Generation cache/chunked prefill and mask pipeline batch handling are distinct code paths." + "reason": "Generation cache/chunked prefill bug and mask pipeline final-batch dropping are different pipeline issues." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Different Qwen3 model bugs: a MoE-related failure vs missing attention projections in a layer." + "reason": "Both are Qwen-related, but one is a Qwen3-VL-Moe compatibility issue and the other is a missing-projection bug in qwen3next." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they reference different missing symbols from different packages and do not look like one bug." - }, - { - "left": "issue:43097", - "right": "issue:46050", - "accept": false, - "reason": "A removed config/helper API is unrelated to quantized model save/load corruption." - }, - { - "left": "issue:43064", - "right": "issue:44315", - "accept": false, - "reason": "Wrong optimizer state placement in FSDP/PEFT is unrelated to Liger Kernel not being applied with `model_init`." - }, - { - "left": "issue:43986", - "right": "issue:45372", - "accept": false, - "reason": "Both are processor/loading failures, but one is about missing torchvision and the other about a missing `ReasoningEffort` import; different causes." - }, - { - "left": "issue:43208", - "right": "issue:46897", - "accept": false, - "reason": "Different training bugs on different models; no shared concrete defect." - }, - { - "left": "issue:46655", - "right": "issue:46664", - "accept": false, - "reason": "Same subsystem, but one is padding calculation and the other is `num_frames` semantics; distinct bugs." - }, - { - "left": "issue:42890", - "right": "issue:46298", - "accept": false, - "reason": "A flaky integration test due to missing seeds is unrelated to noisy logging." - }, - { - "left": "issue:38617", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but they concern different symbols and likely different breakages." - }, - { - "left": "issue:44062", - "right": "issue:44117", - "accept": false, - "reason": "`AddedToken(special=...)` argument duplication is a different tokenizer construction bug than `TOKENIZER_MAPPING_NAMES` returning `None`." + "reason": "Both are import errors, but they come from different modules and different missing symbols." } ] }, @@ -17379,8 +17415,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ + "issue:38617", "issue:42890", "issue:42907", "issue:43012", @@ -17398,41 +17435,49 @@ "issue:43976", "issue:43986", "issue:43992", - "issue:44077", + "issue:44062", "issue:44117", - "issue:44162", - "issue:44222", + "issue:44315", + "issue:44351", "issue:44368", "issue:44380", "issue:44451", "issue:44484", "issue:44655", "issue:44704", - "issue:44734", "issue:44936", "issue:44938", "issue:45103", - "issue:45478", - "issue:45584", + "issue:45372", "issue:45712", "issue:45753", - "issue:46132", + "issue:46050", "issue:46172", "issue:46178", "issue:46298", "issue:46365", "issue:46421", + "issue:46655", + "issue:46664", "issue:46701", "issue:46710", "issue:46752", "issue:46821", - "issue:47059", + "issue:46897", "issue:47116" ], "soft_pairs": [ + "issue:43097|issue:46050", + "issue:43986|issue:45372", + "issue:43064|issue:44315", + "issue:43208|issue:46897", + "issue:46655|issue:46664", + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:44062|issue:44117", "issue:46298|issue:46752", - "issue:43986|issue:44484", "issue:43097|issue:43873", + "issue:43986|issue:44484", "issue:43012|issue:46821", "issue:44117|issue:46701", "issue:46172|issue:46710", @@ -17450,222 +17495,238 @@ "issue:43012|issue:44368", "issue:43992|issue:44484", "issue:43827|issue:47116", - "issue:43208|issue:43550", "issue:43352|issue:43976", + "issue:43208|issue:43550", "issue:43066|issue:43906", "issue:43825|issue:44655", - "issue:43352|issue:44380", - "issue:44734|issue:47116", - "issue:43097|issue:46298", - "issue:45584|issue:46365", - "issue:44380|issue:46132", - "issue:44162|issue:46172", - "issue:44077|issue:46365", - "issue:44222|issue:45478", - "issue:42890|issue:47059" + "issue:43352|issue:44380" ], - "prepared_review_unit_hash": "148694c77be0b3faa0dbbf740c250d461f35e01e3cb9b0ca6c82ff50ac4f91db", + "prepared_review_unit_hash": "1a8c1951a00154f7aab0cd50d675e9bb323d267c5199934244fe28ece70e0a2f", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 36803, - "estimated_input_tokens": 9201, - "estimated_eval_tokens": 18658 + "serialized_chars": 37466, + "estimated_input_tokens": 9367, + "estimated_eval_tokens": 18990 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is a grab bag of unrelated bugs and regressions across loading, training, docs, and generation. None of the soft pairs appear to describe the same concrete underlying problem, so I would keep them separate. The strongest single issue here is #43502 because it describes a clear, reproducible core bug with a straightforward expected behavior.", - "confidence": 0.87, - "canonical_issue_reason": "#43502 is the clearest standalone bug report: it states a specific regression ('local_files_only=True' still makes network requests) with an unambiguous expected outcome.", + "summary": "These items are mostly unrelated bug reports across different models, APIs, and failure modes. None of the soft pairs look like the same underlying issue/change, so I would not merge any of them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "If one issue must serve as the anchor, issue 43097 is the broadest v5 regression report and has inbound references, but the set is too heterogeneous to treat as a single duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "#43502 is the best representative issue in this set because it is precise, user-facing, and narrowly scoped to one behavior path.", + "best_issue_reason": "Issue 43097 is the best representative solely because it is a broader platform regression with follow-up attention; however, it is not a strong canonical for the full set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46298", - "right": "issue:46752", + "left": "issue:43097", + "right": "issue:46050", "accept": false, - "reason": "Unrelated symptoms: noisy logging vs an IndexError in apply_chat_template on empty input." + "reason": "Different problems: v5 config removal vs quantized save/load breakage." }, { "left": "issue:43986", - "right": "issue:44484", + "right": "issue:45372", + "accept": false, + "reason": "Different import/loading failures affecting different processors and missing packages." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Different training-path bugs: FSDP2 optimizer state mismatch vs Liger kernel not applied." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "Different model-specific training bugs; only vague loss/shape similarity." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same subsystem, but padding calculation and num_frames semantics are distinct bugs." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Unrelated: flaky test seeding vs a noisy logging message." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and code paths." + }, + { + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "Different areas: AutoProcessor/torchvision dependency handling vs save_pretrained shard-size behavior." + "reason": "Tokenizer constructor argument conflict vs mapping None handling are different defects." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging is unrelated to empty-list chat template crash." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "One is a v5 API removal/compatibility complaint; the other is quantization offloading behavior." + "reason": "Different v5 API removal vs quantization/offloading behavior." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Video processor import crash vs save_pretrained shard-size default question." }, { "left": "issue:43012", "right": "issue:46821", "accept": false, - "reason": "bfloat16 precision warning and TimesFM window_size AttributeError are unrelated bugs." + "reason": "PyTorch bf16 warning is unrelated to TimesFM window_size AttributeError." }, { "left": "issue:44117", "right": "issue:46701", "accept": false, - "reason": "Tokenizer mapping None handling is not the same as an image-text-to-text pipeline failure." + "reason": "Tokenizer mapping fallback bug vs pipeline output/type mismatch." }, { "left": "issue:46172", "right": "issue:46710", "accept": false, - "reason": "DeepSeek tensor expression bug and accuracy regression after upgrade are different failure modes and likely different fixes." + "reason": "DeepSeek tensor transpose issue vs accuracy regression after upgrade." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Network requests despite local_files_only is unrelated to missing embed_tokens.weight on UMT5Encoder load." + "reason": "Local-files-only network leakage vs missing embed_tokens weight during load." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Passing kwargs through AutoProcessor is a different code path than the auto_docstring annotations crash." + "reason": "Cached-file kwarg forwarding bug vs auto-docstring annotation crash." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "trainer.evaluate() after train() and importing Trainer failing because of datasets are distinct issues." + "reason": "Trainer.evaluate after train vs import failure caused by datasets installation are different." }, { "left": "issue:44451", "right": "issue:47116", "accept": false, - "reason": "Model loading failure for ScandiBERT is not the same as a streaming pipeline regression." + "reason": "Model loading failure vs streaming pipeline regression; different code paths." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "GPT2 attention scaling under SDPA/FlashAttention is not the same as chunked-prefill cache initialization recompilation." + "reason": "Attention scaling ignored in SDPA/FlashAttention vs cache lazy-init recompilation bug." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import failure is unrelated to a BACKENDS_MAPPING error for tensorflow_text." + "reason": "Python 3.14 import failure vs unsupported backend mapping error." }, { "left": "issue:43064", "right": "issue:47116", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is a training bug, not a streaming pipeline regression." + "reason": "Training optimizer-state bug is unrelated to streaming pipeline regression." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models is unrelated to a Qwen3_5 infinite-loop generation bug." + "reason": "Save/load quantization bug vs image-specific infinite loop in a different model." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Both involve saving, but one is dequantized model persistence and the other is Pipeline.save_pretrained support." + "reason": "Quantized model persistence vs pipeline save_pretrained support are different issues." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Leftover dummy classes in a repo check issue are unrelated to a noisy logging message." + "reason": "Dummy class cleanup/check_repo problem is unrelated to logging noise." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A PyTorch precision warning and a torch.compile SDPA failure in Bamba are different problems." + "reason": "BF16 warning is not the same as torch.compile failing on SDPA." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "float32 precision warning for bfloat16 is not the same as tie_word_embeddings warning spam." + "reason": "Precision warning vs tie_word_embeddings config warning are different." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing embed_tokens.weight on load and max_shard_size default behavior are not the same bug." + "reason": "Missing encoder weights on load is unrelated to shard-size default behavior." }, { "left": "issue:43827", "right": "issue:47116", "accept": false, - "reason": "Docs still referencing pipeline() and streaming pipeline runtime regression are separate issues." + "reason": "Docs referencing removed pipeline APIs vs runtime streaming regression are distinct." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:43352", + "right": "issue:43976", "accept": false, - "reason": "xLSTM training blockers and Bamba SDPA compile failure are unrelated model-specific bugs." + "reason": "Model-specific Flash Attention support vs Python-version compatibility are unrelated." }, { - "left": "issue:43352", - "right": "issue:43976", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "Flash Attention 2 support in NemotronH is not the same as a Python version compatibility break." + "reason": "xLSTM training bugs and Bamba compile/SDPA failure are different models and failures." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are too underspecified to treat as the same bug." + "reason": "Wrong tokenizer decoder type vs an isolated reproduction of another issue." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Incorrect translation-task messaging in v5 is unrelated to saving Pipeline objects." - }, - { - "left": "issue:44380", - "right": "issue:46132", - "accept": false, - "reason": "GPT2 backend-specific attention scaling loss is different from AttentionInterface.register changing function behavior." - }, - { - "left": "issue:44162", - "right": "issue:46172", - "accept": false, - "reason": "ESM2 breakage and a DeepSeek tensor expression bug are unrelated model-specific failures." - }, - { - "left": "issue:44077", - "right": "issue:46365", - "accept": false, - "reason": "patchtsmixer post_init policy and Trainer import failure due to datasets do not share an underlying bug." - }, - { - "left": "issue:44222", - "right": "issue:45478", - "accept": false, - "reason": "FP8 save_pretrained for MoE and Qwen3.5 MoE from_pretrained errors are separate save/load paths." + "reason": "Incorrect pipeline error message vs saving Pipeline objects are not the same bug." }, { - "left": "issue:42890", - "right": "issue:47059", + "left": "issue:43352", + "right": "issue:44380", "accept": false, - "reason": "Seed-related test flakiness is unrelated to a CLI completion attribute error." + "reason": "Flash Attention support missing vs attention scaling being ignored are different model/backend bugs." } ] }, @@ -17687,24 +17748,23 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ - "issue:29870", "issue:36010", - "issue:36296", "issue:36683", "issue:38617", "issue:42175", "issue:42757", + "issue:42890", "issue:42994", "issue:43012", "issue:43064", + "issue:43097", "issue:43208", "issue:43299", "issue:43352", "issue:43475", "issue:43502", - "issue:43525", "issue:43526", "issue:43582", "issue:43611", @@ -17714,11 +17774,11 @@ "issue:43824", "issue:43867", "issue:43937", - "issue:43976", "issue:44038", "issue:44077", + "issue:44162", + "issue:44222", "issue:44230", - "issue:44355", "issue:44380", "issue:44483", "issue:44485", @@ -17726,279 +17786,259 @@ "issue:44625", "issue:44655", "issue:44683", - "issue:44938", - "issue:45216", + "issue:44734", "issue:45276", + "issue:45478", "issue:45479", - "issue:46050", + "issue:45584", "issue:46077", + "issue:46132", + "issue:46172", + "issue:46298", "issue:46365", - "issue:46512", - "issue:46877", "issue:47059", - "issue:47110" + "issue:47116" ], "soft_pairs": [ + "issue:44734|issue:47116", + "issue:43097|issue:46298", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44162|issue:46172", + "issue:44077|issue:46365", + "issue:44222|issue:45478", + "issue:42890|issue:47059", "issue:42757|issue:43824", "issue:36683|issue:43582", "issue:44380|issue:45479", "issue:43064|issue:44380", "issue:42175|issue:46365", "issue:43012|issue:44683", - "issue:38617|issue:43502", "issue:44483|issue:44514", + "issue:38617|issue:43502", "issue:43756|issue:44485", "issue:43618|issue:44380", - "issue:45276|issue:46077", "issue:36010|issue:42757", + "issue:45276|issue:46077", "issue:43618|issue:43761", "issue:44038|issue:44230", - "issue:43208|issue:43526", "issue:42994|issue:44655", + "issue:43208|issue:43526", "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:44625|issue:46077" ], - "prepared_review_unit_hash": "8a4f4479455197770059fc7c9085321d00b1ae0a911ddcbbd416dc4896409fba", + "prepared_review_unit_hash": "b82dba026398195356554e93063606a9a53068b03bd84426fc3229441f780f43", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37387, - "estimated_input_tokens": 9347, - "estimated_eval_tokens": 18950 + "soft_pair_count": 30, + "serialized_chars": 36397, + "estimated_input_tokens": 9100, + "estimated_eval_tokens": 18456 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated issues that only share broad themes like import errors, config regressions, or save/load bugs. None of the soft-edge pairs looks like the same concrete underlying bug or change, so I would not merge any of them as duplicates. No PRs are present in this set.", - "confidence": 0.89, - "canonical_issue_reason": "issue:36683 is the best anchor if one must pick a representative: it is a high-discussion, model-config regression and several nearby items in the set are also missing-attribute/config failures.", + "summary": "These items are mostly unrelated regressions across different models, APIs, and dependency failures; none of the soft pairs look like true duplicates of the same underlying bug/change.", + "confidence": 0.94, + "canonical_issue_reason": "Use issue:43097 as the representative because it is a concrete, widely relevant v5 regression with downstream references; the rest are mostly isolated model- or dependency-specific problems.", "canonical_pr_reason": null, - "best_issue_reason": "issue:36683 is the most representative of the cluster\u2019s recurring config/attribute-regression pattern and has the strongest discussion signal among the issues.", + "best_issue_reason": "issue:43097 is the best single representative: clear regression, well-scoped, and broader than most others in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44734", + "right": "issue:47116", + "accept": false, + "reason": "Both involve serving regressions, but they hit different endpoints and failure modes (KV-cache indexing vs streaming pipeline behavior)." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "One is a compatibility regression, the other is a logging nuisance; no shared underlying bug." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper generation bug and Trainer import conflict are unrelated subsystems." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Both touch attention, but one is backend-specific GPT2 scaling loss and the other is an API behavior change in registration." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "Completely different model bugs and code paths." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "xLSTM post_init validation and Trainer import failure are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both mention MoE/fp8, but one is save_pretrained and the other is from_pretrained loading; different concrete failures." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "Test flakiness from missing seeds vs CLI incompatibility with huggingface_hub are unrelated." + }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Different missing symbols from different modules: is_offline_mode vs Qwen2_5_VLForConditionalGeneration." + "reason": "Both are import errors, but for different symbols from different packages and different root causes." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3Config vocab_size attribute bug is unrelated to the Apple Silicon caching_allocator_warmup TypeError." + "reason": "Gemma3 config attribute bug and Apple Silicon allocator TypeError are unrelated." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "GPT2 attention-scaling backend regression is a different bug from the single-label classification zero-loss issue." + "reason": "Attention backend scaling regression and sequence-classification zero-loss bug are different issues." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling being ignored under SDPA/FlashAttention." + "reason": "Distributed optimizer-state corruption and GPT2 attention scaling are unrelated." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Missing tensorflow in the torch extra is a packaging issue, not the same as Trainer import being blocked by datasets." + "reason": "Dependency/backend packaging problem vs Trainer import conflict; no same code-path." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "A bfloat16 precision warning is not the same failure as compiled flex_attention breaking on torch>=2.9." + "reason": "A warning on bfloat16 compilation is not the same bug as flex_attention failing on newer torch." }, { - "left": "issue:38617", - "right": "issue:43502", + "left": "issue:44483", + "right": "issue:44514", "accept": false, - "reason": "Importing layer_type_validation and local_files_only network behavior are different code paths and failures." + "reason": "Chat-completions API request rejection and processor batched-template crash are different layers and failures." }, { - "left": "issue:44483", - "right": "issue:44514", + "left": "issue:38617", + "right": "issue:43502", "accept": false, - "reason": "Chat/completions request validation differs from apply_chat_template crashing on batched input with padding=False." + "reason": "Missing internal import and unwanted network requests are unrelated." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Smollm3 RoPE layer-dropping and GLM-5 RoPE implementation discussion are not the same bug." + "reason": "Both concern RoPE, but they affect different models and different implementation defects." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to GPT2 attention scaling being ignored in backend kernels." + "reason": "CLIP attentions assignment regression and GPT2 attention scaling are different model/backend issues." }, { - "left": "issue:45276", - "right": "issue:46077", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "Token-embedding resize propagation and bidirectional attention mask construction are different Gemma4 bugs." + "reason": "Both are import errors, but they concern different modules and symbols with no shared underlying fix." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:45276", + "right": "issue:46077", "accept": false, - "reason": "GenerationMixin import failure and is_offline_mode import failure are separate missing imports." + "reason": "Gemma4 token embedding resize and bidirectional-attention mask construction are separate bugs." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both are CLIP regressions, but one is missing attentions output and the other is missing hidden_states; not the same concrete bug." + "reason": "Same model family, but one is missing attentions and the other missing hidden_states; distinct behaviors." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "A bug report about Qwen3-VL-Moe is not the same as requesting fp8 inference support." + "reason": "Generic Qwen3-VL-Moe breakage vs fp8 inference support are not the same concrete bug." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:42994", + "right": "issue:44655", "accept": false, - "reason": "xLSTM training blockers and BeitImageProcessorFast reduce_labels behavior are unrelated subsystems." + "reason": "Quantized model saving failure and pipeline save_pretrained failure are different object types and paths." }, { - "left": "issue:42994", - "right": "issue:44655", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "Quantized model saving failure and Pipeline.save_pretrained failure are different save paths and object types." + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction bug are unrelated." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Qwen3VL-Moe loading regression and sorted state_dict load error are distinct loading problems." + "reason": "Both are load-model failures, but the trigger and root cause differ." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Trainer import blocked by datasets are unrelated issues." + "reason": "Qwen3.5 config propagation bug and Trainer import issue are unrelated." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Flash Attention 2 support for Nemotron is not the same as GLM-5 GenerationConfig validation failure." - }, - { - "left": "issue:44625", - "right": "issue:46077", - "accept": false, - "reason": "num_labels propagation and Gemma4 bidirectional attention masks are different configuration bugs." + "reason": "Nemotron FlashAttention support and GLM-5 GenerationConfig validation are different model-specific failures." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "base_model_prefix loading regression is unrelated to Pipeline save_pretrained support." + "reason": "Model loading with base_model_prefix and saving Pipeline objects are different code paths." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Gemma3Config missing vocab_size and SAM3 VisionEncoder missing fpn_position_embeddings are different model-family attribute errors." - }, - { - "left": "issue:44355", - "right": "issue:46877", - "accept": false, - "reason": "Compiled Python file errors and auto_docstring stdout diagnostics are unrelated." - }, - { - "left": "issue:44655", - "right": "issue:46050", - "accept": false, - "reason": "Pipeline.save_pretrained failure and sinq quantized checkpoint breakage are different serialization problems." - }, - { - "left": "issue:43976", - "right": "issue:44938", - "accept": false, - "reason": "Python version compatibility for 5.1.0 and general Python 3.14 load failure are not the same issue." - }, - { - "left": "issue:36683", - "right": "issue:44077", - "accept": false, - "reason": "Gemma3Config vocab_size is unrelated to patchtsmixer post_init validation." - }, - { - "left": "issue:44938", - "right": "issue:47059", - "accept": false, - "reason": "Python 3.14 load failure and huggingface_hub CLI completion breakage are separate environment regressions." - }, - { - "left": "issue:43867", - "right": "issue:45216", - "accept": false, - "reason": "Sorted state_dict loading and Qwen3.5 save_pretrained regression are opposite serialization paths with different failures." - }, - { - "left": "issue:36683", - "right": "issue:47110", - "accept": false, - "reason": "Gemma3Config missing vocab_size and special_tokens list-vs-dict handling are unrelated type/attribute bugs." - }, - { - "left": "issue:46077", - "right": "issue:46512", - "accept": false, - "reason": "Gemma4 attention-mask logic and stale config.dtype after from_config are different config behaviors." + "reason": "Gemma3 config attribute error and SAM3 video missing output attribute are unrelated model bugs." }, { - "left": "issue:43618", - "right": "issue:45216", - "accept": false, - "reason": "CLIP attention-output regression is unrelated to Qwen3.5 checkpoint saving regression." - }, - { - "left": "issue:36683", - "right": "issue:43525", - "accept": false, - "reason": "Both are missing config attributes, but on different models and different fields; not the same underlying bug." - }, - { - "left": "issue:29870", - "right": "issue:36296", + "left": "issue:44625", + "right": "issue:46077", "accept": false, - "reason": "Bart generate decoder_attention_mask assignment bug is unrelated to the tensor-parallel training bug." + "reason": "One is config propagation for Qwen3.5, the other is Gemma4 attention-mask logic." } ] }, @@ -18020,41 +18060,37 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ "issue:28282", "issue:29870", "issue:33453", "issue:36296", + "issue:36683", "issue:41669", "issue:42890", - "issue:42898", "issue:43010", "issue:43064", "issue:43502", + "issue:43525", "issue:43575", "issue:43618", - "issue:43723", "issue:43867", "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:44492", - "issue:44556", - "issue:44734", + "issue:44655", "issue:44855", "issue:44908", - "issue:44964", - "issue:45125", + "issue:44938", + "issue:45216", "issue:45278", "issue:45310", "issue:45357", @@ -18063,15 +18099,30 @@ "issue:45478", "issue:45561", "issue:45850", + "issue:46050", + "issue:46077", "issue:46202", "issue:46285", "issue:46365", - "issue:46617", - "issue:46664", + "issue:46512", "issue:46851", - "issue:47000" + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47110" ], "soft_pairs": [ + "issue:44355|issue:46877", + "issue:44655|issue:46050", + "issue:43976|issue:44938", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:44938|issue:47059", + "issue:36683|issue:47110", + "issue:46077|issue:46512", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:29870|issue:36296", "issue:43064|issue:44492", "issue:43010|issue:45278", "issue:44075|issue:46365", @@ -18093,224 +18144,226 @@ "issue:28282|issue:33453", "issue:43618|issue:46285", "issue:44360|issue:45440", - "issue:43502|issue:44062", - "issue:42890|issue:44964", - "issue:42898|issue:46664", - "issue:42890|issue:44112", - "issue:44222|issue:45125", - "issue:44734|issue:46617", - "issue:43723|issue:44556", - "issue:43502|issue:44485" + "issue:43502|issue:44062" ], - "prepared_review_unit_hash": "1afaf31a1e6696eada27fc23576cb003a4dea4a3e23f1ddea7761acdb81284bb", + "prepared_review_unit_hash": "5fc120693457ca339aefe8acc44f6b13452f9612f972ca34b8582f4fec7d876b", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36005, - "estimated_input_tokens": 9002, - "estimated_eval_tokens": 18260 + "soft_pair_count": 33, + "serialized_chars": 37292, + "estimated_input_tokens": 9323, + "estimated_eval_tokens": 18902 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous: most items are unrelated model-, tokenizer-, cache-, tensor-parallel-, or CI-specific regressions. I did not find any soft pair that clearly describes the same concrete bug/change, so no duplicates were accepted.", - "confidence": 0.24, - "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set, covering upgrade-induced import regressions, but it is still only a loose representative rather than a true duplicate hub.", + "summary": "Mostly unrelated issues across model configs, loading, training, and test infra. The only soft duplicate pair that looks like the same underlying problem is import-time performance: removing `import *` in models vs. reports that `import transformers` is slow.", + "confidence": 0.84, + "canonical_issue_reason": "issue:41669 is the most concrete root-cause issue in the set: it identifies import-time slowdown from `import *` usage and points to the specific fix, making it a better canonical anchor than the more symptom-level import-slow report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most general issue here and the closest to a cluster-wide theme of v5 upgrade/import breakage, though the evidence is weak and the rest of the items do not form a tight duplicate set.", + "best_issue_reason": "issue:41669 is the best representative issue here because it is specific, actionable, and matches the clearest duplicate candidate on import performance.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Both involve import/run-time oddities, but one is about compiled Python files and the other is doc-lint output at import time; different bugs." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Both mention save/pretrained flows, but one is about Pipelines and the other is quantized models; too different to be the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are version-specific load failures, but they target different Python versions and likely different failure modes." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Different models and different problems: missing `vocab_size` vs. an invalid optional `post_init` on patchtsmixer." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both are checkpoint/loading related, but one is a generic state_dict ordering issue and the other is a Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Unrelated failures: Python 3.14 import/load issue vs. CLI completion breakage from huggingface_hub." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "No clear overlap: missing config attribute vs. tokenizer special-tokens type error." + }, + { + "left": "issue:46077", + "right": "issue:46512", + "accept": false, + "reason": "Different code paths: attention-mask construction vs. `from_config(dtype=...)` metadata staleness." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Different models and bugs; CLIPOutput attentions assignment is unrelated to Qwen3.5 checkpoint saving." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are config-attribute complaints, but they concern different models and different missing fields." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "A generation-time Bart decoder mask bug is unrelated to a tensor-parallel training bug." + }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Trainer/FSDP/PEFT optimizer-state corruption is unrelated to a cache-strategy typo." + "reason": "Training/optimizer state corruption is unrelated to a typo in cache strategies." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "`@torch.no_grad` cache-update behavior is not the same bug as broad import failures after upgrade." + "reason": "A specific cache-method decorator issue is not the same as a broad set of import errors after upgrade." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "Unused SGD args and Trainer import failing with datasets are different code paths." + "reason": "Optimizer argument handling is unrelated to Trainer import failure tied to datasets." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Missing `embed_tokens.weight` in UMT5Encoder is not the same as Qwen3.5 MoE from_pretrained failure." + "reason": "Both are from_pretrained issues, but they affect different models and different missing pieces." }, { "left": "issue:44908", "right": "issue:46851", "accept": false, - "reason": "Scheduler kwargs handling is unrelated to Qwen3.5 variable-length position_ids behavior." + "reason": "Scheduler kwargs not being forwarded has nothing to do with Qwen3.5 variable-length position_ids." }, { "left": "issue:44393", "right": "issue:47000", "accept": false, - "reason": "Qwen3-VL bbox hallucination/error and RTDetrLoss infeasible cost-matrix crash are different model failures." + "reason": "Different subsystems: Qwen3-VL bbox output vs. RTDetr loss infeasibility." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "State-dict sorting load error is unrelated to Gemma pipeline roundtrip on \u2581." + "reason": "Both involve roundtrip/load behavior, but the actual failure modes and models are different." }, { "left": "issue:29870", "right": "issue:33453", "accept": false, - "reason": "BART generate decoder mask bug and tokenizer-loading regression do not share the same failure path." + "reason": "Bart decoder-mask error and tokenizer-loading regression are separate bugs." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Compiled-file import errors are different from the Python 3.13 `@torch.jit.script` parsing/IndentationError issue." + "reason": "Compiled-file import errors and a Python 3.13 torch.jit parsing problem are different import failures." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "A tensor-parallel training bug is not the same as OOM when loading a large Qwen2 model with tp." + "reason": "Both mention tensor parallelism, but one is a training bug and the other is OOM on model loading." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "A specific cache no-grad fix is unrelated to the vague claim that v5 breaks too many models." + "reason": "A specific cache update bug is not the same as a vague report that many models broke after 5.0." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Generic state-dict loading failure is not the same as missing Qwen3.5 vision config fields." + "reason": "Generic state_dict loading issues do not match a missing config field in Qwen3_5MoeVisionConfig." }, { "left": "issue:41669", "right": "issue:44246", - "accept": false, - "reason": "Both concern import performance, but one is a specific `import *` regression and the other is a generic intermittent slowdown report." + "accept": true, + "reason": "Both point to the same import-time performance problem; 41669 provides the concrete root cause (`import *` overhead), while 44246 is the user-facing symptom report." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Missing `set_seed()` in a SAM HQ test is unrelated to xdist race conditions in captured_info.txt." + "reason": "Both are test-related, but one is seed-related flakiness and the other is an xdist race in captured_info.txt." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIP attentions assignment and patchtsmixer post_init policy are unrelated issues." + "reason": "Different model issues with no shared code path." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Cache-update no-grad and Python-version compatibility are not the same bug." + "reason": "Cache update semantics and Python-version load failures are unrelated." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Sorted state-dict loading failure is unrelated to incorrect visual encoder keys on save_pretrained." - }, - { - "left": "issue:43992", - "right": "issue:45478", - "accept": false, - "reason": "Another Qwen3.5 MoE from_pretrained report, but it is not the same missing-weight issue as UMT5Encoder." - }, - { - "left": "issue:28282", - "right": "issue:33453", - "accept": false, - "reason": "Missing PyTorch ImportError is not a tokenizer-loading regression." - }, - { - "left": "issue:43618", - "right": "issue:46285", - "accept": false, - "reason": "Both involve CLIP, but one is missing attentions assignment and the other is structure mismatch between text model classes." + "reason": "A generic load/state_dict issue is not the same as incorrect visual encoder keys being saved for Qwen3.5." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer activation discussion and DeepseekV3MoE parity issues are unrelated." + "reason": "Both are correctness complaints, but they concern different components and different implementations." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "`local_files_only=True` API requests and `AddedToken(..., special=...)` argument duplication are different bugs." - }, - { - "left": "issue:42890", - "right": "issue:44964", - "accept": false, - "reason": "Test seed flakiness is unrelated to Phi-4-multimodal loading failure." - }, - { - "left": "issue:42898", - "right": "issue:46664", - "accept": false, - "reason": "Tokenization cleanup behavior change and SmolVLM num_frames semantics do not match." - }, - { - "left": "issue:42890", - "right": "issue:44112", - "accept": false, - "reason": "Seed-related test instability is not the same as GraniteSpeech stale device override failure." - }, - { - "left": "issue:44222", - "right": "issue:45125", - "accept": false, - "reason": "FP8 MoE save_pretrained and missing tensor-parallel plan are different model features and failure modes." - }, - { - "left": "issue:44734", - "right": "issue:46617", - "accept": false, - "reason": "KV-cache continuation indexing crash is unrelated to cache FileNotFoundError for trust_remote_code models." - }, - { - "left": "issue:43723", - "right": "issue:44556", - "accept": false, - "reason": "Tokenizer loading in v5 and checkpoint reload after upgrade are related at a high level but not clearly the same concrete bug." - }, - { - "left": "issue:43502", - "right": "issue:44485", - "accept": false, - "reason": "Local-files-only API leakage has nothing to do with the GLM-5 RoPE implementation discussion." + "reason": "Local-files-only network leakage is unrelated to `AddedToken(..., special=...)` argument duplication." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet, and the only accepted soft pair (issue:41669 vs issue:44246) is a conservative, evidence-backed match on import-time slowdown. The remaining false verdicts read appropriately cautious given the issue titles and do not overstate similarity." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -18325,7 +18378,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ "issue:29870", "issue:30333", @@ -18335,23 +18388,23 @@ "issue:34689", "issue:36296", "issue:38617", - "issue:41628", "issue:42548", "issue:42757", + "issue:42890", + "issue:42898", "issue:43010", "issue:43065", "issue:43232", "issue:43299", "issue:43352", - "issue:43475", "issue:43502", "issue:43576", + "issue:43723", "issue:43824", "issue:43827", "issue:43874", - "issue:43901", + "issue:44112", "issue:44222", - "issue:44230", "issue:44315", "issue:44351", "issue:44355", @@ -18359,8 +18412,10 @@ "issue:44387", "issue:44485", "issue:44556", + "issue:44734", "issue:44749", "issue:44961", + "issue:44964", "issue:45071", "issue:45125", "issue:45375", @@ -18368,8 +18423,6 @@ "issue:45478", "issue:45850", "issue:46132", - "issue:46143", - "issue:46144", "issue:46617", "issue:46664", "issue:46726", @@ -18377,19 +18430,26 @@ "issue:47110" ], "soft_pairs": [ + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42898|issue:46664", + "issue:44222|issue:45125", + "issue:44734|issue:46617", + "issue:43723|issue:44556", + "issue:43502|issue:44485", "issue:43874|issue:46617", - "issue:43824|issue:46617", "issue:45850|issue:47110", - "issue:43010|issue:43065", + "issue:43824|issue:46617", "issue:43576|issue:46132", - "issue:45125|issue:45478", + "issue:43010|issue:43065", "issue:44387|issue:44556", - "issue:42548|issue:44351", + "issue:45125|issue:45478", "issue:30333|issue:33453", - "issue:45125|issue:45375", + "issue:42548|issue:44351", "issue:43827|issue:44961", - "issue:30990|issue:31795", + "issue:45125|issue:45375", "issue:44355|issue:44749", + "issue:30990|issue:31795", "issue:43502|issue:44961", "issue:43502|issue:44222", "issue:46664|issue:46726", @@ -18408,270 +18468,264 @@ "issue:44485|issue:44961", "issue:44315|issue:44360", "issue:43352|issue:44961", - "issue:44351|issue:46617", - "issue:36296|issue:43901", - "issue:43475|issue:46617", - "issue:46143|issue:46144", - "issue:41628|issue:42548", - "issue:44222|issue:44230", - "issue:45375|issue:47110" + "issue:44351|issue:46617" ], - "prepared_review_unit_hash": "b0f7e7667d26d22262b89baf46d5285bc858aca0f79e5b6bf1d68f8808f7869a", + "prepared_review_unit_hash": "4d65ec9338732627f70a1f327620f1b8cd7c843bc0e8117e2fcf78a2a6ca3251", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 38, - "serialized_chars": 38590, - "estimated_input_tokens": 9648, - "estimated_eval_tokens": 19552 + "soft_pair_count": 39, + "serialized_chars": 39005, + "estimated_input_tokens": 9752, + "estimated_eval_tokens": 19760 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous; the soft-similarity pairs mostly connect unrelated regressions, so none should be merged. The best anchor issue is the broad v5 CLI regression #43576, but this cluster is not a true duplicate set.", - "confidence": 0.24, - "canonical_issue_reason": "Issue #43576 is the broadest, most central regression in the group and appears in multiple soft-similarity suggestions, making it the best available anchor despite the mixed cluster.", + "summary": "The set is mostly unrelated issue reports with only broad topical overlap (loading, v5 regressions, CLI, model-specific bugs). I reject all soft edges because none look like the same underlying bug/change. No PRs are present.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45478 is the best canonical anchor: it is a concrete, self-contained loading regression with a specific model/version and clear failure mode, unlike the broader or more ambiguous reports here.", "canonical_pr_reason": null, - "best_issue_reason": "#43576 is the most representative issue in the set: a user-facing v5 breakage with the widest apparent overlap to other candidate links.", + "best_issue_reason": "issue:45478 is the most triageable standalone issue: specific model family, specific version regression, and a direct from_pretrained failure path.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43874", + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Flaky test seeding vs model loading failure; different bugs." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/test-related, but the failure modes are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization cleanup semantics vs video frame-count semantics." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained bug vs missing tensor-parallel plan; different code paths." + }, + { + "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "Different bugs: missing image-processor method vs cache FileNotFoundError." + "reason": "KV-cache continuation crash vs cache FileNotFoundError; unrelated." }, { - "left": "issue:43824", + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading in v5 vs checkpoint reload after upgrade; too broad to merge." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only network leak vs GLM-5 RoPE implementation; unrelated." + }, + { + "left": "issue:43874", "right": "issue:46617", "accept": false, - "reason": "Different failures: Qwen2.5-VL import error vs trust_remote_code cache load error." + "reason": "Missing image-processor method vs trust_remote_code cache file error." }, { "left": "issue:45850", "right": "issue:47110", "accept": false, - "reason": "Too broad vs a specific special_tokens shape error; not the same bug." + "reason": "Generic v5 complaint vs special_tokens list/keys error; not the same bug." }, { - "left": "issue:43010", - "right": "issue:43065", + "left": "issue:43824", + "right": "issue:46617", "accept": false, - "reason": "Cache/no_grad behavior is unrelated to the SAM3 dummy Conv2d issue." + "reason": "Missing exported class vs cache loading FileNotFoundError; different causes." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "CLI env command breakage and AttentionInterface.register behavior are different issues." + "reason": "CLI env command breakage vs AttentionInterface.register behavior change." }, { - "left": "issue:45125", - "right": "issue:45478", + "left": "issue:43010", + "right": "issue:43065", "accept": false, - "reason": "Both involve Qwen3.5 MoE, but different code paths: tensor-parallel plan vs from_pretrained loading." + "reason": "no_grad decoration for cache updates vs dummy Conv2d in Sam3PixelDecoder." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Different regressions: int4 memory/OOM vs model reload compatibility after upgrade." + "reason": "int4 quantization OOM vs model reload failure after upgrade." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:45125", + "right": "issue:45478", "accept": false, - "reason": "Separate missing exports: PreTrainedModel vs HybridCache." + "reason": "Same model family, but tensor-parallel metadata vs generic from_pretrained error are not clearly the same bug." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLflow run reporting is unrelated to tokenizer loading regression." + "reason": "MLFlow reporting issue vs tokenizer loading regression; unrelated." }, { - "left": "issue:45125", - "right": "issue:45375", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "Different problems in Qwen3.5 MoE vs vision config field handling." + "reason": "Two different import errors for different symbols; not duplicates." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Documentation pipeline removal and the placeholder issue 'racoon' are unrelated." + "reason": "Docs still referencing pipeline() vs an unrelated racoon issue." }, { - "left": "issue:30990", - "right": "issue:31795", + "left": "issue:45125", + "right": "issue:45375", "accept": false, - "reason": "Loading hang and forward-doc confusion are not the same bug." + "reason": "Tensor-parallel support bug vs missing config field; different defects." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled-file errors and data-filtering slowdown are unrelated." + "reason": "Compiled Python file errors vs training slowdown after upgrade." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading hang vs confusing forward docs; different topics." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "Local-files-only network leakage is unrelated to the placeholder issue 'racoon'." + "reason": "Network requests despite local_files_only vs unrelated racoon issue." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Offline-download behavior and FP8 save_pretrained are different bugs." + "reason": "local_files_only bug vs FP8 moe save_pretrained bug; unrelated." }, { "left": "issue:46664", "right": "issue:46726", "accept": false, - "reason": "Video num_frames semantics differ from missing vision-backend handling." + "reason": "Video num_frames semantics vs missing-vision-backend AutoProcessor error." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Both touch generation internals, but they are distinct code-path issues." + "reason": "Cache update no_grad request vs sync_gpus generation kwargs issue." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow job-state reporting is unrelated to tensor-parallel training." + "reason": "MLFlow reporting failure vs tensor parallel training bug." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both are loading regressions, but for different model families and causes." + "reason": "Qwen3VL loading regression vs checkpoint reload regression; too different." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "A BART generate UnboundLocalError is unrelated to forward-argument docs." + "reason": "Generation UnboundLocalError vs forward docs confusion." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Different loading regressions affecting different models and versions." + "reason": "Tokenizer loading regression vs Llama 3.2 vision model loading breakage." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file execution errors are unrelated to PretrainedConfig type checking." + "reason": "Compiled-file execution errors vs PreTrainedConfig type-checking regression." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "huggingface_hub import error is separate from the transformers env command breakage." + "reason": "Missing hub import vs broken transformers env CLI; not the same issue." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI command failure and config type-checking regression are unrelated." + "reason": "CLI command breakage vs config type-checking regression." }, { "left": "issue:43576", "right": "issue:47059", "accept": false, - "reason": "Both are CLI-related, but one is an env command bug and the other is a hub-version test failure." + "reason": "Different CLI failures with different dependency breakpoints." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Doc confusion is unrelated to an import error in configuration_utils." + "reason": "Documentation ambiguity vs import error for layer_type_validation." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Placeholder issue 'racoon' is unrelated to Gemma4 audio positional encoding." - }, - { - "left": "issue:43576", - "right": "issue:43824", - "accept": false, - "reason": "CLI env breakage and Qwen2.5-VL import failure are different issues." + "reason": "Unclear racoon issue vs Gemma-4 audio positional encoding bug." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE discussion is unrelated to the placeholder issue 'racoon'." - }, - { - "left": "issue:44315", - "right": "issue:44360", - "accept": false, - "reason": "Liger/model_init application and DSA indexer ReLU are unrelated." + "reason": "GLM-5 RoPE implementation issue vs unrelated racoon issue." }, { "left": "issue:43352", "right": "issue:44961", "accept": false, - "reason": "Flash Attention support for Nemotron is unrelated to the placeholder issue 'racoon'." - }, - { - "left": "issue:44351", - "right": "issue:46617", - "accept": false, - "reason": "Different import/cache failures with no shared concrete code path." + "reason": "Flash Attention support error vs unrelated racoon issue." }, { - "left": "issue:36296", - "right": "issue:43901", + "left": "issue:44315", + "right": "issue:44360", "accept": false, - "reason": "Tensor-parallel training bug and docs wording issue are unrelated." + "reason": "Liger Kernel application bug vs DSA indexer discussion; unrelated." }, { - "left": "issue:43475", + "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "SAM3 vision output attribute error is unrelated to cache FileNotFoundError." - }, - { - "left": "issue:46143", - "right": "issue:46144", - "accept": false, - "reason": "Related model area, but one is kwargs forwarding and the other is attention-interface integration." - }, - { - "left": "issue:41628", - "right": "issue:42548", - "accept": false, - "reason": "Different missing top-level imports: AutoImageProcessor vs PreTrainedModel." - }, - { - "left": "issue:44222", - "right": "issue:44230", - "accept": false, - "reason": "FP8 save_pretrained support and FP8 inference support are distinct changes." - }, - { - "left": "issue:45375", - "right": "issue:47110", - "accept": false, - "reason": "Missing config field handling and special_tokens list-key error are unrelated." + "reason": "HybridCache import error vs trust_remote_code cache FileNotFoundError." } ] }, @@ -18693,59 +18747,66 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ + "issue:36296", + "issue:41628", "issue:41669", "issue:42371", + "issue:42548", "issue:42890", "issue:43352", "issue:43408", + "issue:43475", "issue:43525", "issue:43572", "issue:43576", "issue:43673", "issue:43867", - "issue:43976", + "issue:43901", "issue:44038", - "issue:44077", + "issue:44222", "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:45375", "issue:45542", "issue:45753", "issue:45850", "issue:46095", + "issue:46143", + "issue:46144", "issue:46209", "issue:46218", - "issue:46328", + "issue:46617", "issue:46664", "issue:47059", "issue:47110", "issue:47176" ], "soft_pairs": [ - "issue:43525|issue:47110", + "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:43867|issue:47110", + "issue:43525|issue:47110", "issue:44315|issue:46209", "issue:44485|issue:46664", "issue:45362|issue:45850", @@ -18772,287 +18833,256 @@ "issue:42890|issue:44908", "issue:43576|issue:47176", "issue:43576|issue:44908", - "issue:43352|issue:44393", - "issue:44295|issue:45230", - "issue:44297|issue:45230", - "issue:43976|issue:44393", - "issue:44908|issue:45071", - "issue:44492|issue:46328", - "issue:44704|issue:44908", - "issue:41669|issue:44351", - "issue:41669|issue:45341", - "issue:43976|issue:46218", - "issue:44077|issue:44861" + "issue:43352|issue:44393" ], - "prepared_review_unit_hash": "8c1ac4aa48baae94779a327d2c0b61f3c89aaac64ad0483fb3356ffb989f7274", + "prepared_review_unit_hash": "02b62c479e3373799358b6e505b8872f2c3f02b6cc3feb586a8d00ccb8d83fba", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, - "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 39, - "serialized_chars": 38169, - "estimated_input_tokens": 9543, - "estimated_eval_tokens": 19342 + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37448, + "estimated_input_tokens": 9362, + "estimated_eval_tokens": 18980 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated Transformers issues, many centered on v5 regressions, model-specific compatibility bugs, and a few import/performance reports. I don\u2019t see any true duplicate pairs from the available titles alone.", - "confidence": 0.31, - "canonical_issue_reason": "Issue 45850 is the broadest umbrella report in the set (\u201cSince 5.0 version it breaks too many models\u201d), so it is the most representative single issue for this noisy v5-regression cluster.", + "summary": "Most candidate edges are broad-similarity false positives. I\u2019d only merge the lazy-loading/import-speed pair; the rest are different concrete bugs or too loosely related to treat as duplicates.", + "confidence": 0.69, + "canonical_issue_reason": "issue:44273 is the best umbrella issue here: it is the broader, more actionable lazy-loading regression, while issue:44246 reads like a symptom report about import slowness.", "canonical_pr_reason": null, - "best_issue_reason": "45850 is the most central/high-level representative of the cluster, even though it is vague and not a precise duplicate target.", + "best_issue_reason": "issue:44273 is the strongest representative overall: concrete, user-facing, and broad enough to subsume the related lazy-loading/import slowdown report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43525", + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug vs text-classification docs; unrelated bug and surface area." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "Different failure modes and code paths: SAM 3 video attribute error vs remote-code cache FileNotFoundError." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both RoFormer-related, but one is kwargs propagation and the other is attention-interface usage; not clearly the same bug." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are top-level import failures, but for different symbols and likely different missing exports/root causes." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained vs FP8 inference support are different operations and likely different bugs." + }, + { + "left": "issue:45375", "right": "issue:47110", "accept": false, - "reason": "Both are AttributeError-style reports, but one is about Llama4Config pad_token_id and the other about special_tokens shape; different code paths." + "reason": "Missing config field in Qwen3_5MoeVisionConfig vs a special_tokens shape error; unrelated." }, { "left": "issue:43867", "right": "issue:47110", "accept": false, - "reason": "State-dict loading failure and special_tokens keys error are unrelated bugs." + "reason": "State_dict load ordering issue vs special_tokens keys error; unrelated." + }, + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Llama4Config pad_token_id attribute bug vs special_tokens list/keys error; different failures." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Model_init/Liger Kernel application and FP8 inference on B200 are different features and failure modes." + "reason": "Liger Kernel model_init hook issue vs FP8 inference on B200; different code paths." }, { "left": "issue:44485", "right": "issue:46664", "accept": false, - "reason": "RoPE implementation discussion and video num_frames semantics are unrelated model-component bugs." + "reason": "RoPE implementation discussion vs video num_frames inconsistency; unrelated." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "A specific chat crash in Qwen3.5 is not the same underlying issue as a broad \u201cv5 breaks too many models\u201d meta-report." + "reason": "A specific Qwen3.5 chat crash vs a broad meta-issue about many models breaking in v5." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Chunked-prefill cache regression and a typo in cache strategy naming are not the same bug." + "reason": "Chunked-prefill cache regression vs a cache-strategies typo; not the same bug." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Missing processor.save_pretrained files is a concrete serialization bug; \u201cBug report\u201d is too generic to match it." + "reason": "A concrete processor.save_pretrained file-missing bug vs a placeholder 'Bug report' title; no evidence of duplication." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading/import behavior and TensorBoard-without-TensorFlow backend error are different subsystems." + "reason": "Lazy-loading regression vs a TensorFlow backend dependency problem; different underlying causes." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Qwen3-VL-Moe bug and missing tensor-parallel plan are different Qwen3-related issues." + "reason": "General Qwen3-VL-Moe bug vs missing tensor-parallel plan for Qwen3_5Moe; related model family but different issue." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading/import performance and unsafe sys.modules access are distinct import-time problems." + "reason": "Both touch import/lazy-loading behavior, but 45003 is specifically about unsafe sys.modules access and is not clearly the same bug." }, { "left": "issue:44360", "right": "issue:46664", "accept": false, - "reason": "DSA indexer and video processor frame semantics are unrelated." + "reason": "DSA ReLU discussion vs video processor num_frames semantics; unrelated." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star cleanup/perf issue does not match a GenerationMixin cache regression." + "reason": "Removing import * from models vs cache missing in chunked_prefill; different concerns." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL bounding-box hallucination and PretrainedConfig type-checking breakage are different bugs." + "reason": "Qwen3-VL 2D bbox output issue vs PretrainedConfig type-checking breakage; unrelated." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Broken transformers env CLI and checkpoint reload compatibility are separate failures." + "reason": "Broken env command vs checkpoint reload compatibility; same version context, but not the same bug." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Bounding-box output errors and infinite-loop behavior on a specific image are different Qwen3_5 bugs." + "reason": "Both are Qwen3-VL/vision-related, but one is bbox output hallucination and the other is an infinite loop on a specific image." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "A missing pad_token_id on Llama4Config is too specific to be the same as a broad v5 regression umbrella." + "reason": "Specific Llama4 config attribute error vs a broad 'v5 breaks too many models' complaint." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support and weight-conversion script availability are unrelated." + "reason": "FP8 inference support issue vs a weight-conversion-script question; different intents." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is a concrete config bug, not the same as the broad v5 breakage meta-issue." + "reason": "StableLmConfig pad_token_idx regression vs a broad v5 breakage report; too general to merge." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Checkpoint reload after upgrade and meta-initialization incompatibility are both version regressions, but not the same concrete problem." + "reason": "Both involve old checkpoint loading under v5, but one is a general upgrade failure and the other is a specific remote-code/meta-init incompatibility; not clearly the same concrete bug." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A cache-strategy typo is too narrow to duplicate a broad \u201cv5 breaks models\u201d report." + "reason": "A cache-strategy typo vs a broad compatibility complaint; not the same issue." }, { "left": "issue:45850", "right": "issue:47059", "accept": false, - "reason": "The former is a broad version-regression umbrella; the latter is a specific CLI incompatibility with huggingface_hub." + "reason": "General v5 breakage vs a specific CLI regression with huggingface_hub; different concrete failures." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API guidance and cache-strategy typo are unrelated." + "reason": "TF32 API-setting behavior vs cache-strategy typo; unrelated." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "sam3_video/sam3_tracker warning and Liger Kernel model_init behavior are unrelated." + "reason": "Model-type warning during instantiation vs Liger Kernel application with model_init; different bugs." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import-star performance regression and missing Qwen3_5ForCausalLM import are different import-related issues." + "reason": "Import-* removal/performance issue vs missing Qwen3_5 module import; unrelated." }, { "left": "issue:44246", "right": "issue:44273", - "accept": false, - "reason": "Slow import timing and lazy loading not working are related in theme, but not clearly the same underlying bug from the titles alone." + "accept": true, + "reason": "Both describe the same lazy-loading/import regression; slow import is a symptom of lazy loading not working properly." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Missing set_seed in integration tests and inverse_sqrt scheduler kwargs handling are unrelated." + "reason": "Missing set_seed in tests vs inverse_sqrt scheduler kwargs handling; unrelated." }, { "left": "issue:43576", "right": "issue:47176", "accept": false, - "reason": "Broken env command and shell-operator allowlist bypass are different CLI/security issues." + "reason": "Broken env command vs shell-operator allowlist bypass security issue; completely different." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "CLI env command breakage and scheduler kwargs propagation are unrelated." + "reason": "Env command regression vs scheduler kwargs bug; unrelated." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash-Attention-2 support error and Qwen3-VL bounding-box hallucination are separate model bugs." - }, - { - "left": "issue:44295", - "right": "issue:45230", - "accept": false, - "reason": "position_ids buffer access error is a concrete model/tensor issue, not the same as a generic bug report." - }, - { - "left": "issue:44297", - "right": "issue:45230", - "accept": false, - "reason": "tokenizer.save_pretrained class mismatch is specific and not matched by a generic bug report." - }, - { - "left": "issue:43976", - "right": "issue:44393", - "accept": false, - "reason": "Python version compatibility regression and Qwen3-VL output error are unrelated." - }, - { - "left": "issue:44908", - "right": "issue:45071", - "accept": false, - "reason": "Scheduler kwargs ignored and PretrainedConfig type-checking breakage are different API regressions." - }, - { - "left": "issue:44492", - "right": "issue:46328", - "accept": false, - "reason": "Cache-strategy typo and feature extractor pad conversion overhead are unrelated performance/config issues." - }, - { - "left": "issue:44704", - "right": "issue:44908", - "accept": false, - "reason": "AutoProcessor kwargs forwarding and scheduler kwargs forwarding are both kwargs bugs, but on different code paths and APIs." - }, - { - "left": "issue:41669", - "right": "issue:44351", - "accept": false, - "reason": "Import-star cleanup/performance and missing HybridCache import are different import-path failures." - }, - { - "left": "issue:41669", - "right": "issue:45341", - "accept": false, - "reason": "Import-star cleanup/performance and a small testing_utils bug are unrelated." - }, - { - "left": "issue:43976", - "right": "issue:46218", - "accept": false, - "reason": "Python-version compatibility and missing Qwen3_5ForCausalLM import are different failure modes." - }, - { - "left": "issue:44077", - "right": "issue:44861", - "accept": false, - "reason": "Optional post_init validation and tied-weight-key list handling are unrelated model-utils issues." + "reason": "Nemotron Flash Attention support warning vs Qwen3-VL bbox output issue; unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted soft edge is phrased conservatively: the import-slowdown issue is plausibly a symptom of the lazy-loading regression. The other pairwise rejections also stay on the cautious side and do not overclaim duplication." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -19067,14 +19097,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ - "issue:28348", - "issue:31515", "issue:31795", "issue:33453", "issue:34689", - "issue:38617", "issue:41669", "issue:42371", "issue:42913", @@ -19086,39 +19113,52 @@ "issue:43576", "issue:43704", "issue:43976", - "issue:44230", + "issue:44077", "issue:44261", "issue:44263", "issue:44273", + "issue:44295", + "issue:44297", "issue:44315", "issue:44351", "issue:44360", + "issue:44393", "issue:44485", "issue:44492", "issue:44623", "issue:44655", + "issue:44704", "issue:44829", "issue:44861", "issue:44908", - "issue:44998", + "issue:45071", "issue:45230", - "issue:45250", - "issue:45290", "issue:45310", + "issue:45341", "issue:45468", "issue:45850", "issue:46018", "issue:46095", "issue:46172", "issue:46218", + "issue:46328", "issue:46655", "issue:46894", - "issue:47059", "issue:47110", "issue:47176", "issue:47177" ], "soft_pairs": [ + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44492|issue:46328", + "issue:44704|issue:44908", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:43976|issue:46218", + "issue:44077|issue:44861", "issue:31795|issue:33453", "issue:43976|issue:47176", "issue:44485|issue:47176", @@ -19133,8 +19173,8 @@ "issue:45468|issue:46894", "issue:44655|issue:44861", "issue:43976|issue:47177", - "issue:43576|issue:46218", "issue:43519|issue:44908", + "issue:43576|issue:46218", "issue:41669|issue:43704", "issue:31795|issue:34689", "issue:45850|issue:47177", @@ -19154,329 +19194,312 @@ "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:42913|issue:43066" ], - "prepared_review_unit_hash": "e2013f8edb48206013e87bb2ee5d55ba1696d165c6383156dd93c0df93fdeafb", + "prepared_review_unit_hash": "cf728d0fc658c34fe381435f532f8b93f804712c176fc408c9cabb937a36f317", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 47, - "serialized_chars": 40944, - "estimated_input_tokens": 10236, - "estimated_eval_tokens": 20728 + "soft_pair_count": 46, + "serialized_chars": 40695, + "estimated_input_tokens": 10174, + "estimated_eval_tokens": 20604 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are a heterogeneous mix of unrelated transformer bugs, regressions, docs, and security issues. None of the suggested soft edges look like the same underlying defect, so there is no clear canonical duplicate in this set.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "This cluster is a loose collection of Transformers v5-era bug reports and regressions, but the soft pairs mostly point to different symptoms and code paths rather than true duplicates. I would not merge any of the candidate pairs.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella in the set (\u201cSince 5.0 version it breaks too many models\u201d), so it is the most representative cluster-level issue, even though it is too vague to be a precise duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "45850 is the most cluster-representative issue because it captures the general v5 breakage theme better than the narrow model- or component-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Different bugs: position_ids buffer access error vs an unspecified generic bug report; no shared code-path evidence." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "tokenizer.save_pretrained metadata mismatch is unrelated to the generic report; not the same underlying issue." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility failure is unrelated to Qwen3-VL bounding-box output behavior." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are separate code paths with different failure modes." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "A cache-strategy typo is unrelated to SequenceFeatureExtractor.pad's numpy/list conversion inefficiency." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor cached_file kwargs forwarding is unrelated to inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup/performance issue is not the same as the HybridCache import failure." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Model import cleanup is unrelated to a testing_utils bug." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python support mismatch and module import failure are different regressions." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "patchtsmixer post_init policy and _tied_weights_keys AttributeError are unrelated." + }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Docs confusion about forward args vs a tokenizer loading regression; different bugs." + "reason": "Documentation confusion about forward args is not the same as tokenizer loading regression." }, { "left": "issue:43976", "right": "issue:47176", "accept": false, - "reason": "Python-version incompatibility vs shell-command substitution bypass; unrelated." + "reason": "Python version compatibility and shell command allowlist bypass are unrelated concerns." }, { "left": "issue:44485", "right": "issue:47176", "accept": false, - "reason": "GLM-5 RoPE implementation vs security allowlist bypass; different code paths." + "reason": "RoPE implementation discussion is unrelated to the shell-substitution security bypass." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA ReLU discussion vs Gemma-4 audio positional encoding bug; not the same issue." + "reason": "DSA indexer activation choice and Gemma-4 audio positional encoding are different model-specific bugs." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env CLI vs lazy-loading behavior; only vaguely related to v5 changes." + "reason": "Broken transformers env command and lazy loading failure are unrelated features." }, { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Timestamp calculation in Qwen3VL processor vs video padding calculation; different processor logic." + "reason": "Qwen3VL timestamp calculation and SmolVLM video padding are separate processor bugs." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "model_init Liger-Kernel application bug vs flash_attention_3 training degeneration; distinct failures." + "reason": "Liger Kernel application in model_init and flash_attention_3 training degeneration are distinct issues." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic bug report vs a specific Qwen3.5 from_pretrained error; too broad to be duplicates." + "reason": "Generic bug report and Qwen3.5 Moe from_pretrained error are not the same concrete defect." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading problem vs inverse_sqrt scheduler kwargs bug; unrelated subsystems." + "reason": "Lazy loading behavior and scheduler kwargs handling are unrelated." }, { "left": "issue:44485", "right": "issue:47177", "accept": false, - "reason": "RoPE implementation bug vs tar/zip slip RCE; unrelated." + "reason": "GLM-5 RoPE implementation and tar/zip-slip RCE are completely different classes of bugs." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Processor timestamp math vs model RoPE implementation; different models and code paths." + "reason": "Qwen3VL timestamp math is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:45468", "right": "issue:46894", "accept": false, - "reason": "Gemma-4 audio positional encoding vs CohereASR training-loss double-shift; not the same defect." + "reason": "Gemma-4 audio positional encoding and CohereASR double-shift training loss are different model/training bugs." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Pipeline save_pretrained issue vs tied-weight key AttributeError; unrelated save/load internals." + "reason": "Pipeline save_pretrained failure and tied-weights key handling are unrelated save/load paths." }, { "left": "issue:43976", "right": "issue:47177", "accept": false, - "reason": "Python support mismatch vs arbitrary file-write security bug; unrelated." + "reason": "Python version support and archive extraction RCE are unrelated." }, { - "left": "issue:43576", - "right": "issue:46218", + "left": "issue:43519", + "right": "issue:44908", "accept": false, - "reason": "Broken env command vs import failure for Qwen3_5ForCausalLM; different symptoms and areas." + "reason": "Processor timestamp calculation and scheduler kwargs are different subsystems." }, { - "left": "issue:43519", - "right": "issue:44908", + "left": "issue:43576", + "right": "issue:46218", "accept": false, - "reason": "Processor timestamp bug vs scheduler kwarg handling; unrelated." + "reason": "Broken env CLI and Qwen3_5ForCausalLM import failure are not the same bug." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "import * cleanup/perf issue vs VRAM leak in multithreaded use; different changes." + "reason": "import * removal and VRAM leak in multi-threaded dataloader usage are unrelated." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Forward-arg documentation confusion vs model-loading regression for Llama 3.2; not duplicates." + "reason": "Forward-doc confusion is unrelated to Llama 3.2 model loading breakage." }, { "left": "issue:45850", "right": "issue:47177", "accept": false, - "reason": "Broad regression complaint vs tar/zip slip security issue; unrelated." + "reason": "A broad v5 regression theme does not make this the same bug as a shell/archive RCE vulnerability." }, { "left": "issue:45850", "right": "issue:47176", "accept": false, - "reason": "Broad v5 regression complaint vs shell-operator bypass; different bug class." + "reason": "General v5 breakage reports are too broad to match a specific command-substitution bypass vulnerability." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Different model-specific positional encoding bugs in separate architectures." + "reason": "RoPE implementation and audio positional encoding are separate model internals." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in threaded inference vs RoPE implementation bug; unrelated." + "reason": "VRAM leak under dataloader threads is unrelated to GLM-5 RoPE behavior." }, { "left": "issue:46218", "right": "issue:47177", "accept": false, - "reason": "Import error for a model class vs zip-slip/RCE security issue; unrelated." + "reason": "Module import failure and archive RCE are different layers and failure modes." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "DeepSeek-V4 gating bug vs a transpose/dtype issue; different code paths." + "reason": "Shared expert gating and comb.to(dtype).transpose(-1, -2) shape/dtype issue are unrelated DeepSeek-v4 bugs." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only API requests vs processor timestamp calculation; unrelated." + "reason": "local_files_only network calls and Qwen3VL timestamp calculation are separate problems." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 settings migration vs VRAM leak in multithreaded inference; different concerns." + "reason": "TF32 API guidance is unrelated to a VRAM leak bug." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "General v5 breakage complaint vs missing model import; too broad and different." + "reason": "A broad statement that many models break is not the same as a specific Qwen3_5 import failure." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Timestamp calculation bug vs processor.save_pretrained missing files; unrelated." + "reason": "Processor timestamp math and processor.save_pretrained missing files are different bugs." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split output handling vs Gemma-4 audio positional encoding; different model/code path." + "reason": "GlmMoeDsaIndexer torch.split return values and Gemma-4 audio positional encoding are unrelated." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "MLA q_a_layernorm epsilon precision issue vs Gemma-4 audio encoding bug; unrelated." - }, - { - "left": "issue:43298", - "right": "issue:46095", - "accept": false, - "reason": "Audio continuous batching support vs deepseekv4 weight conversion question; different topics." - }, - { - "left": "issue:43519", - "right": "issue:43704", - "accept": false, - "reason": "Processor timestamp bug vs VRAM leak under multiple dataloader threads; unrelated." - }, - { - "left": "issue:43352", - "right": "issue:46218", - "accept": false, - "reason": "Flash Attention 2.0 support for NemotronHForCausalLM vs Qwen3_5 import failure; different issues." - }, - { - "left": "issue:44351", - "right": "issue:46218", - "accept": false, - "reason": "HybridCache import error vs Qwen3_5 model import error; similar shape but different missing symbols." - }, - { - "left": "issue:44861", - "right": "issue:47110", - "accept": false, - "reason": "_get_tied_weight_keys AttributeError vs special_tokens dict/list mismatch; unrelated attribute errors." - }, - { - "left": "issue:42913", - "right": "issue:43066", - "accept": false, - "reason": "General tokenizer behavior change across v4/v5 vs wrong tokenizer decoder type; related area, not the same bug." - }, - { - "left": "issue:44861", - "right": "issue:47059", - "accept": false, - "reason": "Tied-weight key crash vs CLI test failure from huggingface_hub compatibility; different code paths." - }, - { - "left": "issue:28348", - "right": "issue:45250", - "accept": false, - "reason": "GPT2LMHeadModel-specific Flash Attention 2.0 support vs a generic Flash Attention 2.0 report; not the same concrete bug." - }, - { - "left": "issue:44908", - "right": "issue:44998", - "accept": false, - "reason": "Scheduler kwargs bug vs unrelated placeholder issue titled 'Unemployment'." - }, - { - "left": "issue:44998", - "right": "issue:47177", - "accept": false, - "reason": "Placeholder/irrelevant issue vs security file-write vulnerability; unrelated." + "reason": "MLA rms_norm_eps precision issue and Gemma-4 audio positional encoding are different implementation bugs." }, - { - "left": "issue:44998", - "right": "issue:47176", - "accept": false, - "reason": "Placeholder/irrelevant issue vs shell command-substitution bypass; unrelated." - }, - { - "left": "issue:44492", - "right": "issue:44998", + { + "left": "issue:43298", + "right": "issue:46095", "accept": false, - "reason": "Typo in cache strategies vs irrelevant placeholder issue; no relation." + "reason": "Continuous batching support for audio models is unrelated to DeepSeek-v4 weight conversion questions." }, { - "left": "issue:44998", - "right": "issue:45850", + "left": "issue:43519", + "right": "issue:43704", "accept": false, - "reason": "Irrelevant placeholder issue vs broad v5 breakage complaint; unrelated." + "reason": "Timestamp calculation in a processor and multi-thread VRAM leak are not the same code path." }, { - "left": "issue:44861", - "right": "issue:45290", + "left": "issue:43352", + "right": "issue:46218", "accept": false, - "reason": "Tied-weight key crash vs chat template tool-call crash; different functionality." + "reason": "Flash Attention 2 support for NemotronHForCausalLM is unrelated to a Qwen3_5 import error." }, { - "left": "issue:31515", - "right": "issue:38617", + "left": "issue:44351", + "right": "issue:46218", "accept": false, - "reason": "Slow from_pretrained loading vs ImportError for layer_type_validation; unrelated." + "reason": "HybridCache import exposure and Qwen3_5 module import failure are distinct packaging/import issues." }, { - "left": "issue:44230", - "right": "issue:44623", + "left": "issue:44861", + "right": "issue:47110", "accept": false, - "reason": "FP8 support request vs processor.save_pretrained missing files; different areas." + "reason": "tied-weights key handling and special_tokens list-vs-dict error are unrelated attribute/type errors." }, { - "left": "issue:28348", - "right": "issue:43352", + "left": "issue:42913", + "right": "issue:43066", "accept": false, - "reason": "Both mention Flash Attention 2.0, but one is GPT2LMHeadModel support and the other is NemotronHForCausalLM support; different model-specific bugs." + "reason": "Unexpected tokenizer behavior differences and wrong tokenizer decoder type are related to tokenizers generally, but these are different concrete v5 regressions." } ] }, @@ -19498,27 +19521,52 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-519", + "cluster_id": "cluster-10000-520", "nodes": [ + "issue:28348", "issue:29870", "issue:30333", "issue:31515", "issue:31795", "issue:36296", "issue:37934", + "issue:38617", "issue:42936", "issue:43240", "issue:43298", + "issue:43352", "issue:43668", "issue:43717", "issue:43813", "issue:44031", "issue:44230", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45250", + "issue:45290", "issue:45310", + "issue:45850", "issue:46018", - "issue:46144" + "issue:46144", + "issue:47059", + "issue:47176", + "issue:47177" ], "soft_pairs": [ + "issue:44861|issue:47059", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44998|issue:47177", + "issue:44998|issue:47176", + "issue:44492|issue:44998", + "issue:44998|issue:45850", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:28348|issue:43352", "issue:29870|issue:31515", "issue:31515|issue:36296", "issue:30333|issue:31515", @@ -19538,142 +19586,208 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "85b3d6c766a703ffc7e4999fcee889d1d1df982f6937f99cce2d7c4a03d05c67", + "prepared_review_unit_hash": "65907bddb4c65d2066b0cbff1a1daa56195fef904551a6483edec7effeaf90a1", "component_budget": { - "node_count": 519, - "item_count": 519, - "soft_pair_count": 1910, - "serialized_chars": 990732, - "estimated_input_tokens": 247683, - "estimated_eval_tokens": 495622 + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 }, "budget": { - "node_count": 17, - "item_count": 17, - "soft_pair_count": 18, - "serialized_chars": 14952, - "estimated_input_tokens": 3738, - "estimated_eval_tokens": 7732 + "node_count": 31, + "item_count": 31, + "soft_pair_count": 29, + "serialized_chars": 26078, + "estimated_input_tokens": 6520, + "estimated_eval_tokens": 13296 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the items span unrelated bugs, docs questions, tokenizer warnings, model architecture issues, and training/runtime regressions. The soft similarities appear lexical rather than duplicate-level, so none of the proposed edges should be merged.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 29870 is the clearest concrete runtime bug report in the set, with an explicit error, affected model, and actionable reproduction context; however, the cluster does not look like a true duplicate set overall.", + "summary": "Mostly heterogeneous issues with superficial title overlap. The only recurring theme is Flash Attention 2.0, but the matching items are still different model-specific or feature-level requests rather than exact duplicates, so I would not merge any soft edge.", + "confidence": 0.63, + "canonical_issue_reason": "issue:45250 is the broadest clean representative of the recurring Flash Attention 2.0 theme; the nearby flash-attention items are narrower model-specific requests, while the rest of the cluster is unrelated noise.", "canonical_pr_reason": null, - "best_issue_reason": "29870 is the strongest representative issue only in the sense that it is specific and bug-focused. The rest of the items are too diverse to support a single true canonical duplicate.", + "best_issue_reason": "issue:45250 is the best overall anchor because it is concise, technical, and closest to the small flash-attention subtheme in this noisy set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Different failures: tied-weight helper AttributeError vs CLI/huggingface_hub completion regression." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but one is GPT2LMHeadModel-specific support and the other is a generic feature request, not the same change." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwarg bug and an unrelated spam title are not the same issue." + }, + { + "left": "issue:44998", + "right": "issue:47177", + "accept": false, + "reason": "Unemployment spam is unrelated to a shell-operator command-substitution security bypass." + }, + { + "left": "issue:44998", + "right": "issue:47176", + "accept": false, + "reason": "Unemployment spam is unrelated to a shell allowlist bypass under ALLOW_SHELL_OPERATORS=true." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Typo in cache strategy docs and the spam issue share no underlying bug or fix." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Spam title does not correspond to the broad version-breakage report." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weights AttributeError and chat-template tool-call crash are different code paths." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading and missing import of layer_type_validation are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support and processor.save_pretrained missing files are different bugs." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both are Flash Attention 2.0 related, but they target different models and request separate support work." + }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "BART generate() UnboundLocalError is unrelated to slow checkpoint loading from_pretrained." + "reason": "BART generate() decoder mask bug is unrelated to slow from_pretrained checkpoint loading." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading performance has no clear relation to tensor parallel training bugs." + "reason": "Checkpoint load performance and tensor-parallel training bug are different problem domains." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow reporting on failed jobs is unrelated to from_pretrained checkpoint load latency." + "reason": "MLFlow run-finalization reporting and slow checkpoint loading are not the same underlying issue." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Load performance and documentation confusion about input_ids/past_key_values are different problem types." + "reason": "from_pretrained performance and forward-API documentation confusion are unrelated." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen3/VL fp8 or MoE, but one is about inference support and the other about from_pretrained errors; not the same concrete bug." + "reason": "FP8 inference support and Qwen3.5 MoE from_pretrained error are different model/features." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching for audio models is unrelated to Qwen3-VL/Qwen3.5 MoE fp8 inference support." + "reason": "Continuous batching for audio models is unrelated to FP8 Qwen inference support." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are distinct code paths." + "reason": "Mamba init_weights behavior and RoFormer attention interface usage are different code paths." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared expert gating are different model-specific issues." + "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 unrelated to tokenizer regex warning regressions." + "reason": "ModernBERT norm_eps typing and tokenizer regex warnings are different issues." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Unused ignore_value and kwargs not passed to loss calculation are not the same bug." + "reason": "Mask2Former ignore_value handling and loss-kwargs propagation are not the same fix." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss-function kwargs forwarding and RoFormer attention implementation are unrelated." + "reason": "Loss kwargs plumbing and RoFormer attention interface usage are unrelated." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former ignore_value handling has no meaningful overlap with tokenizer regex warnings." + "reason": "Different subsystems: segmentation loss handling vs tokenizer regex warnings." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Mask2Former loss/ignore_value behavior and RoFormer attention-interface usage are different issues." + "reason": "Mask2Former loss behavior and RoFormer attention implementation are unrelated." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former ignore_value and a typo in quantization_operation are unrelated." + "reason": "Mask2Former ignore_value and a quantization-operation typo are unrelated." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Incorrect norm_eps type hint and a typo in quantization_operation are different trivial fixes." + "reason": "Incorrect type hint in ModernBERTConfig and a quantization typo are different issues." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs forwarding is unrelated to a ModernBERT config type hint." + "reason": "Loss kwargs forwarding and ModernBERT type hint correctness are unrelated." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Whether Llama4TextL2Norm should be RMSNorm is unrelated to ModernBERT norm_eps typing." + "reason": "Llama4TextL2Norm/RMS norm question is unrelated to a ModernBERT config type hint." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value usage and ModernBERT config typing are not duplicate bugs." + "reason": "Mask2Former ignore_value handling and ModernBERT type hint correctness are unrelated." } ] }, @@ -19706,7 +19820,7 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "236c1b207fe57254545340ddd8e24946819c589b36ac3b064e4c948c17857b26", + "prepared_review_unit_hash": "215aefd70a2a34cba6740b0ff0530c9a4642316e42f8d446af872d5d8b1eed76", "component_budget": { "node_count": 3, "item_count": 3, @@ -19728,30 +19842,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are unrelated feature requests: token truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word boundary offsets. They do not describe the same underlying bug or change, so this is not a duplicate cluster.", - "confidence": 0.99, + "summary": "These three issues are unrelated feature requests in different areas: tokenizer truncation behavior, learning-rate scheduling, and Wav2Vec2 word timestamps. None should be deduplicated together.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No single canonical issue emerges because the topics are unrelated; if a representative issue had to be chosen, #10519 is the clearest self-contained feature request, but 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 domains and requests: truncation direction vs speech word timing offsets. No shared code path or concrete change target." + "reason": "Different domains and user needs: tokenizer truncation direction vs Wav2Vec2 word boundary offsets. Similarity is only superficial at the feature-request level." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated functionality: tokenizer truncation option vs learning-rate scheduler behavior. Not the same bug or feature." + "reason": "One asks for truncation-from-beginning behavior; the other asks for ReduceLROnPlateau-like scheduling. No shared bug or code path." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "No overlap beyond both being feature ideas. One is about training schedules, the other about extracting Wav2Vec2 time offsets." + "reason": "Learning-rate scheduler functionality and audio word timestamp extraction are unrelated; not the same underlying issue." } ] }, @@ -19783,12 +19897,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "17c3678a355815cb22d028a695ed00c8b4e59c2491d3467ac00c2f1abeedce61", + "prepared_review_unit_hash": "880c07c7e39aa0c2216be6ce1fcc96bd33427dbafd6dc282df3ae1518fde412c", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2477, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19796,7 +19910,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2477, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19805,24 +19919,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues do not look like duplicates. Two are about model loading/download failures, but one is specifically an auth/error-message problem for private models and the other is a broader inability to load a public model; the Tapas tokenization issue is unrelated.", - "confidence": 0.89, - "canonical_issue_reason": "Issue #16618 is the most concrete and broadly phrased model-loading failure, so it is the best representative of the small loading-related subset here.", + "summary": "These three issues do not look like duplicates: one is about Tapas tokenization differing from TensorFlow, one about a misleading private-model download error, and one about failing to load bert-base-uncased. The cluster is only loosely related by Transformers/model-loading context.", + "confidence": 0.91, + "canonical_issue_reason": "issue:16618 is the broadest and most representative user-facing failure in the set; it also has the strongest discussion activity. The other two are narrower and concern different underlying problems.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #16618 is the best single issue to keep as the representative because it describes a direct, user-visible failure to load a model and is the broadest of the three.", + "best_issue_reason": "issue:16618 is the best single issue to keep as the cluster representative because it is the most generic model-loading bug and closest to the shared theme suggested by the soft similarity links.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different problems: Tapas tokenization mismatch versus model loading failure. No shared code path or concrete bug evidence." + "reason": "Tokenization mismatch for Tapas and a model-loading failure for bert-base-uncased are different code paths and different user problems." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both involve model access/loading, but one is specifically a private-model login/auth error message and the other is a generic failure to load bert-base-uncased. Too different to treat as the same bug." + "reason": "A bad error message for unauthenticated private-model download is not the same underlying bug as a failure to load bert-base-uncased." } ] }, @@ -19852,7 +19966,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "1b542fb9c06095b5fb77323b95c312838df40476116918a73c7bcf7977a0dca3", + "prepared_review_unit_hash": "8342f49131c9e51c665eaec35a10dab56df7d397749682c1dd0195495449a92b", "component_budget": { "node_count": 2, "item_count": 2, @@ -19874,18 +19988,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate community contribution feature requests: one for Flash Attention 2 support and one for GGUF support. They share a superficial pattern but target different architectures and code paths, so they are not duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the requests are for different features (Flash Attention 2 vs GGUF) rather than the same underlying bug or change.", + "summary": "These are two separate community-contribution feature requests: one for Flash Attention 2 support and one for GGUF support. They target different architectures and different implementation work, so they are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a duplicate of the other, so there is no single best issue to represent a merged cluster.", + "best_issue_reason": "Neither issue is a duplicate of the other; if forced to pick a representative, #33260 is the more recent and slightly more central request, but both should remain separate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different feature areas and implementation targets; one asks for Flash Attention 2 support, the other for GGUF support. Similar wording about architecture support is not enough to make them the same change." + "reason": "Different requested features for different model/runtime support paths (Flash Attention 2 vs GGUF); they do not describe the same underlying bug or change." } ] }, @@ -19950,7 +20064,7 @@ "issue:46222|issue:46931", "issue:46226|issue:46931" ], - "prepared_review_unit_hash": "002219d4a515edc3db843ecd08e7404721b780881cf211f5666144f142ab3916", + "prepared_review_unit_hash": "c501c0e4223cbbf00306715f2ecbf0696dbf7cbc08ec1604d53d79b7f3729004", "component_budget": { "node_count": 9, "item_count": 9, @@ -19972,195 +20086,195 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a mix of separate documentation-translation issues by language plus a few exact duplicate placeholder issues. Only the identical-title pairs look like true duplicates; the language-specific requests should stay separate.", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical issue fits the whole cluster because most items are distinct translation targets (Turkish, Spanish, Romanian, Thai, etc.). Within the exact-duplicate subgroup, issue 43834 is the best representative because it is the earliest of the identical placeholder-title issues.", + "summary": "Only the Thai pair 46222/46226 looks like a likely duplicate from visible metadata: identical title, identical body length, and creation one day apart. The other i18n issues share template-like titles, but there isn\u2019t enough evidence in the packet to call them duplicates.", + "confidence": 0.81, + "canonical_issue_reason": "issue:46222 is the best canonical issue because it is the earlier open copy of the likely duplicate Thai pair and has the stronger visible reference/activity signal.", "canonical_pr_reason": null, - "best_issue_reason": "43834 is the cleanest representative of the only clear duplicate subgroup, but it is not a global canonical for the full mixed-language cluster.", + "best_issue_reason": "issue:46222 is the strongest issue representative in the cluster because it sits in the only high-confidence duplicate pair and remains open.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different translation targets; same template text is not enough to make them duplicates." + "reason": "Same i18n-style template, but the visible titles point to different translation requests and there is no concrete evidence of the same underlying issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Turkish vs generic placeholder issue; not the same underlying request." + "reason": "Template similarity alone is not enough; the packet does not show these as the same request." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Language-specific Turkish issue is distinct from the placeholder template issue." + "reason": "These look like separate translation issues; no direct evidence ties them to one duplicate report." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different languages; these are separate translation tasks." + "reason": "Different visible language-tagged translation issue, so not the same concrete issue." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish and Spanish translation requests are distinct." + "reason": "Turkish and Spanish translation requests are distinct from the visible metadata." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish request is not the same as the generic placeholder issue." + "reason": "Shared template wording is not enough to show the same underlying change or bug." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different language target; not a duplicate." + "reason": "No direct evidence that these are the same translation request rather than two separate issues." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish vs Romanian translation requests are separate issues." + "reason": "These appear to be separate language-specific translation issues, not duplicates." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Different language-specific request from a placeholder template issue." + "reason": "The packet only shows similar template text, not the same concrete issue." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian translation issue is distinct from the placeholder issue." + "reason": "Visible metadata suggests different translation issues; the shared template is not enough to merge them." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Different translation target; not the same underlying issue." + "reason": "No evidence beyond template similarity that these are the same request." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian-specific request is not a duplicate of the generic template issue." + "reason": "These look like separate instances of the translation template, not one duplicate issue." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Different content and language; not the same issue." + "reason": "Different visible titles and no body text evidence to support the same underlying request." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Different content and language; not the same issue." + "reason": "Different visible titles and no body text evidence to support the same underlying request." }, { "left": "issue:43834", "right": "issue:44370", - "accept": true, - "reason": "Same placeholder title and near-identical body indicate the same duplicate translation request." + "accept": false, + "reason": "High textual similarity comes from the template title, but that alone does not justify a duplicate merge." }, { "left": "issue:43834", "right": "issue:44365", - "accept": true, - "reason": "Identical generic title/body; clear duplicate of the same placeholder issue." + "accept": false, + "reason": "Same placeholder-style title, but the packet does not prove they report the same issue." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Despite body similarity, the titles point to different issues; not enough evidence of one underlying request." + "reason": "No concrete evidence of the same underlying issue beyond a shared template pattern." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Different titles and no concrete evidence they are the same issue." + "reason": "No concrete evidence of the same underlying issue beyond a shared template pattern." }, { "left": "issue:43834", "right": "issue:46931", "accept": false, - "reason": "Different issue content; not the same request." + "reason": "The titles differ enough that this is not clearly the same translation request." }, { "left": "issue:44365", "right": "issue:44370", - "accept": true, - "reason": "Same placeholder issue text; these are duplicates." + "accept": false, + "reason": "Identical template text is suggestive, but the packet does not show enough to confirm a duplicate." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Different titles and apparent issue subjects; not a safe duplicate match." + "reason": "No evidence beyond similar i18n template wording that these are the same issue." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Different titles; no clear evidence they are the same issue." + "reason": "No evidence beyond similar i18n template wording that these are the same issue." }, { "left": "issue:44365", "right": "issue:46931", "accept": false, - "reason": "Different issue subject; not a duplicate." + "reason": "This appears to be a different Thai-titled issue, not the same request." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Generic placeholder issue and Thai-titled issue do not clearly match the same request." + "reason": "Same template family, but there is no direct evidence that the underlying request matches." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Different titles and likely different underlying issues." + "reason": "Same template family, but there is no direct evidence that the underlying request matches." }, { "left": "issue:44370", "right": "issue:46931", "accept": false, - "reason": "Different issue subjects; not a duplicate." + "reason": "Different visible title content, so not the same issue." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Exact same title and matching body shape strongly indicate a true duplicate." + "reason": "Likely duplicate: identical visible title, identical body length, and close creation time; the packet supports merging this pair even though the body text is not shown." }, { "left": "issue:46222", "right": "issue:46931", "accept": false, - "reason": "Thai-titled issues are different enough in title/content to avoid merging." + "reason": "Different title/content, so it does not look like the same issue." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "Different titles and no strong evidence they are the same underlying issue." + "reason": "Different title/content, so it does not look like the same issue." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The analyst stayed conservative overall: it separated the clearly different language-target issues, identified the exact duplicate Thai pair, and limited the placeholder-title duplicates to the strongest subgroup. The summary is grounded in the packet and does not overstate the evidence." + "accept": false, + "feedback": "Reject: the duplicate call on 46222/46226 is plausible from identical titles, same body length, and close timing, but the packet does not show the body text, so claims like \u201ceffectively identical issue content\u201d or \u201csame title/body\u201d are overstated. The summary also generalizes several placeholder-titled i18n issues as language-specific without direct packet evidence. Keep the conclusions more conservative, e.g. \u201clikely duplicate\u201d based on visible metadata only." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -20250,12 +20364,12 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "11bd2b5a8d6bb26f7d5ca44f81fcf592bf30b23b3a85bbc92981bfaeb1cf8ad9", + "prepared_review_unit_hash": "c92e03e85b207aacd75f9b64df0ca70c24fa74e72d0ae021fcb110f770750002", "component_budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28612, + "serialized_chars": 28609, "estimated_input_tokens": 7153, "estimated_eval_tokens": 14562 }, @@ -20263,7 +20377,7 @@ "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28612, + "serialized_chars": 28609, "estimated_input_tokens": 7153, "estimated_eval_tokens": 14562 }, @@ -20272,108 +20386,108 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All pairs are false positives from broad model-request wording; the issues target different model families, tasks, or architectures, so none should be deduplicated.", - "confidence": 0.99, - "canonical_issue_reason": null, + "summary": "This cluster is only superficially similar: it groups many unrelated model/support requests that share an 'Add/Support X' template, not the same underlying bug or change. No soft edge should be merged, and there is no true canonical issue/PR here.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the items span unrelated model requests (vision, audio, text, keypoint, architecture/config changes), so the similarity is largely title-template noise.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No global best issue for duplicate triage; any single issue would misrepresent the cluster because the requests are distinct and not mergeable into one change.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:47004", "accept": false, - "reason": "Both are keypoint-related, but RoMa matcher vs LoMa detector+matcher are different requests." + "reason": "RoMa matcher vs LoMa detector/matcher are different model requests, not the same change." }, { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "RoMa keypoint matcher and MiniCPM3 architecture are unrelated model requests." + "reason": "Keypoint matcher request and MiniCPM3 architecture request are unrelated." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config and DEIMv2 are different model families with no shared code change." + "reason": "EuroBert config work and DEIMv2 support are different model additions." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config vs Qwen3-TTS support are unrelated." + "reason": "EuroBert config and Qwen3-TTS support are unrelated model requests." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert and RF-DETR are different models; only the generic add-model wording overlaps." + "reason": "EuroBert config and RF-DETR model support are different changes." }, { "left": "issue:36817", "right": "issue:42954", "accept": false, - "reason": "EuroBert config and XiaoMi MiMo are different model requests." + "reason": "EuroBert config and XiaoMi MiMo are distinct models." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are distinct vision models, not the same change." + "reason": "RF-DETR and DEIMv2 are separate model support requests." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR and LFM2.5 Audio 1.5B are unrelated model families." + "reason": "RF-DETR vision model support is unrelated to LFM2.5 Audio 1.5B." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR vs weight-sparse transformer: different architecture and task." + "reason": "RF-DETR support and the weight-sparse transformer request target different code paths/models." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR object detection and Qwen3-ASR audio support are unrelated." + "reason": "RF-DETR and Qwen3-ASR are different model additions." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS support are different model additions." + "reason": "RF-DETR and Qwen3-TTS are unrelated model requests." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR target different model families and code paths." + "reason": "NeoBERT and Qwen3-ASR are different model support requests." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and the weight-sparse transformer request are not the same change." + "reason": "NeoBERT support and weight-sparse transformer support are unrelated." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT is a BERT-family model; LFM2.5 Audio is an audio model request." + "reason": "NeoBERT and LFM2.5 Audio 1.5B do not describe the same change." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are unrelated model additions." + "reason": "RF-DETR and NeoBERT are distinct model requests." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different BERT-family models, not duplicates." + "reason": "NeoBERT and ModernVBERT models are separate additions." }, { "left": "issue:41115", @@ -20385,79 +20499,73 @@ "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 architecture vs weight-sparse transformer: different requests." + "reason": "MiniCPM3 and the weight-sparse transformer request are different changes." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are separate model-support issues." + "reason": "MiniCPM3 architecture work and ModernVBERT model support are not the same issue." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS are different model families." + "reason": "MiniCPM3 and Voxtral-4B-TTS-2603 are different model requests." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + "reason": "DEIMv2 and Qwen3-TTS are unrelated model additions." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT models and Qwen3-ASR support are different additions." + "reason": "ModernVBERT model support and Qwen3-ASR support are distinct requests." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are different model families." + "reason": "ModernVBERT models and Qwen3-TTS are different model families." }, { "left": "issue:42503", "right": "issue:42954", "accept": false, - "reason": "ModernVBERT models vs XiaoMi MiMo: no duplicate underlying change." - }, - { - "left": "issue:42503", - "right": "issue:46653", - "accept": false, - "reason": "ModernVBERT models and a person-name issue are unrelated." + "reason": "ModernVBERT and XiaoMi MiMo are not the same underlying change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE and Voxtral TTS are unrelated." + "reason": "BERT-like models with RoPE and Voxtral-4B-TTS target different model support." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT is a specific model request; BERT-like models with RoPE is a generic architectural proposal." + "reason": "ModernVBERT support and BERT-like models with RoPE are related only broadly, not the same request." }, { "left": "issue:42738", "right": "issue:42954", "accept": false, - "reason": "BERT-like models with RoPE and XiaoMi MiMo are different requests." + "reason": "BERT-like models with RoPE and XiaoMi MiMo are unrelated." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "BERT-like models with RoPE and a person-name issue are unrelated." + "reason": "BERT-like models with RoPE and a person-name issue are clearly not the same change." }, { "left": "issue:42954", "right": "issue:44205", "accept": false, - "reason": "XiaoMi MiMo and SAM3-LiteText are different model families." + "reason": "XiaoMi MiMo and SAM3-LiteText are different model requests." }, { "left": "issue:42954", @@ -20469,37 +20577,37 @@ "left": "issue:42954", "right": "issue:45177", "accept": false, - "reason": "XiaoMi MiMo and DeepSeek-OCR2 are different model requests." + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are distinct model additions." }, { "left": "issue:42954", "right": "issue:46653", "accept": false, - "reason": "XiaoMi MiMo and a person-name issue are unrelated." + "reason": "XiaoMi MiMo and a person-name issue do not describe the same task." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR share a brand but request different modalities and code paths." + "reason": "Qwen3-TTS and Qwen3-ASR are different modalities and separate requests." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Both are audio-related, but Qwen3-TTS and Voxtral TTS are different models." + "reason": "Qwen3-TTS support and Voxtral-4B-TTS support are different model additions." }, { "left": "issue:43671", - "right": "issue:44121", + "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS support and the sparse-transformer request are unrelated." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated changes." }, { "left": "issue:43671", - "right": "issue:45177", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are different model additions." + "reason": "Qwen3-TTS support and weight-sparse transformer support are different code-path requests." }, { "left": "issue:43837", @@ -20509,81 +20617,69 @@ }, { "left": "issue:43837", - "right": "issue:44121", - "accept": false, - "reason": "Qwen3-ASR support and weight-sparse transformer are unrelated." - }, - { - "left": "issue:43837", - "right": "issue:45027", - "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different audio tasks/models." - }, - { - "left": "issue:43837", - "right": "issue:45177", + "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated model requests." + "reason": "Qwen3-ASR support and EUPE are unrelated model requests." }, { "left": "issue:43837", - "right": "issue:45322", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and EUPE are different model families." + "reason": "Qwen3-ASR support and weight-sparse transformer support are different changes." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are unrelated additions." + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are unrelated models." }, { "left": "issue:43909", "right": "issue:46645", "accept": false, - "reason": "LFM2.5 Audio and Granite SWA+sink option are different changes." + "reason": "LFM2.5 Audio 1.5B and Granite SWA+sink are different model/config changes." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer and EUPE are unrelated model requests." + "reason": "Weight-sparse transformer and EUPE are unrelated requests." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different audio models." + "reason": "Qwen3-ASR and Voxtral-4B-TTS are different audio-related models, not the same change." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + "reason": "NeoBERT and Voxtral-4B-TTS are unrelated model requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model families." + "reason": "Qwen3-ASR support and DeepSeek-OCR2 are different model additions." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are distinct vision-language model requests." + "reason": "EUPE and TIPSv2 are different model requests." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT models and a person-name issue are unrelated." + "reason": "ModernVBERT models and a person-name issue are not the same underlying item." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support and a person-name issue are unrelated." + "reason": "Voxtral-4B-TTS support and a person-name issue are unrelated." } ] }, @@ -20613,12 +20709,12 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "6fab678ba8f9e57ef05c5aba3641cadfe324277915ff93c4d09c5fd16e6bf397", + "prepared_review_unit_hash": "af69a29810f984cf0d1a988bd12985f5799b5f95f67600c40dec40dee69548b3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1506, + "serialized_chars": 1505, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -20626,7 +20722,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1506, + "serialized_chars": 1505, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -20635,18 +20731,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is a docs request about adding `pruna` as an optimization framework, and the other is a Vision RoPE refactor. They concern different areas and different kinds of work.", - "confidence": 0.99, - "canonical_issue_reason": "No canonical issue for this cluster: the items are unrelated and do not describe the same bug or change.", + "summary": "The two issues are unrelated: one is a docs request for adding Pruna as an optimization framework, and the other is a Vision RoPE refactor. No duplicate or same-underlying-bug relationship is evident.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No strong cluster anchor exists because the issues are from different domains; if a single issue must be chosen, 46443 is the more concrete engineering task, but it is not a duplicate of 38740.", + "best_issue_reason": "If a representative issue must be chosen, issue 46443 is the more substantive technical refactor; issue 38740 is a standalone documentation request and not a likely duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different subjects and work types: docs/framework addition vs Vision RoPE refactor. No shared code path or concrete change target." + "reason": "Different topics and scopes: documentation about Pruna vs a Vision RoPE code refactor. They do not describe the same underlying bug or change." } ] }, @@ -20676,7 +20772,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "0ba457c50c6ad8148562c40414dd2a83e7be7d13ee665ed812984e0a2e61bbb7", + "prepared_review_unit_hash": "83bb4830e8070e0e7a238e1c6433e2002413b6f1f38c11c02164372cf0d79adb", "component_budget": { "node_count": 2, "item_count": 2, @@ -20698,8 +20794,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is about block decoding behavior, the other is a model-specific DeepSeek v3.2 support request. They do not describe the same underlying bug or change.", - "confidence": 0.98, + "summary": "These two issues do not appear to be duplicates: one is about block decoding, the other requests DeepSeek v3.2 support. The soft similarity is only topical and there is no shared codepath, target, or concrete overlap.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -20709,7 +20805,7 @@ "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different topics and likely different workstreams: block decoding implementation vs adding DeepSeek v3.2 support. No shared targets, filenames, or concrete code-path overlap." + "reason": "Different underlying requests: a decoding behavior change vs. adding model support. No explicit linkage, shared targets, or evidence they should be resolved by the same fix." } ] }, @@ -20739,40 +20835,40 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "70edf598a4bfe2e66cf8c68b823761cdad0f82f4f8076cc13e9dc7edcd9a92c1", + "prepared_review_unit_hash": "452e1c32914d058d73bc9b4f06ff23296906442a31c2c5739e71aba48032e31a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1585, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1585, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are both about model efficiency features, but they target different components and different changes: one is an API/flag request for `from_pretrained()` around TiledFusedLogitsLoss/FLCE, the other is about integrating TiledMLP for lower memory footprint. They do not look like the same underlying bug or change.", - "confidence": 0.93, - "canonical_issue_reason": "Issue #41306 is the better canonical issue because it is more concrete and narrowly scoped, with a specific API surface (`from_pretrained()`) and named component (`TiledFusedLogitsLoss` / FLCE).", + "summary": "These issues are both about tiled/memory-saving model components, but they describe different feature requests in different code paths: one is about exposing a TiledFusedLogitsLoss/LigerFusedLinearCrossEntropy flag in from_pretrained(), the other is about integrating TiledMLP for lower memory use. They should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #41306 is the more concrete API integration request, centered on a specific from_pretrained() flag and one implementation path.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #41306 is the best representative of the cluster because it is the most specific, actionable request; #41826 is a separate feature proposal about TiledMLP memory reduction.", + "best_issue_reason": "Issue #41306 is the best representative of the cluster because it is the more specific, actionable request; #41826 is a separate feature request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Reject: these are different feature requests for different subsystems. One asks for a `from_pretrained()` flag for fused logits loss / FLCE, while the other is about integrating TiledMLP to reduce memory footprint. No shared files, targets, or concrete code-path overlap." + "reason": "Reject: both are memory-related, but they target different features and code paths (FLCE flag in from_pretrained vs TiledMLP integration), so they are not the same underlying change." } ] }, @@ -20802,12 +20898,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "c51fe19bb29d5b08e9d7800d752541f775c59ba445c0a4caba4639b669c6bf87", + "prepared_review_unit_hash": "542e4d55f898ee47cc1fabbdadb19a68b290546d56ea2cf6adc4cab54accf741", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -20815,7 +20911,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -20824,18 +20920,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues both mention custom trainers and Trainer behavior, but they address different concerns: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. They should not be merged.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 43598 is the better canonical issue because it is more specific and self-contained around a Trainer customization point (`remove_unused_column`).", + "summary": "These two issues are related only at a very broad Trainer-customization level, but they describe different problems: one is about `remove_unused_column` behavior/customizability, the other about FLOPS estimation for custom trainers. They should not be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #43598 is the more concrete and representative Trainer-customization request; #43600 is a separate accounting/metrics concern.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43598 is the cleaner representative of the cluster since it names a concrete Trainer setting and likely corresponds to a narrowly scoped code change/request.", + "best_issue_reason": "#43598 is the best single issue to represent this cluster because it centers on a specific Trainer configuration pain point, whereas #43600 is about a different FLOPS-estimation path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Related to Trainer custom trainers, but they describe different underlying problems: column removal behavior vs FLOPS accounting. Not the same bug or change." + "reason": "They share the broad theme of custom trainers, but the underlying bugs are different: `remove_unused_column` customizability vs. FLOPS estimation. They would not plausibly be fixed by one change." } ] }, @@ -20865,12 +20961,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "945353db43fe4076ca88bd049fe0595a400388b3373add6237c3b9b339514065", + "prepared_review_unit_hash": "1c2784d8f2484ae5f4d8a4a22862950d3a8faeecad40ad85067166877f6a5da1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1610, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -20878,7 +20974,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1610, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -20887,18 +20983,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at the broad level of adding model support, but they target different model families and different integration points in AutoModel registration, so they should not be merged as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 43684 is the broader and more central request: registering Qwen3-Omni in AutoModel and AutoModelForConditionalGeneration.", + "summary": "These are related only at the broad level of Qwen model support, but they request different capabilities for different model/config families. They do not look like duplicates or the same underlying fix.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43684 is the best representative because it describes a concrete registration gap with the widest model-class impact.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying requests: Qwen3-Omni auto-registration vs Qwen3.5 sequence classification support. They affect different config/model paths and are not the same bug or change." + "reason": "Different requests: one is about registering Qwen3-Omni with AutoModel/AutoModelForConditionalGeneration, the other is about adding AutoModelForSequenceClassification support for Qwen3.5. Different task heads and model families, so not the same underlying issue." } ] }, @@ -20935,12 +21031,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "23ad719a8b7907707e8cb19f23441207737aaaa16f31228586268d9ed2dcf48e", + "prepared_review_unit_hash": "88b725c97e538a66cfc9239c34d30a6829b36d35b2b191a6fa66281d41d5bf09", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4261, + "serialized_chars": 4262, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -20948,7 +21044,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4261, + "serialized_chars": 4262, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -20957,57 +21053,57 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two \"huggingface \" issues opened seconds apart are the strongest duplicate pair. Issue 43859 has the same title too, but it is created the next day and is less well-supported by the packet, so it should be treated as only weakly related rather than confidently merged. Issue 43835 appears separate.", - "confidence": 0.72, - "canonical_issue_reason": "43845 is the best canonical issue because it is the earliest member of the strongest exact-title pair, and the evidence for extending the cluster to 43859 is weaker.", + "summary": "Three issues titled \"huggingface\" look like the same report; \"Fett\" appears unrelated. Among the duplicate-looking issues, 43859 is the best representative because it matches the shared title and has the most discussion activity.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43859 is the strongest representative of the duplicate-looking \"huggingface\" reports: same title, latest of the three, and it has discussion activity while the others are otherwise indistinguishable.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the strongest issue anchor: it matches 43846 exactly in title and timestamp proximity, while 43859 is a weaker soft match.", + "best_issue_reason": "issue:43859 is the best issue to keep as canonical because it aligns with the duplicate group and has slightly more signal than 43845/43846.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different title and no concrete shared bug details beyond weak similarity, so this is not enough to treat them as the same issue." + "reason": "Different titles and no concrete evidence of the same underlying problem; this looks like a separate issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different title and no explicit shared problem description; soft similarity alone is too weak for a duplicate merge." + "reason": "Different titles and no shared concrete bug details; not enough to treat as the same issue." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different title and no evidence of the same underlying issue beyond generic similarity." + "reason": "\"Fett\" does not match the repeated \"huggingface\" reports and there is no shared issue detail to justify a duplicate merge." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "Same exact title and 28-second creation gap make these look like the same report." + "reason": "Same title, near-identical metadata, and very high similarity suggest these are the same underlying report." }, { "left": "issue:43845", "right": "issue:43859", - "accept": false, - "reason": "Same title is suggestive, but the next-day gap and weaker body match make this too uncertain to merge confidently on soft similarity alone." + "accept": true, + "reason": "Same title and strongly overlapping metadata indicate the same underlying issue." }, { "left": "issue:43846", "right": "issue:43859", - "accept": false, - "reason": "Same title helps, but the next-day gap and weaker report similarity are not enough to confidently treat this as the same issue." + "accept": true, + "reason": "Same title and strongly overlapping metadata indicate the same underlying issue." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The canonical cluster summary is partly grounded, but the soft-edge verdicts are too strong. Issues 43845 and 43846 are plausibly related because they share the exact title and were created 28 seconds apart. However, 43859 is created the next day, and its body length differs more substantially, so calling all three a tightly clustered duplicate set overstates the evidence. The pairwise accepts for 43845/43859 and 43846/43859 should be more conservative given the packet only provides soft_similarity evidence." + "accept": true, + "feedback": "The summary is grounded in the packet: 43845/43846/43859 share the same title and have strong soft-similarity, while 43835 has a different title and no concrete overlap evidence. The canonical choice of 43859 is conservative and supported by being the latest of the repeated-title issues plus the only one with discussion activity. No overstatement beyond the available evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21046,106 +21142,106 @@ "issue:44573|issue:47036", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "499f7f56926cec863b565a87ba34c6dcc2dc6748a8d5b6570ee042bfcd2136ee", + "prepared_review_unit_hash": "672953d83cc85deb4bdfac99a4ee6a5f5a60b2c199cd154d9314053115c74609", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7358, - "estimated_input_tokens": 1840, - "estimated_eval_tokens": 3936 + "serialized_chars": 7352, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7358, - "estimated_input_tokens": 1840, - "estimated_eval_tokens": 3936 + "serialized_chars": 7352, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These look like unrelated low-information/spam issues rather than a coherent duplicate cluster. The only exact-match pair is two '' placeholders, but that is not enough to treat them as the same underlying issue.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 44572 is the least arbitrary anchor only because it has an exact-title twin (44573), but the group is too heterogeneous and spam-like to represent one real bug or request.", + "summary": "These are mostly spammy or placeholder issues with no concrete shared bug report; the cluster is heterogeneous and does not support duplicate merging.", + "confidence": 0.23, + "canonical_issue_reason": "If a canonical issue must be chosen, issue #44418 is the least obviously spammy and has the most plausible generic title, but it is still not a meaningful duplicate anchor for the rest of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No strong global representative exists; 44572 is merely the closest anchor by repetition, not by substantive content.", + "best_issue_reason": "#44418 is the only item that resembles a normal issue title, so it is the best placeholder representative; however, it should not be treated as evidence that the cluster is a true duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are generic spam placeholders; no evidence of the same underlying bug or change." + "reason": "Both titles are spam placeholders and provide no shared concrete bug or change." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are generic spam placeholders; similarity is superficial, not a shared concrete issue." + "reason": "Both are generic spam issues with no identifiable common underlying problem." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "'' and a documentation suggestion are clearly different topics." + "reason": "One is spam, the other is a generic documentation suggestion; no same issue is evident." }, { "left": "issue:44371", "right": "issue:47036", "accept": false, - "reason": "'' and a benchmark tip are unrelated and not the same issue." + "reason": "A spam placeholder and a community benchmark tip are unrelated." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "'' and 'Check out \"Google LLC\"' do not describe the same bug/change." + "reason": "A spam placeholder and a Google LLC-related title do not indicate the same bug or request." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A documentation enhancement request is not the same as a spam placeholder." + "reason": "Documentation enhancement and spam placeholder are not the same underlying issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "A documentation enhancement request is not the same as a spam placeholder." + "reason": "A generic docs suggestion and a spam issue do not plausibly duplicate each other." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "They are identical spam titles, but there is no evidence they refer to the same underlying bug or requested change." + "reason": "They are both spam titles, but there is no concrete evidence they report the same underlying problem." }, { "left": "issue:44572", "right": "issue:47036", "accept": false, - "reason": "Both are low-information, but they describe different content and not one concrete issue." + "reason": "Spam placeholder and benchmark tip are unrelated topics." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Generic spam and a Google LLC mention are different artifacts, not one issue." + "reason": "Spam placeholder and Google LLC title are not the same bug or change." }, { "left": "issue:44573", "right": "issue:47036", "accept": false, - "reason": "Different low-information topics; no shared underlying bug/change." + "reason": "A spam placeholder and a benchmark tip do not describe the same issue." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Different low-information topics; no shared underlying bug/change." + "reason": "A spam placeholder and a Google LLC-related issue are unrelated." } ] }, @@ -21175,12 +21271,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "b02fd13d688d4a925b223fab2813d86cbd065dfcf00014884d8399be577dc8ec", + "prepared_review_unit_hash": "a392a3a32a56ab295f54141ee7a37aae5b98d8a94b2460d9451d2b10a114348a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -21188,7 +21284,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -21197,28 +21293,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster shows two issues with identical titles and similar-length bodies, but the evidence here is still soft and non-deterministic. I would treat them as a possible duplicate pair rather than a confirmed duplicate; #45145 is the safer canonical anchor because it is earlier and has an inbound reference.", - "confidence": 0.75, - "canonical_issue_reason": "#45145 is the earlier report and has an inbound reference, so it is the best cautious anchor for this cluster.", + "summary": "The two closed issues have identical titles and similar body lengths, with a moderate soft-similarity signal. That makes them a plausible duplicate pair, but the evidence in the packet is limited, so the match should be stated cautiously.", + "confidence": 0.76, + "canonical_issue_reason": "Issue #45145 is the better canonical choice because it was created first and already has one inbound reference, making it slightly more established in the issue graph.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the strongest representative because it is earliest and slightly better connected in the graph.", + "best_issue_reason": "Issue #45145 is a reasonable representative for this cluster because it is the earlier issue and has marginally stronger graph presence than #45151.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": false, - "reason": "The packet only provides title similarity, similar body length, and a soft-similarity signal; it does not show near-identical content, and deterministic_accept is false, so this is not enough to confirm a duplicate." + "accept": true, + "reason": "Identical titles, close body lengths, and the moderate soft-similarity signal are enough to treat this as the same issue topic, though the packet does not expose direct body-content evidence." } ] }, "evaluator_result": { "accept": false, - "feedback": "The analysis overstates the evidence. The packet only supports strong title/body-length similarity plus a soft-similarity signal; it does not show identical or near-identical bodies, and the pair is explicitly non-deterministic (`deterministic_accept: false`). The duplicate verdict should be more conservative or left unaccepted. The canonical choice of #45145 is fine as a cautious anchor because it is earlier and has an inbound reference, but the summary should avoid claiming the reports are clearly duplicates based on unshown body content." + "feedback": "The pair is plausibly the same issue, but the write-up is a bit too strong for the evidence in the packet. We only know the titles are identical, the body lengths are similar, and the soft-similarity signal is moderate; we do not have direct body-content evidence or a deterministic duplicate match. Please tone down claims like \"same scope,\" \"highly similar content,\" and \"duplicates of the same underlying proposal\" unless you can ground them more explicitly in the packet." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -21295,7 +21391,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "12ece501337dc2db3059e243d22d16350b45ec2f980866ae278c22447a7a231b", + "prepared_review_unit_hash": "aa504c0d212ca693bf9764dcbfc873e82b89b6361156410c13b6b46594458a63", "component_budget": { "node_count": 2, "item_count": 2, @@ -21317,18 +21413,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues look unrelated and low-information (personal names with dates, no bodies, no shared targets/files), so they should not be clustered as duplicates.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: these tickets do not describe the same underlying bug or request, and there is no shared technical context to anchor a representative issue.", + "summary": "These two closed issues appear to be unrelated personal-name placeholders with different names and dates, not duplicate reports of the same bug or request.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good global representative; both are essentially standalone, content-free entries, so there is no meaningful best issue for the cluster.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different personal-name/date titles with empty bodies and no shared evidence; they do not appear to be the same issue." + "reason": "The titles refer to different people and different dates, with no body or shared technical context; they do not look like the same underlying issue." } ] }, @@ -21358,7 +21454,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "ace4ee741aaa89b691b5f6b75ac801421609397ede9576d398fb08a85ea7b540", + "prepared_review_unit_hash": "e7a1759756d9437c301146548cdc42b9db88a39d4e19ef45842d9962a949015a", "component_budget": { "node_count": 2, "item_count": 2, @@ -21380,18 +21476,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are both empty-context, name-and-date-only entries, but they do not describe the same bug or change and should not be deduplicated.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "Both items look like unrelated placeholder/spam-style issues with personal names and dates; there is no evidence they describe the same bug or request.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue: the two issues have different titles and no bodies, links, or shared technical context to establish a single underlying report.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a strong canonical candidate because both are content-free and unrelated on the available evidence.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Both are minimal personal-name/date entries with no problem description, but the names and dates differ and there is no evidence they refer to the same underlying issue." + "reason": "The titles are different personal-name/date strings and there is no shared technical context, body text, or references indicating the same underlying issue." } ] }, @@ -21421,7 +21517,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "09a77056feb4e726186330e3d01e14b1abea22a2369a2ee7abcbe1a08d7592ca", + "prepared_review_unit_hash": "cca0919d95d3832353997f172a4c056fce9d1c0c1696fa16664aee91e2bf8e04", "component_budget": { "node_count": 2, "item_count": 2, @@ -21443,18 +21539,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one requests a new Qwen3.5 token-classification/value-model class, while the other asks for FP8 training support. They touch different features and code paths.", - "confidence": 0.97, - "canonical_issue_reason": "Issue #46295 is the broader, more central request in this cluster; it is a platform capability request with broader impact, whereas #45810 is a specific model-class feature request.", + "summary": "The two issues are unrelated feature requests: one asks for a Qwen3_5 token-classification/value-model head, the other asks for FP8 training support. They should not be treated as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 45810 is the more concrete, narrowly scoped request and best represents a specific actionable enhancement.", "canonical_pr_reason": null, - "best_issue_reason": "#46295 is the better representative issue because it is the broader and more generally actionable request; #45810 is narrower and unrelated in scope.", + "best_issue_reason": "Issue 45810 is the clearest issue to keep as the representative item because it describes a precise model capability request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different underlying requests: model-class support for Qwen3.5 token classification vs FP8 training support. No shared code path or concrete duplicate evidence." + "reason": "Different underlying features: model-specific token classification/value head vs FP8 training support. No shared code path or explicit linkage." } ] }, @@ -21494,12 +21590,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "946706a3de069d2ae04df83ff7307aa06d82410e98bee0db088b663fc3789cd9", + "prepared_review_unit_hash": "557e22cb082a367c35a3bfd8df78a7e73cd148e6785958e9b301c8e35e43d25e", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5727, + "serialized_chars": 5728, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -21507,7 +21603,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5727, + "serialized_chars": 5728, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -21516,66 +21612,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two exact-duplicate issue pairs stand out: 45870/45871 and 45872/45873. Issue 45869 is a separate dataset offer and does not look like the same underlying request as the example/service posts.", - "confidence": 0.98, - "canonical_issue_reason": "Issue 45870 is the best canonical issue for the \"Example: Financial time series prediction with DataForge\" pair because it is the earlier copy and has slightly more discussion activity than 45871.", + "summary": "This set contains two clear duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is finance-themed but describes a dataset/sample offering, so it does not match the example or scraping-service requests.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 45872 is a strong canonical representative: it is specific, self-contained, and has an exact duplicate in 45873 with the same title/topic.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45870 is the best overall issue to anchor this cluster: it is an exact duplicate of 45871 and is the earliest/most active copy among the clearly duplicated issues.", + "best_issue_reason": "45872 is the best overall issue because it is the most concrete, clearly scoped request and appears to anchor one of the exact-duplicate pairs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different artifact type/content: a financial dataset bundle is not the same underlying issue as a DataForge example post." + "reason": "Different underlying request: one is a dataset/sample promotion, the other is an example for financial time series prediction." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Same as above; related financial theme, but not the same concrete issue/request." + "reason": "Different underlying request: dataset bundle vs. financial prediction example; not the same bug/change." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact same title and matching body length; these look like duplicate copies of the same issue." + "reason": "Exact same title and apparently same issue content; these look like duplicate reports of the same example request." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Broadly related to financial time series, but the titles describe different things and not the same underlying issue." + "reason": "Both are finance/DataForge-themed, but one is an example issue and the other is a scraping-service plus time-series request; not the same concrete request." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Broad topical similarity only; this is a different request/service combination, not a duplicate." + "reason": "Same reason as 45870/45872: related topic, but different underlying request and scope." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "These are about different concepts and do not describe the same concrete issue." + "reason": "Different concrete request despite shared finance/DataForge wording; not plausible as one merged issue." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Related theme only; not the same underlying issue or change." + "reason": "Different concrete request despite shared finance/DataForge wording; not the same underlying item." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact same title and matching body length; these appear to be duplicate copies of the same issue." + "reason": "Exact same title and topic; these look like duplicate reports of the same scraping-service/time-series request." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The duplicate-pair calls are supported by exact title matches and matching body lengths, and the choice of 45870 as the canonical/earlier copy is reasonable. The 45869 separateness assessment is also well supported by the title/content mismatch." + "feedback": "The summary is grounded in the packet and the duplicate judgments are conservative. The two accepted pairs are supported by identical titles/body sizes and very high similarity, while the rejected cross-topic pairs are reasonably distinguished by scope. No overstatement detected." }, "evaluator_used": true, "retried": false, @@ -21602,46 +21698,49 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "82e64712c2e5910577ff678cafd7e0dabfcc1fe0fdab38e4193e7f05a980bdd6", + "prepared_review_unit_hash": "35ccf5726682070477c23135d45098bbdcc581bfc2619b8d892e5098b2b9eba6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1641, - "estimated_input_tokens": 411, - "estimated_eval_tokens": 1078 + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1641, - "estimated_input_tokens": 411, - "estimated_eval_tokens": 1078 + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues overlap around static cache + linear attention, but they describe different failure modes: one is a shape corruption / RuntimeError during early initialization, the other is a KeyError for `linear_attention` in Qwen3.5. They are related, but not the same underlying bug.", - "confidence": 0.84, - "canonical_issue_reason": null, + "summary": "The two issues are only loosely related by the static-cache/linear-attention theme, but they describe different failure modes: 46439 is a shape-corruption RuntimeError, while 46441 is a Qwen3.5 KeyError for `linear_attention`. I would not merge them as the same issue or treat one as a clear symptom of the other.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 46439 is the better representative issue because it is the more root-cause-oriented report about static-cache early initialization corrupting linear-attention layers, but the evidence is not strong enough to treat 46441 as the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the better representative of the shared static-cache/linear-attention problem because it describes the concrete runtime failure path more directly and generally.", + "best_issue_reason": "Issue 46439 is the best single issue to keep because it is broader and more diagnostic, describing the underlying corruption rather than a model-specific crash surface.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Do not merge: the reports point to different crash mechanisms (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`), so they are not clearly the same bug." + "reason": "Reject: the overlap is only thematic. 46439 reports shape corruption leading to a RuntimeError, while 46441 reports a distinct `KeyError: 'linear_attention'` in Qwen3.5. The packet does not justify treating these as the same underlying bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The linkage is too strong for the evidence in the packet. The only pair evidence is soft similarity, and the titles point to different failure modes: 46439 reports shape corruption leading to a RuntimeError, while 46441 reports a Qwen3.5 KeyError for 'linear_attention'. It is reasonable to say they may be related, but not to accept them as the same issue or as a clear broader/specific symptom pairing." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -21665,12 +21764,12 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "6a2601a54523f8df392dd358d005f2c587f2f61734230a3c4dce2e2290876899", + "prepared_review_unit_hash": "6b7c53208f9196fb527106b30fef22fa9278de60f25e81082c60f1d5769b4080", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1706, + "serialized_chars": 1707, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -21678,7 +21777,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1706, + "serialized_chars": 1707, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -21687,24 +21786,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are duplicate reports of the same Wav2Vec2CTCTokenizer v5 special-token bug; issue #46552 is the better canonical tracker because it is the open, referenced copy.", + "summary": "These two issues are near-perfect duplicates: identical titles, identical body length, and matching soft-similarity evidence for the same Wav2Vec2CTCTokenizer v5 special-token bug. The open issue with existing references is the better canonical tracker.", "confidence": 0.99, - "canonical_issue_reason": "#46552 is the open issue and already has inbound references, so it is the better live tracker for the same bug report.", + "canonical_issue_reason": "issue:46552 is open and already has inbound references, so it is the better living tracker for this bug report.", "canonical_pr_reason": null, - "best_issue_reason": "#46552 is the best issue because it is the active duplicate with existing references and the same full problem statement.", + "best_issue_reason": "issue:46552 is the best issue overall because it is open, referenced, and describes the exact same concrete tokenizer regression as the duplicate closed issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Same title, same reported behavior, same likely bug; these are clear duplicates of the same issue." + "reason": "Same title, same described bug, same tokenization regression; these are duplicate reports of the same underlying issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: both issues have identical titles and matching content signals, and #46552 is the open issue with inbound references. The duplicate/ canonical tracker call is conservative and supported." + "feedback": "The conclusion is well grounded in the packet: both issues have identical titles and identical body lengths, and the pair is marked with soft_similarity. Choosing the open issue with 3 inbound references as the canonical tracker is conservative and supported by the metadata." }, "evaluator_used": true, "retried": false, @@ -21731,12 +21830,12 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "ecc3eb10eeace34ded29a7b485216ef7f59cbac67cf228c09825745662cfe91e", + "prepared_review_unit_hash": "b2db242500903988e2d0b8aa66b9e6ddb621ff0388c8d09cac7d6a079124f43c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1569, + "serialized_chars": 1570, "estimated_input_tokens": 393, "estimated_eval_tokens": 1042 }, @@ -21744,7 +21843,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1569, + "serialized_chars": 1570, "estimated_input_tokens": 393, "estimated_eval_tokens": 1042 }, @@ -21753,18 +21852,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues describe different problems: a tensor-size mismatch during object detection training versus an out-of-memory failure after several epochs in RT-DETR v2. The soft similarity is not enough to treat them as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "issue:46657 is the cleaner, more directly stated bug report; issue:46692 describes a different failure mode (OOM) and should not be merged into the same canonical issue.", + "summary": "These issues do not look like duplicates: one reports a tensor shape mismatch during object-detection training, while the other reports gradual out-of-memory during RT-DETR v2 training. They affect different failure modes and likely different code paths.", + "confidence": 0.89, + "canonical_issue_reason": "Issue #46657 is the broader, more generic training-failure report and is the better representative issue if this cluster must choose one.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46657 is the better standalone representative because it names a concrete training error more precisely, while issue:46692 is a separate memory-pressure problem.", + "best_issue_reason": "#46657 is the best issue candidate because its title describes the more general object-detection training problem, whereas #46692 is a narrower RT-DETR v2 memory-leak/OOM 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 vs out-of-memory after some epochs. They do not look like the same underlying bug." + "reason": "Different underlying problems: tensor size mismatch vs out-of-memory after several epochs. The shared training context is too broad to treat as the same bug." } ] }, @@ -21794,7 +21893,7 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "d82d4df7ea9a50feb1c41d249b35c1c2d5ff7d46565f8288a29ff3f1affe7c71", + "prepared_review_unit_hash": "a7aaf3bc224de8dafe5394c448154c7b58b3eaafb8126bd6494ae6611cd1a0c2", "component_budget": { "node_count": 2, "item_count": 2, @@ -21816,18 +21915,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are both model-loading failures, but they point to different root causes: ZeRO-3 partitioning with zero.Init for a composite submodule versus 4-bit auto device mapping incorrectly offloading to CPU despite available memory. They should not be treated as duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 46822 is the more specific, clearly scoped bug report and best represents the ZeRO-3/zero.Init partitioning failure case.", + "summary": "These are two different bug reports in different loading paths: ZeRO-3 `zero.Init` partitioning for a composite multimodal submodule vs. 4-bit `device_map='auto'` + `max_memory` incorrectly offloading to CPU. They should not be clustered as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 46822 is the more specific and higher-signal report: it names the concrete failure mode, the affected submodule, and the OOM symptom during multi-GPU load.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46822 is the better canonical issue for the cluster because it has a sharper failure mode and narrower root-cause description; issue 46823 is a separate quantization/device-map bug.", + "best_issue_reason": "Issue 46822 is the best representative of the cluster because it is the clearest, most actionable repro of a distinct loading/partitioning bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Reject: the titles describe different code paths and different failure mechanisms. 46822 is about ZeRO-3 zero.Init not partitioning a composite submodule and causing OOM on load; 46823 is about 4-bit loading with device_map='auto' and max_memory incorrectly dispatching to CPU, leading to a ValueError. Same broad area, but not the same bug." + "reason": "Different root causes and code paths: ZeRO-3 `zero.Init` partitioning vs. 4-bit auto device mapping/max_memory dispatch. Shared theme is model loading, but they are not the same underlying bug and would not be merged into one fix." } ] }, @@ -21914,12 +22013,12 @@ "issue:47037|issue:47227", "issue:47053|issue:47227" ], - "prepared_review_unit_hash": "4e6a93eeca5e3a1b678f63a1748615fbef838e3ec90ae6c080b8c74eb2c5d8cc", + "prepared_review_unit_hash": "b67e5254a8a41f7a9c6bd0024d3b67beb2c6f4c85c07a620536d3399f635b250", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 46, - "serialized_chars": 24373, + "serialized_chars": 24374, "estimated_input_tokens": 6094, "estimated_eval_tokens": 12444 }, @@ -21927,7 +22026,7 @@ "node_count": 14, "item_count": 14, "soft_pair_count": 46, - "serialized_chars": 24373, + "serialized_chars": 24374, "estimated_input_tokens": 6094, "estimated_eval_tokens": 12444 }, @@ -21936,294 +22035,288 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items are near-identical dated '[serge] integration failure triage' issues, but they read like separate daily triage reports rather than the same underlying bug/change. I\u2019d keep the newest open thread as the representative issue and reject the soft duplicate edges.", - "confidence": 0.66, - "canonical_issue_reason": "issue:47227 is the newest open triage thread, so it\u2019s the best anchor if this dated series is being collapsed into one representative issue.", + "summary": "These are a run of dated Serge integration-failure triage issues, not duplicates of one concrete bug. They look like daily tracking/triage tickets for successive dates, so they should stay separate; the newest open ticket is the best representative for the cluster.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 47227 is the newest open triage ticket and the best single representative of this dated series.", "canonical_pr_reason": null, - "best_issue_reason": "issue:47227 is current, open, and the latest in the sequence, making it the most useful surviving representative for the cluster.", + "best_issue_reason": "Issue 47227 is the most current open item in the series and is the most suitable cluster anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + "reason": "Same template and subsystem, but different triage dates; no evidence they are the same underlying failure." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + "reason": "Adjacent daily triage tickets, not a single concrete bug report." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + "reason": "Different dated triage runs; too generic to merge as duplicates." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + "reason": "Separate daily integration triage tickets, not one shared issue." }, { "left": "issue:46906", "right": "issue:47037", "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + "reason": "Same series but different day-specific triage entry." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + "reason": "Different dates in the same recurring triage workflow; not duplicate bugs." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + "reason": "No concrete shared failure beyond the generic triage label." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + "reason": "Daily triage tickets, not the same underlying problem." }, { "left": "issue:46940", "right": "issue:46998", "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + "reason": "Same subsystem and template, but distinct dated reports." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + "reason": "Different day stamps indicate separate triage items." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + "reason": "Recurring triage series, not one bug fix target." }, { "left": "issue:46948", "right": "issue:46998", "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + "reason": "No evidence of a shared concrete failure mode." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + "reason": "These are successive triage tickets, not duplicates." }, { "left": "issue:46969", "right": "issue:47037", "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + "reason": "Same broad topic, but each issue tracks a different date's failures." }, { "left": "issue:46969", "right": "issue:47091", "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + "reason": "Different dated integration triage reports; not mergeable." }, { "left": "issue:46985", "right": "issue:46998", "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + "reason": "Generic triage entries for different days, not the same bug." }, { "left": "issue:46985", "right": "issue:47037", "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + "reason": "Separate daily failure triage issues." }, { "left": "issue:46985", "right": "issue:47049", "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + "reason": "Same template, but distinct day-specific reports." }, { - "left": "issue:46998", - "right": "issue:47053", + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "Not enough concrete overlap beyond the recurring triage label." + }, + { + "left": "issue:46985", + "right": "issue:47102", "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + "reason": "These appear to be sequential triage tickets, not duplicates." }, { "left": "issue:46998", "right": "issue:47037", "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + "reason": "Different dates and likely different CI runs; not the same issue." }, { "left": "issue:46998", "right": "issue:47049", "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + "reason": "Same series, but no evidence of one underlying defect." }, { - "left": "issue:46985", - "right": "issue:46998", + "left": "issue:46998", + "right": "issue:47053", "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + "reason": "Day-specific triage items rather than duplicate bug reports." }, { "left": "issue:46998", "right": "issue:47091", "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + "reason": "Recurring integration triage, not a single fixable problem." }, { "left": "issue:47037", "right": "issue:47049", "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." - }, - { - "left": "issue:47037", - "right": "issue:47091", - "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + "reason": "Adjacent triage tickets with no concrete shared code-path evidence." }, { "left": "issue:47037", "right": "issue:47053", "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." - }, - { - "left": "issue:47049", - "right": "issue:47053", - "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." - }, - { - "left": "issue:47049", - "right": "issue:47091", - "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + "reason": "Different daily triage reports, not one bug." }, { - "left": "issue:47053", + "left": "issue:47037", "right": "issue:47091", "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + "reason": "Same family of reports, but distinct instances." }, { - "left": "issue:47053", + "left": "issue:47037", "right": "issue:47102", "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + "reason": "No indication these describe the same failure event." }, { - "left": "issue:47091", - "right": "issue:47102", + "left": "issue:47037", + "right": "issue:47182", "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + "reason": "Separate dated integration triage tickets." }, { - "left": "issue:46985", - "right": "issue:47091", + "left": "issue:47037", + "right": "issue:47227", "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + "reason": "Latest ticket is a new triage run, not a duplicate of the earlier one." }, - { - "left": "issue:47037", - "right": "issue:47102", + { + "left": "issue:47049", + "right": "issue:47053", "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + "reason": "Different dates and no concrete overlap beyond the template." }, { - "left": "issue:46985", - "right": "issue:47102", + "left": "issue:47049", + "right": "issue:47091", "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + "reason": "Sequential triage issues, not the same underlying bug." }, { "left": "issue:47049", "right": "issue:47102", "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + "reason": "These look like daily integration-failure trackers, not duplicates." }, { - "left": "issue:47120", - "right": "issue:47182", + "left": "issue:47049", + "right": "issue:47120", "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + "reason": "No evidence of one shared failure mode across the two days." }, { - "left": "issue:47102", - "right": "issue:47120", + "left": "issue:47053", + "right": "issue:47091", "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + "reason": "Same broad subsystem, but separate triage tickets." }, { - "left": "issue:47120", - "right": "issue:47227", + "left": "issue:47053", + "right": "issue:47102", "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + "reason": "Day-specific report, not a duplicate bug report." }, { "left": "issue:47053", "right": "issue:47120", "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + "reason": "Recurring triage issue series; keep separate." }, { - "left": "issue:47049", - "right": "issue:47120", + "left": "issue:47053", + "right": "issue:47182", "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + "reason": "No concrete code-path or failure-instance match." }, { - "left": "issue:47182", + "left": "issue:47053", "right": "issue:47227", "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + "reason": "Newer triage ticket in the same series, but not the same underlying issue." }, { - "left": "issue:47102", - "right": "issue:47182", + "left": "issue:47091", + "right": "issue:47102", "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + "reason": "Different dated triage reports with no shared bug details." }, { - "left": "issue:47053", - "right": "issue:47182", + "left": "issue:47102", + "right": "issue:47120", "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + "reason": "Same generic label, but they track different dates/cases." }, { - "left": "issue:47037", + "left": "issue:47102", "right": "issue:47182", "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + "reason": "Separate day-specific integration-failure triage items." }, { "left": "issue:47102", "right": "issue:47227", "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + "reason": "Not enough evidence that these are the same failure or fix target." }, { - "left": "issue:47037", + "left": "issue:47120", + "right": "issue:47182", + "accept": false, + "reason": "Recurring triage tickets; no basis to merge as duplicates." + }, + { + "left": "issue:47120", "right": "issue:47227", "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + "reason": "Different triage days, likely different CI instances." }, { - "left": "issue:47053", + "left": "issue:47182", "right": "issue:47227", "accept": false, - "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + "reason": "Latest ticket follows the same pattern, but is a separate report." } ] }, @@ -22253,7 +22346,7 @@ "soft_pairs": [ "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "ae6c383dda634b0689ada195b3f03d899cf235ac2c8168725bf983cb3ed285b8", + "prepared_review_unit_hash": "84456e418853ee88961c996db3ee228de60fa6266d328e0ae24ffa4f8dc9f70f", "component_budget": { "node_count": 2, "item_count": 2, @@ -22275,24 +22368,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues have identical titles and strong soft-similarity, so they are highly likely duplicate feature requests for RWKV7 model support. #46983 is the better canonical thread because it was opened first.", - "confidence": 0.92, - "canonical_issue_reason": "Issue #46983 is the earlier of two highly similar requests with the same title, so it is the best canonical thread for RWKV7 model support.", + "summary": "These two closed issues are likely duplicates requesting RWKV7 model support: they have the same title and very similar content, but the evidence only supports a strong likelihood rather than certainty.", + "confidence": 0.76, + "canonical_issue_reason": "Issue #46984 is the better canonical choice because it has the same title and slightly more discussion activity, making it the more active representative thread.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46983 is the best issue candidate because it was created first and appears to represent the same request as #46984.", + "best_issue_reason": "Issue #46984 is the best cluster representative for the likely duplicate request, mainly because it is the more discussed of the two near-identical issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46983", "right": "issue:46984", "accept": true, - "reason": "The issues share an identical title and strong similarity signal, which is enough to treat them as likely duplicates, though the evidence is limited and not definitive." + "reason": "Same title and highly similar bodies make this look like the same feature request, though the evidence is only strong enough for a likely duplicate rather than a certain one." } ] }, "evaluator_result": { "accept": false, - "feedback": "The summary is mostly grounded, but the soft-edge verdict is a bit too definitive for the evidence available. We only have identical titles plus a soft similarity signal (no body text or explicit linkage), so calling it a \"true duplicate pair\" and saying it is \"almost certainly\" the same request overstates the packet. A more conservative verdict would be that the issues are highly similar / likely duplicates, with #46983 as the earlier canonical thread." + "feedback": "The cluster is plausibly a duplicate pair, but the analyst overstates certainty. The packet only provides same titles plus a soft-similarity signal (jaccard 0.84) and slightly more discussion on one issue; it does not directly substantiate 'near-certain' or 'same underlying request' as strongly as claimed. Please downgrade the confidence and phrase this as a likely, not certain, duplicate relationship." }, "evaluator_used": true, "retried": true, @@ -22319,7 +22412,7 @@ "soft_pairs": [ "issue:47007|issue:47015" ], - "prepared_review_unit_hash": "71a83a1d57b126eb52313401240bde92ea4b0ba5e37605eba40aab5161380d75", + "prepared_review_unit_hash": "82a0820f6abf265f51abc39216664c4f92317a9b5c4b9c5cf88618f9c3f94ef8", "component_budget": { "node_count": 2, "item_count": 2, @@ -22341,18 +22434,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are strongly topically related, but the available evidence only shows broad subject overlap around AI-based vulnerability discovery, not the same concrete bug/request. I would not merge them as duplicates.", - "confidence": 0.77, - "canonical_issue_reason": null, + "summary": "The two issues share a broad AI/cybersecurity vulnerability-discovery theme, but the titles point to different writeups rather than the same underlying issue. I would not treat them as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "No clear canonical duplicate: both are generic topic posts with only broad thematic overlap, not the same concrete issue.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 47015 is the broader, more generic title and would be the better representative if this topic were grouped, but it is not a clear duplicate of 47007.", + "best_issue_reason": "If forced to pick one, issue 47007 is slightly better as the earlier and somewhat more specific title, but neither is a strong canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47007", "right": "issue:47015", "accept": false, - "reason": "Similar AI vulnerability-discovery topic, but the titles point to different angles (lessons from LLM use vs. novel transformer application) and there is no concrete shared bug, target, or explicit linkage to justify a duplicate merge." + "reason": "Shared subject area only; the titles describe different angles ('lessons from using advanced LLMs' vs 'novel application of transformers'), so they do not clearly resolve to the same underlying issue." } ] }, @@ -22382,12 +22475,12 @@ "soft_pairs": [ "issue:47138|issue:47139" ], - "prepared_review_unit_hash": "a639e8a33097517701b72b749d6e5cae094f4aee7aa3c267aa99772252a6edfd", + "prepared_review_unit_hash": "594d1722f6212dbc75342e142f51148d47275375c5bb5784486090bf36177cf1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1591, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -22395,7 +22488,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1591, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -22404,27 +22497,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two open issues are highly similar and very likely duplicates: they share the same title, the same body length, and a strong soft-similarity signal. The evidence is enough to treat them as the same bug report for triage purposes, but not enough to claim the bodies are definitively identical. Issue 47139 is the better canonical choice because it already has inbound references.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 47139 is the better canonical issue because it appears to be the more-linked thread, with inbound references already pointing to it.", + "summary": "The two issues are exact duplicates: same title, same apparent report, and high textual similarity. Issue 47139 is the better canonical issue because it already has inbound references and is likely the more discovered/linked thread.", + "confidence": 0.99, + "canonical_issue_reason": "issue:47139 has the same report as issue:47138 and already has inbound references, making it the better canonical thread.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 47139 is the best single issue to keep as the canonical tracker since it is highly similar to 47138 and has the stronger reference footprint.", + "best_issue_reason": "issue:47139 is the best issue candidate because it appears to be the duplicate that others already reference.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47138", "right": "issue:47139", "accept": true, - "reason": "Same title, same body length, and a very strong soft-similarity score make these highly likely duplicate reports of the same /v1 routing bug, though the available evidence does not prove the bodies are identical." + "reason": "Exact duplicate issues: identical title and no evidence of differing scope or content." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The canonical-choice part is grounded, but the analysis overstates the evidence elsewhere. The packet supports that the two issues have the same title, the same body length, and a very strong soft-similarity signal; it does not directly show the bodies are identical or that they are definitively the same report. Phrasing like \"identical bodies,\" \"same content,\" and \"same exact bug report\" is too strong for the available evidence. A more conservative conclusion would be that they are likely duplicates / highly similar, with 47139 preferred as canonical because it has inbound references." + "accept": true, + "feedback": "The conclusion is grounded in the packet: both issues have identical titles, identical body length, and a soft-similarity score of 1.0. Using issue 47139 as canonical is also supported by its higher inbound references (2 vs 0). The soft-edge verdict is conservative enough given the available evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -22432,18 +22525,17 @@ { "label": "pull_request", "component_index": 1, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, - "review_unit_count": 3, + "review_unit_count": 4, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-67", + "cluster_id": "cluster-40546-69", "nodes": [ "pull_request:44517", - "pull_request:44775", "pull_request:46174", "pull_request:46196", "pull_request:46266", @@ -22459,8 +22551,6 @@ "pull_request:46974", "pull_request:46995", "pull_request:47003", - "pull_request:47034", - "pull_request:47035", "pull_request:47069", "pull_request:47072", "pull_request:47077", @@ -22468,8 +22558,10 @@ "pull_request:47082", "pull_request:47089", "pull_request:47090", + "pull_request:47105", "pull_request:47108", "pull_request:47113", + "pull_request:47129", "pull_request:47163", "pull_request:47166", "pull_request:47173", @@ -22489,7 +22581,8 @@ "pull_request:47234", "pull_request:47239", "pull_request:47241", - "pull_request:47243" + "pull_request:47243", + "pull_request:47255" ], "soft_pairs": [ "pull_request:46174|pull_request:46780", @@ -22506,6 +22599,7 @@ "pull_request:47204|pull_request:47243", "pull_request:47072|pull_request:47229", "pull_request:47108|pull_request:47202", + "pull_request:47105|pull_request:47129", "pull_request:47077|pull_request:47212", "pull_request:47173|pull_request:47184", "pull_request:46266|pull_request:46957", @@ -22513,330 +22607,273 @@ "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:46395|pull_request:47181", + "pull_request:46376|pull_request:47202", "pull_request:47003|pull_request:47204", "pull_request:47069|pull_request:47089", - "pull_request:46376|pull_request:47202", "pull_request:47202|pull_request:47241", "pull_request:46196|pull_request:46995", "pull_request:47078|pull_request:47239", - "pull_request:47035|pull_request:47232", + "pull_request:47239|pull_request:47255", "pull_request:46376|pull_request:46995", "pull_request:46912|pull_request:47173", "pull_request:47089|pull_request:47231", "pull_request:47089|pull_request:47113", "pull_request:46995|pull_request:47181", - "pull_request:47207|pull_request:47218", - "pull_request:44775|pull_request:47077" + "pull_request:47207|pull_request:47218" ], - "prepared_review_unit_hash": "acc05a50c569ce1f10a59401c8a23602ad658c522a0ef8289947aa3da40c9a27", + "prepared_review_unit_hash": "f0cf84a76f9ae4e1557d3e3aa5e54f39fb31fdbe0c608853a4cbdfb7fcdd65d6", "component_budget": { - "node_count": 67, - "item_count": 67, - "soft_pair_count": 182, - "serialized_chars": 237422, - "estimated_input_tokens": 59356, - "estimated_eval_tokens": 118968 + "node_count": 69, + "item_count": 69, + "soft_pair_count": 188, + "serialized_chars": 244447, + "estimated_input_tokens": 61112, + "estimated_eval_tokens": 122480 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 42, - "serialized_chars": 126376, - "estimated_input_tokens": 31594, - "estimated_eval_tokens": 63444 + "soft_pair_count": 40, + "serialized_chars": 126117, + "estimated_input_tokens": 31530, + "estimated_eval_tokens": 63316 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated PRs; only the TimesFM 2.5 method-name fix looks like a true duplicate pair. The rest are either different bugs in the same subsystem or alternate implementation approaches that should not be merged as duplicates.", - "confidence": 0.74, + "summary": "The cluster is mostly heterogeneous. A few soft edges are true duplicates or near-duplicates around the same concrete bug, but most pairs are only related by subsystem, tests, or docs and should not be merged.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "47229 is the clearest representative of the TimesFM 2.5 bug: it fixes the same wrong helper call in the same preprocessing path as 46834, with a precise title and matching scope.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "47229 is the strongest single representative PR in this set because it is a narrow, concrete bugfix with the cleanest wording and appears to cover the same exact TimesFM 2.5 issue as its duplicate counterpart.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:46174", "right": "pull_request:46780", - "accept": false, - "reason": "Same general MPS position-embedding bug, but these are competing fixes on the same lines with different dtype strategies, not one clean mergeable change." + "accept": true, + "reason": "Same underlying MPS crash in build_2d_sinusoidal_position_embedding; both patch the same helper across the same model family, with the later PR just refining the fix." }, { "left": "pull_request:46780", "right": "pull_request:47234", - "accept": false, - "reason": "Both target the same position-embedding crash, but they propose different dtype rewrites on the same code path and are alternative fixes, not a single duplicate change." + "accept": true, + "reason": "Same concrete sine-position-embedding MPS bug and same code path; these are alternative implementations of the same fix, not separate changes." }, { "left": "pull_request:46174", "right": "pull_request:47234", - "accept": false, - "reason": "Related MPS embedding crash, but the proposed fixes diverge in implementation and do not look like one mergeable PR." + "accept": true, + "reason": "Same build_2d_sinusoidal_position_embedding crash fix on the same path/files; the differences are just implementation details of the workaround." }, { "left": "pull_request:46834", "right": "pull_request:47223", - "accept": false, - "reason": "Same model family, but different bugs: one fixes a wrong method call, the other addresses an AttributeError from missing config fields." + "accept": true, + "reason": "Exact same TimesFM 2.5 window_size method-name bug in forward; 47223 adds the missing test around the same fix." }, { "left": "pull_request:46903", "right": "pull_request:47090", - "accept": false, - "reason": "Both address CohereASR training loss, but one uses loss_function shift_labels handling and the other is a different implementation path; not the same concrete change." + "accept": true, + "reason": "Same CohereASR training-loss double-shift bug in the same forward path; both aim to make labels line up correctly with logits." }, { "left": "pull_request:46903", "right": "pull_request:46958", - "accept": false, - "reason": "Same loss bug category, but one is a shift-labels fix and the other replaces the loss computation with manual CrossEntropyLoss; too different to treat as duplicates." + "accept": true, + "reason": "Same CohereASR loss double-shift problem; both modify the same loss computation path, so they are plausible alternative fixes for the same bug." }, { "left": "pull_request:46958", "right": "pull_request:46974", "accept": false, - "reason": "Unrelated fixes: CohereASR loss computation versus a MusicGen generate() typo." + "reason": "Different issues and code paths: CohereASR training loss vs a Musicgen generate() typo." }, { "left": "pull_request:46954", "right": "pull_request:46958", "accept": false, - "reason": "Pytest-v9 compatibility change in GLM-ASR versus a CohereASR loss fix; different issues and code paths." + "reason": "One is a Pytest v9 fp32-module setting change, the other is a CohereASR loss fix; unrelated artifacts." }, { "left": "pull_request:47072", "right": "pull_request:47089", "accept": false, - "reason": "Chat-template enum parsing and AqlmConfig error-message cleanup are unrelated utility/docs fixes." + "reason": "Unrelated bugs: JSON schema enum parsing vs AqlmConfig error-message wording." }, { "left": "pull_request:47202", "right": "pull_request:47204", "accept": false, - "reason": "Both touch docker/export tooling, but one removes a docker image builder and the other adds exporter dependencies to torch-light; different changes." + "reason": "Different infrastructure changes: deleting a CI docker builder vs adding exporter dependencies to torch-light." }, { "left": "pull_request:47077", "right": "pull_request:47078", "accept": false, - "reason": "Both are Japanese docs edits, but they cover different documentation changes and are not the same underlying update." + "reason": "Both touch Japanese docs, but one adds DistilBERT translation pages while the other is a wording cleanup; not the same change." }, { "left": "pull_request:47204", "right": "pull_request:47243", "accept": false, - "reason": "Both involve export tooling, but one is docker test-image setup and the other fixes Executorch exporter internals; different bugs." + "reason": "Different topics: exporter test dependencies in docker vs Executorch exporter code fixes." }, { "left": "pull_request:47072", "right": "pull_request:47229", "accept": false, - "reason": "Unrelated: chat-template schema parsing versus TimesFM preprocessing method naming." + "reason": "Unrelated: chat-template JSON schema parsing vs TimesFM 2.5 method-name fix." }, { "left": "pull_request:47108", "right": "pull_request:47202", "accept": false, - "reason": "Documentation pin-comment tweak versus docker image builder removal; unrelated." + "reason": "A doc-builder comment tweak is not the same as a docker image builder removal/change." + }, + { + "left": "pull_request:47105", + "right": "pull_request:47129", + "accept": false, + "reason": "VITS test re-enable is unrelated to RT-DETR v2 converter key updates." }, { "left": "pull_request:47077", "right": "pull_request:47212", "accept": false, - "reason": "Japanese doc wording/translation edits versus kv-cache documentation updates; different content." + "reason": "Different documentation work: Japanese DistilBERT translation vs kv-cache docs updates." }, { "left": "pull_request:47173", "right": "pull_request:47184", "accept": false, - "reason": "Both are test updates for XPU/multi-accelerator support, but they target different model test files and different compatibility adjustments." + "reason": "Both are XPU-related tests, but they address different behaviors and test files, not the same bug." }, { "left": "pull_request:46266", "right": "pull_request:46957", "accept": false, - "reason": "DINO conversion-mapping/model-support work versus finegrained FP8 generation optimization; unrelated." + "reason": "DINO conversion-mapping/model-modernization work is unrelated to finegrained FP8 grouped/batched kernel changes." }, { "left": "pull_request:47234", "right": "pull_request:47241", "accept": false, - "reason": "Both mention sine-position-embedding crashes, but they fix different functions, models, and runtime conditions (MPS float64 vs torch.compile half precision)." + "reason": "Both mention position embeddings, but they fix different failures: MPS float64 crash vs torch.compile half-precision cumsum rewrite." }, { "left": "pull_request:47113", "right": "pull_request:47232", "accept": false, - "reason": "Audio feature/proc requirement fixes versus Switch Transformers error-message cleanup; unrelated." + "reason": "Audio feature/proc requirement fixes are unrelated to Switch Transformers decoder error-message cleanup." }, { "left": "pull_request:47166", "right": "pull_request:47173", "accept": false, - "reason": "Quantization test expectation changes versus XPU expectation fixes in model tests; different test concerns." + "reason": "Quantization test updates and XPU expectation fixes are different test concerns, not one duplicate change." }, { "left": "pull_request:44517", "right": "pull_request:47082", "accept": false, - "reason": "Qwen3-TTS model addition versus RoMa keypoint matcher support; unrelated model additions." - }, - { - "left": "pull_request:47035", - "right": "pull_request:47202", - "accept": false, - "reason": "Neuron torch.compile backend default versus docker image builder removal; unrelated." + "reason": "These add different model families (Qwen3-TTS vs RoMa) and are not duplicates." }, { "left": "pull_request:46912", "right": "pull_request:47179", "accept": false, - "reason": "RoPE test expansion versus Granite SWA model support; different features." - }, - { - "left": "pull_request:47034", - "right": "pull_request:47035", - "accept": false, - "reason": "Both Neuron-related, but one is a training script and the other is a default backend tweak; not the same bug or change." + "reason": "RoPE test coverage changes are unrelated to GraniteSWA/GraniteMoeSWA model support." }, { "left": "pull_request:47163", "right": "pull_request:47173", "accept": false, - "reason": "Paged-attention XPU tests versus generic XPU expectation fixes; related platform, but different test changes." + "reason": "Paged-attention XPU tests and generic XPU expectation fixes are different test changes." }, { "left": "pull_request:46995", "right": "pull_request:47163", "accept": false, - "reason": "Flash linear attention availability on MLU versus XPU paged-attention tests; different features entirely." + "reason": "Flash-linear-attention availability and paged-attention XPU tests are separate features/tests." }, { "left": "pull_request:46196", "right": "pull_request:47210", "accept": false, - "reason": "SDPA dispatch support for wav2vec2-family audio models versus packed-row varlen attention routing; different attention changes." + "reason": "SDPA dispatch support for wav2vec2-family models is unrelated to packed varlen attention routing." }, { "left": "pull_request:46395", "right": "pull_request:47181", "accept": false, - "reason": "Param2MoE model support versus Cosmos3 Edge model support; unrelated model additions." - }, - { - "left": "pull_request:47003", - "right": "pull_request:47204", - "accept": false, - "reason": "OpenVINO exporter implementation versus torch-light test-image dependency setup; not the same change." - }, - { - "left": "pull_request:47069", - "right": "pull_request:47089", - "accept": false, - "reason": "num_labels typing behavior versus AqlmConfig error text; unrelated." - }, - { - "left": "pull_request:46376", - "right": "pull_request:47202", - "accept": false, - "reason": "Continuous batching multimodal support versus docker image builder removal; unrelated." - }, - { - "left": "pull_request:47202", - "right": "pull_request:47241", - "accept": false, - "reason": "Docker build cleanup versus DETR-family compile fix; unrelated." - }, - { - "left": "pull_request:46196", - "right": "pull_request:46995", - "accept": false, - "reason": "Audio SDPA dispatch and flash-linear-attention availability are different infrastructure changes." - }, - { - "left": "pull_request:47078", - "right": "pull_request:47239", - "accept": false, - "reason": "Japanese doc wording edits versus tokenizer extra_special_tokens docs; different documentation topics." - }, - { - "left": "pull_request:47035", - "right": "pull_request:47232", - "accept": false, - "reason": "Neuron compile backend default versus Switch Transformers error-message cleanup; unrelated." + "reason": "Different model additions: Param2MoE vs Cosmos3 Edge." }, { "left": "pull_request:46376", "right": "pull_request:46995", "accept": false, - "reason": "Continuous batching multimodal support versus flash-linear-attention availability; unrelated." + "reason": "Multimodal continuous batching work is unrelated to flash-linear-attention availability." }, { "left": "pull_request:46912", "right": "pull_request:47173", "accept": false, - "reason": "RoPE tests versus XPU expectation fixes; different test areas." + "reason": "RoPE testing improvements and XPU expectation fixes are unrelated." }, { "left": "pull_request:47089", "right": "pull_request:47231", "accept": false, - "reason": "AqlmConfig validation messages versus MoonshineStreaming sliding-window fix; unrelated." + "reason": "AqlmConfig error-message wording and MoonshineStreaming windowing logic are unrelated." }, { "left": "pull_request:47089", "right": "pull_request:47113", "accept": false, - "reason": "AqlmConfig error text versus audio requirement fixes; unrelated." + "reason": "Different areas entirely: quantization config validation vs audio feature/proc requirements." }, { "left": "pull_request:46995", "right": "pull_request:47181", "accept": false, - "reason": "Flash-linear-attention availability versus Cosmos3 Edge model support; unrelated." + "reason": "Flash-linear-attention availability and Cosmos3 Edge model support are unrelated." }, { "left": "pull_request:47207", "right": "pull_request:47218", "accept": false, - "reason": "Swin2SR padding bug versus image-loading test refactor; unrelated." - }, - { - "left": "pull_request:44775", - "right": "pull_request:47077", - "accept": false, - "reason": "Docs navigation for distributed training versus Japanese DistilBERT docs translation; unrelated." + "reason": "Swin2SR padding logic and image-loading test refactor are different changes." } ] }, "evaluator_result": null, "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 1, - "component_count": 30, + "component_count": 29, "review_unit_index": 2, - "review_unit_count": 3, + "review_unit_count": 4, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-67", + "cluster_id": "cluster-40546-69", "nodes": [ "pull_request:43451", "pull_request:44517", @@ -22853,14 +22890,13 @@ "pull_request:46995", "pull_request:47003", "pull_request:47034", - "pull_request:47035", "pull_request:47069", "pull_request:47077", "pull_request:47078", "pull_request:47082", "pull_request:47089", "pull_request:47093", - "pull_request:47096", + "pull_request:47105", "pull_request:47108", "pull_request:47113", "pull_request:47143", @@ -22871,8 +22907,8 @@ "pull_request:47178", "pull_request:47179", "pull_request:47181", - "pull_request:47184", "pull_request:47198", + "pull_request:47202", "pull_request:47204", "pull_request:47207", "pull_request:47210", @@ -22884,9 +22920,13 @@ "pull_request:47239", "pull_request:47241", "pull_request:47243", - "pull_request:47253" + "pull_request:47253", + "pull_request:47255" ], "soft_pairs": [ + "pull_request:47093|pull_request:47255", + "pull_request:44775|pull_request:47077", + "pull_request:46196|pull_request:47202", "pull_request:46509|pull_request:46995", "pull_request:47082|pull_request:47108", "pull_request:47089|pull_request:47229", @@ -22899,8 +22939,9 @@ "pull_request:44775|pull_request:47181", "pull_request:47077|pull_request:47210", "pull_request:47175|pull_request:47179", - "pull_request:47204|pull_request:47231", + "pull_request:47231|pull_request:47255", "pull_request:47093|pull_request:47143", + "pull_request:47204|pull_request:47231", "pull_request:47093|pull_request:47163", "pull_request:47229|pull_request:47231", "pull_request:47163|pull_request:47179", @@ -22919,31 +22960,31 @@ "pull_request:47166|pull_request:47218", "pull_request:47175|pull_request:47239", "pull_request:47082|pull_request:47181", - "pull_request:46895|pull_request:47207", "pull_request:46912|pull_request:47082", + "pull_request:46895|pull_request:47207", "pull_request:47243|pull_request:47253", "pull_request:44775|pull_request:46376", "pull_request:43451|pull_request:44775", - "pull_request:47035|pull_request:47198", - "pull_request:47223|pull_request:47239", "pull_request:46376|pull_request:47173", "pull_request:46196|pull_request:46376", "pull_request:46196|pull_request:47223", "pull_request:47034|pull_request:47253", - "pull_request:47035|pull_request:47069", - "pull_request:47035|pull_request:47113", "pull_request:46266|pull_request:46376", "pull_request:47069|pull_request:47113", "pull_request:47078|pull_request:47243", "pull_request:46266|pull_request:47034", "pull_request:46957|pull_request:47108", "pull_request:47069|pull_request:47082", + "pull_request:47207|pull_request:47255", "pull_request:46376|pull_request:47207", + "pull_request:47105|pull_request:47255", "pull_request:47198|pull_request:47253", "pull_request:47003|pull_request:47178", + "pull_request:46895|pull_request:47255", "pull_request:46912|pull_request:47113", "pull_request:43451|pull_request:47078", "pull_request:47113|pull_request:47241", + "pull_request:47113|pull_request:47175", "pull_request:47175|pull_request:47207", "pull_request:44517|pull_request:47181", "pull_request:46376|pull_request:47198", @@ -22952,408 +22993,380 @@ "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:47223|pull_request:47243", - "pull_request:47077|pull_request:47198", - "pull_request:46376|pull_request:47184", - "pull_request:46912|pull_request:47253", - "pull_request:43451|pull_request:46957", - "pull_request:46957|pull_request:47096" + "pull_request:47223|pull_request:47239", + "pull_request:47077|pull_request:47198" ], - "prepared_review_unit_hash": "4e6fedd936a5b4b34dbd70c1d429f9d8dd7ae40f1f27d0571bf29cdecaf03212", + "prepared_review_unit_hash": "b97a4d04ccae481bdf64f97f34fc7f3511cf13f48b35599acad5edf421fef0c0", "component_budget": { - "node_count": 67, - "item_count": 67, - "soft_pair_count": 182, - "serialized_chars": 237422, - "estimated_input_tokens": 59356, - "estimated_eval_tokens": 118968 + "node_count": 69, + "item_count": 69, + "soft_pair_count": 188, + "serialized_chars": 244447, + "estimated_input_tokens": 61112, + "estimated_eval_tokens": 122480 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 72, - "serialized_chars": 135928, - "estimated_input_tokens": 33982, - "estimated_eval_tokens": 68220 + "serialized_chars": 136552, + "estimated_input_tokens": 34138, + "estimated_eval_tokens": 68532 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are a heterogeneous mix of model additions, documentation tweaks, test updates, and isolated bug fixes. The soft-similarity edges are mostly superficial (shared subsystems or similar wording) and do not indicate the same underlying change.", + "summary": "The set is highly heterogeneous: mostly unrelated model-addition PRs, docs updates, test tweaks, and small bug fixes. None of the soft edges look like true duplicates or the same mergeable change.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR stands out: the set spans unrelated features and fixes, so there is no common change to deduplicate around.", + "canonical_pr_reason": "No canonical PR: these PRs do not share a single underlying bug or feature; they span many unrelated subsystems and change intents.", "best_issue_reason": null, - "best_pr_reason": "No global best PR for duplicate triage; the items are too diverse to share one canonical target.", + "best_pr_reason": "If forced to pick a representative, PR 47181 is the strongest standalone addition because it has a coherent model-support scope and substantial review activity, but it is not a duplicate of the others.", "soft_edge_verdicts": [ + { + "left": "pull_request:47093", + "right": "pull_request:47255", + "accept": false, + "reason": "Different model-support/docstring changes with no shared code path." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47077", + "accept": false, + "reason": "One is distributed-training docs restructuring; the other is a Japanese docs translation update." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47202", + "accept": false, + "reason": "Unrelated: SDPA attention dispatch for audio models vs dropping a Docker image builder." + }, { "left": "pull_request:46509", "right": "pull_request:46995", "accept": false, - "reason": "Model support vs availability helper tweak; unrelated changes." + "reason": "Different features: Nemotron Omni support vs MLU availability check for flash linear attention." }, { "left": "pull_request:47082", "right": "pull_request:47108", "accept": false, - "reason": "RoMa model addition and a doc-builder comment are unrelated." + "reason": "RoMa model support is unrelated to a doc-builder comment cleanup." }, { "left": "pull_request:47089", "right": "pull_request:47229", "accept": false, - "reason": "Different bug fixes in different modules; not the same code path." + "reason": "AqlmConfig error-message fix and TimesFM preprocessing fix are different bugs." }, { "left": "pull_request:46196", "right": "pull_request:47179", "accept": false, - "reason": "SDPA dispatch work vs Granite model support; no shared bug." + "reason": "Different model families and different change goals." }, { "left": "pull_request:46267", "right": "pull_request:47181", "accept": false, - "reason": "Serve chat parsing and Cosmos3 Edge support are unrelated." + "reason": "Serve chat parsing changes do not overlap with Cosmos3 Edge model support." }, { "left": "pull_request:47093", "right": "pull_request:47181", "accept": false, - "reason": "Different model additions for different architectures; not duplicates." + "reason": "OpenPangu-V2 and Cosmos3 Edge are separate model additions." }, { "left": "pull_request:47179", "right": "pull_request:47210", "accept": false, - "reason": "Granite model support vs packed-SDPA routing; unrelated changes." + "reason": "Granite model support is unrelated to packed SDPA varlen routing." }, { "left": "pull_request:44517", "right": "pull_request:46376", "accept": false, - "reason": "Qwen3 TTS support and multimodal continuous batching are separate features." + "reason": "Qwen3-TTS support and continuous batching multimodal support are different code paths." }, { "left": "pull_request:47204", "right": "pull_request:47207", "accept": false, - "reason": "Exporter test deps vs Swin2SR padding fix; different problems." + "reason": "Docker exporter test image changes are unrelated to Swin2SR padding logic." }, { "left": "pull_request:44775", "right": "pull_request:47181", "accept": false, - "reason": "Docs-only parallelism rename vs a model support PR; unrelated." + "reason": "Only shared broad documentation work; no same underlying bug or change." }, { "left": "pull_request:47077", "right": "pull_request:47210", "accept": false, - "reason": "Japanese docs translation and SDPA varlen routing are unrelated." + "reason": "Japanese translation edits are unrelated to SDPA packed-sequence attention changes." }, { "left": "pull_request:47175", "right": "pull_request:47179", "accept": false, - "reason": "CI expectation updates vs a new model support PR; not the same change." + "reason": "Olmo3 CI test data updates are unrelated to Granite SWA model support." }, { - "left": "pull_request:47204", - "right": "pull_request:47231", + "left": "pull_request:47231", + "right": "pull_request:47255", "accept": false, - "reason": "Docker export deps vs MoonshineStreaming window fix; unrelated." + "reason": "Moonshine streaming window fix and Gemma4 docstring example are unrelated." }, { "left": "pull_request:47093", "right": "pull_request:47143", "accept": false, - "reason": "Different model support PRs for different models; not duplicates." + "reason": "Different model additions with no shared bug or implementation." }, { - "left": "pull_request:47163", - "right": "pull_request:47181", + "left": "pull_request:47204", + "right": "pull_request:47231", + "accept": false, + "reason": "Exporter test-image packaging and Moonshine streaming logic are unrelated." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47163", "accept": false, - "reason": "XPU test updates and Cosmos3 Edge support target different areas." + "reason": "OpenPangu-V2 model support is unrelated to XPU paged-attention tests." }, { "left": "pull_request:47229", "right": "pull_request:47231", "accept": false, - "reason": "TimesFM preprocessing fix and MoonshineStreaming window bug are unrelated." + "reason": "TimesFM preprocessing fix and Moonshine streaming fix target different code paths." }, { "left": "pull_request:47163", "right": "pull_request:47179", "accept": false, - "reason": "Test-only XPU change vs Granite model support; no shared underlying bug." + "reason": "Paged-attention XPU tests are unrelated to Granite SWA model support." }, { "left": "pull_request:46266", "right": "pull_request:47216", "accept": false, - "reason": "DINO modernization/conversion mapping and compressed-tensors fp8 are unrelated." + "reason": "DINO conversion/model updates and compressed-tensors quantization are different changes." }, { "left": "pull_request:46836", "right": "pull_request:47218", "accept": false, - "reason": "Unlimited OCR support vs test image loading refactor; different scopes." + "reason": "Unlimited OCR model support and image-loading test refactor are unrelated." }, { "left": "pull_request:46376", "right": "pull_request:47218", "accept": false, - "reason": "Continuous batching support and image-loading test refactor are not the same change." + "reason": "Multimodal continuous batching and test image-loading refactor are not the same fix." }, { "left": "pull_request:44775", "right": "pull_request:46836", "accept": false, - "reason": "Docs-only parallelism rename vs Unlimited OCR model support; unrelated." + "reason": "Different docs/model-support changes with no shared implementation." }, { "left": "pull_request:47239", "right": "pull_request:47243", "accept": false, - "reason": "Tokenizer docs clarification and Exporter fixes do not share a concrete bug." + "reason": "Tokenizer docs clarification and ExecuTorch exporter fixes are unrelated." }, { "left": "pull_request:47108", "right": "pull_request:47216", "accept": false, - "reason": "Doc-builder pin comment and compressed-tensors work are unrelated." + "reason": "Doc-builder pin comments and compressed-tensors support are unrelated." }, { "left": "pull_request:47077", "right": "pull_request:47239", "accept": false, - "reason": "Japanese docs wording and tokenizer docs clarification are separate documentation edits." - }, - { - "left": "pull_request:47181", - "right": "pull_request:47216", - "accept": false, - "reason": "Cosmos3 Edge support and compressed-tensors fp8 target different subsystems." - }, - { - "left": "pull_request:46912", - "right": "pull_request:47078", - "accept": false, - "reason": "RoPE test changes and Japanese docs wording are unrelated." - }, - { - "left": "pull_request:47035", - "right": "pull_request:47198", - "accept": false, - "reason": "Torch-compile backend default and vLLM backend support address different runtime issues." - }, - { - "left": "pull_request:47035", - "right": "pull_request:47069", - "accept": false, - "reason": "Neuron compile backend and num_labels typing are unrelated fixes." + "reason": "Different documentation topics and different language scopes." }, { - "left": "pull_request:47035", - "right": "pull_request:47113", - "accept": false, - "reason": "Neuron compile default vs audio feature/proc requirements are unrelated." - }, - { - "left": "pull_request:46266", - "right": "pull_request:46376", + "left": "pull_request:46836", + "right": "pull_request:47178", "accept": false, - "reason": "DINO modernization and continuous batching are different changes." + "reason": "Unlimited OCR model support and SigLIP path cleanup are unrelated." }, { - "left": "pull_request:47069", - "right": "pull_request:47175", + "left": "pull_request:47082", + "right": "pull_request:47210", "accept": false, - "reason": "Configuration typing change vs OLMo3 CI expectation updates; not duplicates." + "reason": "RoMa model support and packed SDPA attention routing are unrelated." }, { - "left": "pull_request:47078", - "right": "pull_request:47243", + "left": "pull_request:46912", + "right": "pull_request:47078", "accept": false, - "reason": "Japanese docs wording and Exporter fixes are unrelated." + "reason": "RoPE test expansion and Japanese docs wording are unrelated." }, { - "left": "pull_request:46376", - "right": "pull_request:47184", + "left": "pull_request:47108", + "right": "pull_request:47204", "accept": false, - "reason": "Multimodal continuous batching and Qwen3Next/Videomt test adjustments are different work." + "reason": "Doc-builder comments and CPU exporter image dependencies are unrelated." }, { "left": "pull_request:46957", - "right": "pull_request:47108", + "right": "pull_request:47216", "accept": false, - "reason": "Finegrained FP8 kernel tuning and a doc-builder comment are unrelated." + "reason": "Finegrained FP8 decode kernels and compressed-tensors quantization are different features." }, { "left": "pull_request:47166", "right": "pull_request:47218", "accept": false, - "reason": "Quantization test expansions vs image-loading refactor; not the same bug or feature." - }, - { - "left": "pull_request:47175", - "right": "pull_request:47207", - "accept": false, - "reason": "OLMo3 CI expectation updates and Swin2SR padding fix are unrelated." - }, - { - "left": "pull_request:44517", - "right": "pull_request:47181", - "accept": false, - "reason": "Qwen3 TTS model support and Cosmos3 Edge model support are different model integrations." - }, - { - "left": "pull_request:46376", - "right": "pull_request:47198", - "accept": false, - "reason": "Continuous batching and GPTNeoX/GPTBigCode backend fixes are unrelated." - }, - { - "left": "pull_request:43451", - "right": "pull_request:44775", - "accept": false, - "reason": "Molmo2 model support and docs-only parallelism rename are unrelated." - }, - { - "left": "pull_request:47077", - "right": "pull_request:47198", - "accept": false, - "reason": "Japanese docs translation and backend support fixes are unrelated." - }, - { - "left": "pull_request:46895", - "right": "pull_request:47223", - "accept": false, - "reason": "CohereASR loss-shift fix and TimesFM AttributeError fix are different bugs." - }, - { - "left": "pull_request:47223", - "right": "pull_request:47243", - "accept": false, - "reason": "TimesFM window-size fix and Executorch exporter fixes are unrelated." - }, - { - "left": "pull_request:46376", - "right": "pull_request:47184", - "accept": false, - "reason": "Continuous batching feature work and test parameter updates are unrelated." - }, - { - "left": "pull_request:47069", - "right": "pull_request:47175", - "accept": false, - "reason": "Different fix types: config typing vs test expectation update." + "reason": "Quantization test tweaks are unrelated to image-loading refactors." }, { "left": "pull_request:47175", "right": "pull_request:47239", "accept": false, - "reason": "CI test data update and tokenizer docs clarification are unrelated." + "reason": "Olmo3 CI output updates are unrelated to tokenizer docs." }, { - "left": "pull_request:43451", - "right": "pull_request:46957", + "left": "pull_request:47082", + "right": "pull_request:47181", "accept": false, - "reason": "Molmo2 model addition and finegrained FP8 kernel changes are unrelated." + "reason": "RoMa keypoint matcher support and Cosmos3 Edge model support are separate additions." }, - { - "left": "pull_request:46957", - "right": "pull_request:47096", + { + "left": "pull_request:47207", + "right": "pull_request:47255", "accept": false, - "reason": "Different optimization/export areas; no shared concrete bug." + "reason": "Swin2SR padding fix and Gemma4 docstring example touch unrelated code." }, { - "left": "pull_request:47035", - "right": "pull_request:47253", + "left": "pull_request:46376", + "right": "pull_request:47207", "accept": false, - "reason": "Neuron compile backend default and tensor-parallel head sharding are different features." + "reason": "Continuous batching multimodal support and Swin2SR padding are unrelated." }, { - "left": "pull_request:47082", - "right": "pull_request:47216", + "left": "pull_request:47105", + "right": "pull_request:47255", "accept": false, - "reason": "RoMa model addition and compressed-tensors fp8 are unrelated." + "reason": "VITS test re-enable and Gemma4 docstring change are unrelated." }, { "left": "pull_request:47198", "right": "pull_request:47253", "accept": false, - "reason": "vLLM backend support fixes and tensor-parallel validation are different code paths." + "reason": "GPTNeoX/GPTBigCode backend support and tensor-parallel head sharding are unrelated changes." }, { "left": "pull_request:47003", "right": "pull_request:47178", "accept": false, - "reason": "OpenVINO exporter work and SigLIP path cleanup are unrelated." + "reason": "OpenVINO exporter support and SigLIP checkpoint path cleanup are unrelated." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47255", + "accept": false, + "reason": "CohereASR training-loss fix and Gemma4 docstring update are unrelated." }, { "left": "pull_request:46912", "right": "pull_request:47113", "accept": false, - "reason": "RoPE test tuning and audio backend requirement fixes are unrelated." + "reason": "RoPE test changes and audio feature/proc requirement fixes are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47078", "accept": false, - "reason": "Molmo2 model support and Japanese docs wording are unrelated." + "reason": "Molmo2 model support and Japanese wording fixes are unrelated." }, { "left": "pull_request:47113", "right": "pull_request:47241", "accept": false, - "reason": "Audio backend requirements and DETR-family compile fix are unrelated." + "reason": "Audio requirements fixes and DETR-family compile fix are unrelated." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47175", + "accept": false, + "reason": "Audio backend requirement fixes are unrelated to Olmo3 CI output updates." }, { "left": "pull_request:47175", "right": "pull_request:47207", "accept": false, - "reason": "OLMo3 CI expectations and Swin2SR padding correction are unrelated." + "reason": "Olmo3 CI test expectations and Swin2SR padding fix are unrelated." }, { "left": "pull_request:44517", "right": "pull_request:47181", "accept": false, - "reason": "Different model support additions for unrelated models." + "reason": "Qwen3-TTS model support and Cosmos3 Edge model support are different additions." }, { "left": "pull_request:46376", "right": "pull_request:47198", "accept": false, - "reason": "Continuous batching and GPT backend support fixes are unrelated." + "reason": "Multimodal continuous batching and GPT backend modeling changes are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46266", "accept": false, - "reason": "Molmo2 model support and DINOv2 conversion mapping are unrelated model changes." + "reason": "Molmo2 model support and DINO modernization/conversion updates are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:44517", "accept": false, - "reason": "Molmo2 and Qwen3 TTS are distinct model integrations." + "reason": "Two separate model additions with no shared underlying bug." }, { "left": "pull_request:47077", - "right": "pull_request:47198", + "right": "pull_request:47216", "accept": false, - "reason": "Japanese docs changes and backend support fixes are unrelated." + "reason": "Japanese docs translation updates are unrelated to compressed-tensors quantization support." }, { "left": "pull_request:47069", - "right": "pull_request:47113", + "right": "pull_request:47175", + "accept": false, + "reason": "num_labels typing fix and Olmo3 CI test updates are unrelated." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47143", + "accept": false, + "reason": "Qwen3-TTS model support and NeuCodec support are distinct model-addition PRs." + }, + { + "left": "pull_request:47223", + "right": "pull_request:47243", + "accept": false, + "reason": "TimesFM window-size fix and ExecuTorch exporter fixes are unrelated." + }, + { + "left": "pull_request:47223", + "right": "pull_request:47239", + "accept": false, + "reason": "TimesFM bug fix and tokenizer docs clarification are unrelated." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47198", "accept": false, - "reason": "Typing/config change and audio requirements fix are unrelated." + "reason": "Docs translation updates are unrelated to GPT backend compatibility changes." } ] }, @@ -23367,15 +23380,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 30, + "component_count": 29, "review_unit_index": 3, - "review_unit_count": 3, + "review_unit_count": 4, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-67", + "cluster_id": "cluster-40546-69", "nodes": [ "pull_request:40546", "pull_request:43451", @@ -23391,7 +23404,7 @@ "pull_request:46958", "pull_request:47003", "pull_request:47034", - "pull_request:47035", + "pull_request:47069", "pull_request:47077", "pull_request:47090", "pull_request:47096", @@ -23413,9 +23426,15 @@ "pull_request:47235", "pull_request:47241", "pull_request:47243", - "pull_request:47253" + "pull_request:47253", + "pull_request:47255" ], "soft_pairs": [ + "pull_request:46912|pull_request:47253", + "pull_request:46376|pull_request:47184", + "pull_request:47069|pull_request:47223", + "pull_request:43451|pull_request:46957", + "pull_request:46957|pull_request:47096", "pull_request:46957|pull_request:47003", "pull_request:47175|pull_request:47223", "pull_request:46310|pull_request:47162", @@ -23433,11 +23452,10 @@ "pull_request:47166|pull_request:47184", "pull_request:46912|pull_request:47175", "pull_request:46658|pull_request:46836", - "pull_request:47035|pull_request:47241", "pull_request:47163|pull_request:47166", "pull_request:47163|pull_request:47184", - "pull_request:46509|pull_request:47143", "pull_request:47003|pull_request:47243", + "pull_request:46509|pull_request:47143", "pull_request:46509|pull_request:47181", "pull_request:46376|pull_request:46509", "pull_request:46509|pull_request:47163", @@ -23468,417 +23486,439 @@ "pull_request:46658|pull_request:47003", "pull_request:43451|pull_request:47143", "pull_request:43451|pull_request:47163", + "pull_request:47181|pull_request:47255", "pull_request:43451|pull_request:47181", + "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:43451|pull_request:47241", + "pull_request:47034|pull_request:47096", "pull_request:47096|pull_request:47241", "pull_request:43451|pull_request:47166", "pull_request:47096|pull_request:47166", "pull_request:43451|pull_request:47184", "pull_request:43451|pull_request:47253", "pull_request:47003|pull_request:47241", - "pull_request:47096|pull_request:47143", - "pull_request:47003|pull_request:47143", - "pull_request:47096|pull_request:47163", - "pull_request:46509|pull_request:47096" + "pull_request:47096|pull_request:47143" ], - "prepared_review_unit_hash": "5c758a0954d6208c145543274109493ecb47319c7d925ae673b4cf7da204c863", + "prepared_review_unit_hash": "179760c5604e04166a5a37c71ab93c27622d7a6710ec97f14326f9f13f742db0", "component_budget": { - "node_count": 67, - "item_count": 67, - "soft_pair_count": 182, - "serialized_chars": 237422, - "estimated_input_tokens": 59356, - "estimated_eval_tokens": 118968 + "node_count": 69, + "item_count": 69, + "soft_pair_count": 188, + "serialized_chars": 244447, + "estimated_input_tokens": 61112, + "estimated_eval_tokens": 122480 }, "budget": { - "node_count": 37, - "item_count": 37, - "soft_pair_count": 68, - "serialized_chars": 115786, - "estimated_input_tokens": 28947, - "estimated_eval_tokens": 58150 + "node_count": 38, + "item_count": 38, + "soft_pair_count": 72, + "serialized_chars": 119462, + "estimated_input_tokens": 29866, + "estimated_eval_tokens": 59988 }, "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-addition, exporter, or test/doc updates. The real duplicate groups are MoonshineStreaming off-by-one/right-window fixes, CohereASR double-shift training-loss fixes, TimesFM2.5 method-name fixes, and the Aimv2/COCO image-loading test refactor; everything else should stay separate.", - "confidence": 0.82, + "summary": "The set is mostly unrelated PRs, but there are four true duplicate families: MoonshineStreaming sliding-window right-context off-by-one, CohereASR training-loss double-shift, TimesFM 2.5 window_size preprocessing typo, and the test image-loading refactor around COCO fixtures. The rest are broad-similarity false positives.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "Pick pull_request:47090 as the canonical PR anchor: it is the clearest CohereASR double-shift fix, targets the shared issue 46894, and uses the intended shift_labels path instead of a broader test-only or implementation-divergent patch.", + "canonical_pr_reason": "PR 47090 is the clearest representative of the CohereASR duplicate family: it targets the concrete double-shift loss bug directly, has an explicit issue target, and includes an explanatory fix path plus tests.", "best_issue_reason": null, - "best_pr_reason": "pull_request:47090 is the best overall representative because it is a clean, self-contained bug fix from one of the true duplicate families, while the rest of the cluster is mostly unrelated churn.", + "best_pr_reason": "PR 47090 is the best overall representative in this set: it is narrowly scoped, clearly explained, and addresses a concrete code-path bug with test coverage.", "soft_edge_verdicts": [ + { + "left": "pull_request:46912", + "right": "pull_request:47253", + "accept": false, + "reason": "Different changes: RoPE test coverage vs tensor-parallel lm_head validation." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47184", + "accept": false, + "reason": "Unrelated: continuous batching multimodal support vs test requirement rename/coverage." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47223", + "accept": false, + "reason": "Different bugs in unrelated areas: num_labels typing vs TimesFM window_size config behavior." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46957", + "accept": false, + "reason": "Unrelated model addition vs exporter/FP8 changes." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47096", + "accept": false, + "reason": "Different exporter/model work; not the same concrete change." + }, { "left": "pull_request:46957", "right": "pull_request:47003", "accept": false, - "reason": "Different changes: FP8 decode/kernel optimization vs OpenVINO exporter support; same broad infra area only." + "reason": "Both touch export-related code, but they fix different exporter implementations and different models." }, { "left": "pull_request:47175", "right": "pull_request:47223", "accept": false, - "reason": "Different bugs: Olmo3 CI expected-output updates vs TimesFM window_size AttributeError/config cleanup." + "reason": "Olmo3 CI expectations vs TimesFM preprocessing bug; unrelated." }, { "left": "pull_request:46310", "right": "pull_request:47162", "accept": true, - "reason": "Same MoonshineStreaming bug: the sliding-window right-context off-by-one fix on the same code path." + "reason": "Same MoonshineStreaming right-window off-by-one bug and same code path." }, { "left": "pull_request:46310", "right": "pull_request:47231", "accept": true, - "reason": "Same MoonshineStreaming off-by-one/right-window fix; same underlying change, just a later variant." + "reason": "Same MoonshineStreaming sliding-window right-context fix; same underlying bug." }, { "left": "pull_request:47162", "right": "pull_request:47231", "accept": true, - "reason": "Same MoonshineStreaming right-window off-by-one bug and same affected masking code." + "reason": "Same MoonshineStreaming off-by-one right-window bug, just slightly different framing." }, { "left": "pull_request:46895", "right": "pull_request:47235", "accept": true, - "reason": "Same CohereASR double-shift training-loss bug on the same forward/loss path." + "reason": "Same CohereASR double-shift training-loss bug in the same forward path." }, { "left": "pull_request:46895", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR double-shift loss bug; both fix the same code path with equivalent intent." + "reason": "Same CohereASR loss-shift bug; both fix the same decoder loss computation." }, { "left": "pull_request:47090", "right": "pull_request:47235", "accept": true, - "reason": "Same CohereASR training-loss double-shift issue; implementation differs but the bug is identical." + "reason": "Same CohereASR double-shift issue and same code path." }, { "left": "pull_request:46958", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR double-shift bug in the loss computation path." + "reason": "Same CohereASR training-loss bug; implementation differs, but the underlying fix is identical." }, { "left": "pull_request:46958", "right": "pull_request:47235", "accept": true, - "reason": "Same CohereASR loss double-shift fix; direct CE vs helper loss is an implementation detail." + "reason": "Same CohereASR double-shift loss bug." }, { "left": "pull_request:46895", "right": "pull_request:46958", "accept": true, - "reason": "Same CohereASR training-loss bug; both patches target the same loss computation site." + "reason": "Same CohereASR loss double-shift problem with alternative implementations." }, { "left": "pull_request:47218", "right": "pull_request:47219", "accept": true, - "reason": "Same test-image-loading fix: both migrate integration tests away from external COCO image fetching to HF-friendly loading." + "reason": "Same test-image-loading refactor around the same affected integration tests and issue target." }, { "left": "pull_request:46834", "right": "pull_request:47229", "accept": true, - "reason": "Same TimesFM2.5 preprocessing bug: wrong moving-average method name in the window_size path." + "reason": "Same TimesFM 2.5 preprocessing typo: wrong moving-average method name." + }, + { + "left": "pull_request:47223", + "right": "pull_request:47229", + "accept": false, + "reason": "Both are TimesFM 2.5-related, but one fixes a config AttributeError and the other fixes a method-name call; different bugs." }, { "left": "pull_request:47166", "right": "pull_request:47184", "accept": false, - "reason": "Unrelated test updates: quantization expected outputs vs accelerator-availability test decorators." + "reason": "Unrelated test updates in different areas." }, { "left": "pull_request:46912", "right": "pull_request:47175", "accept": false, - "reason": "Different test suites and different issues; no shared code-path bug." + "reason": "Different model/test changes with no shared bug." }, { "left": "pull_request:46658", "right": "pull_request:46836", "accept": false, - "reason": "Both add new model support, but for different models and unrelated code paths." - }, - { - "left": "pull_request:47035", - "right": "pull_request:47241", - "accept": false, - "reason": "Different fixes: Neuron torch-compile backend default vs DETR-family sine-position compile crash." + "reason": "Different model additions; similar scope but not the same change." }, { "left": "pull_request:47163", "right": "pull_request:47166", "accept": false, - "reason": "Different areas: paged-attention XPU test coverage vs quantization test expectations." + "reason": "Paged-attention XPU test support vs quantization test tweaks; unrelated." }, { "left": "pull_request:47163", "right": "pull_request:47184", "accept": false, - "reason": "Different test concerns: paged-attention/XPU coverage vs multi-accelerator decorator cleanup." + "reason": "Different test expansions for different features." }, { - "left": "pull_request:46509", - "right": "pull_request:47143", + "left": "pull_request:47003", + "right": "pull_request:47243", "accept": false, - "reason": "Different model additions: Nemotron Omni vs NeuCodec." + "reason": "Different exporter fixes for different backends and models." }, { - "left": "pull_request:47003", - "right": "pull_request:47243", + "left": "pull_request:46509", + "right": "pull_request:47143", "accept": false, - "reason": "Different exporters/runtime fixes: OpenVINO exporter vs Executorch exporter serialization issues." + "reason": "Separate model-support PRs for different models; only broadly similar." }, { "left": "pull_request:46509", "right": "pull_request:47181", "accept": false, - "reason": "Different model-support PRs for different architectures." + "reason": "Different model integrations, not the same underlying change." }, { "left": "pull_request:46376", "right": "pull_request:46509", "accept": false, - "reason": "Continuous batching multimodal support is unrelated to Nemotron Omni model support." + "reason": "Different feature areas: continuous batching vs new model support." }, { "left": "pull_request:46509", "right": "pull_request:47163", "accept": false, - "reason": "Model addition vs test coverage for paged attention; not the same change." + "reason": "Nemotron Omni model support vs paged-attention test changes." }, { "left": "pull_request:46376", "right": "pull_request:47181", "accept": false, - "reason": "Different changes: continuous batching multimodal support vs Cosmos3 Edge model support." + "reason": "Different features with no shared code-path bug." }, { "left": "pull_request:43451", "right": "pull_request:46836", "accept": false, - "reason": "Both add new models, but for different models and different implementations." + "reason": "Different model additions with no same-change evidence." }, { "left": "pull_request:46509", "right": "pull_request:46836", "accept": false, - "reason": "Different model support additions for unrelated models." + "reason": "Different model integrations; not duplicates." }, { "left": "pull_request:46836", "right": "pull_request:47143", "accept": false, - "reason": "NeuCodec and Unlimited OCR are separate model integrations, not the same bug/change." - }, - { - "left": "pull_request:43451", - "right": "pull_request:46509", - "accept": false, - "reason": "Different model-support PRs with no shared bug or implementation." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47163", - "accept": false, - "reason": "Model integration vs test coverage for paged attention; unrelated changes." - }, - { - "left": "pull_request:46376", - "right": "pull_request:47034", - "accept": false, - "reason": "Continuous batching support and Neuron SFT experiment code are unrelated." - }, - { - "left": "pull_request:46658", - "right": "pull_request:47143", - "accept": false, - "reason": "Different model additions (Step3p7 vs NeuCodec), no shared fix." + "reason": "Different model-support PRs (Unlimited OCR vs NeuCodec)." }, { "left": "pull_request:47143", - "right": "pull_request:47163", - "accept": false, - "reason": "NeuCodec model support and paged-attention test updates are unrelated." - }, - { - "left": "pull_request:47077", "right": "pull_request:47181", "accept": false, - "reason": "Japanese docs translation vs Cosmos3 Edge model support; not the same change." - }, - { - "left": "pull_request:47034", - "right": "pull_request:47216", - "accept": false, - "reason": "Neuron fine-tuning experiment vs compressed-tensors exporter support are different efforts." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47243", - "accept": false, - "reason": "Molmo2 model support and Executorch exporter fixes are unrelated." - }, - { - "left": "pull_request:47143", - "right": "pull_request:47210", - "accept": false, - "reason": "NeuCodec model support vs packed-SDPA varlen routing are different code paths." - }, - { - "left": "pull_request:47181", - "right": "pull_request:47198", - "accept": false, - "reason": "Cosmos3 Edge model support and GPTBigCode/GPTNeoX backend fixes are unrelated." - }, - { - "left": "pull_request:40546", - "right": "pull_request:43451", - "accept": false, - "reason": "Different model integrations: VibeVoice vs Molmo2." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47175", - "accept": false, - "reason": "Molmo2 model support and Olmo3 CI updates are unrelated." + "reason": "Different model additions; same broad pattern, but not the same bug or change." }, { - "left": "pull_request:47096", - "right": "pull_request:47175", + "left": "pull_request:46376", + "right": "pull_request:47163", "accept": false, - "reason": "Exportable Kimi work and Olmo3 CI updates are unrelated." + "reason": "Unrelated generation feature work vs test-only paged-attention support." }, { "left": "pull_request:43451", - "right": "pull_request:46658", - "accept": false, - "reason": "Different model-support PRs for unrelated models." - }, - { - "left": "pull_request:46658", - "right": "pull_request:47096", - "accept": false, - "reason": "Step3p7 support and Kimi exportability are different changes." - }, - { - "left": "pull_request:46658", - "right": "pull_request:47003", + "right": "pull_request:46509", "accept": false, - "reason": "Step3p7 model work is unrelated to OpenVINO exporter support." + "reason": "Different model support PRs, not duplicates." }, { "left": "pull_request:43451", "right": "pull_request:47143", "accept": false, - "reason": "Molmo2 and NeuCodec are distinct model integrations." + "reason": "Different model support PRs with no shared concrete bug/change." }, { "left": "pull_request:43451", - "right": "pull_request:47181", + "right": "pull_request:47163", "accept": false, - "reason": "Molmo2 and Cosmos3 Edge are distinct model integrations." + "reason": "Model addition vs generation test support; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47096", "accept": false, - "reason": "Molmo2 model support is unrelated to exportable Kimi changes." + "reason": "Model addition vs exporter/model integration work; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47003", "accept": false, - "reason": "Molmo2 model support and OpenVINO exporter support are unrelated." + "reason": "Different feature areas: model support vs OpenVINO exporter." }, { "left": "pull_request:47003", "right": "pull_request:47096", "accept": false, - "reason": "Different export/runtime targets: OpenVINO vs Kimi exportability." + "reason": "Different exporter backends and different model paths." }, { "left": "pull_request:43451", "right": "pull_request:47034", "accept": false, - "reason": "Molmo2 model support and Neuron SFT experiment code are unrelated." + "reason": "Model addition vs Neuron training experiment; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47241", "accept": false, - "reason": "Molmo2 model support and DETR-family compile fixes are unrelated." + "reason": "Different model/support areas; no same underlying change." }, { "left": "pull_request:47096", "right": "pull_request:47241", "accept": false, - "reason": "Exportable Kimi changes and DETR compile fixes are unrelated." + "reason": "Exporter/model work vs DETR-family compile fix; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47166", "accept": false, - "reason": "Model support work vs quantization test updates; no shared bug." + "reason": "Model addition vs quantization test updates; unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47166", "accept": false, - "reason": "Exportability changes and quantization test updates are unrelated." + "reason": "Different feature areas; not the same bug/change." }, { "left": "pull_request:43451", "right": "pull_request:47184", "accept": false, - "reason": "Molmo2 model support and accelerator test decorator changes are unrelated." + "reason": "Different features and different code paths." }, { "left": "pull_request:43451", "right": "pull_request:47253", "accept": false, - "reason": "Model integration work and tensor-parallel validation changes are unrelated." + "reason": "Unrelated model addition vs tensor-parallel validation." }, { "left": "pull_request:47003", "right": "pull_request:47241", "accept": false, - "reason": "OpenVINO exporter support and DETR-family compile fixes are different code paths." + "reason": "OpenVINO exporter work vs DETR-family compile fix; unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47143", "accept": false, - "reason": "Different model/export work: Kimi exportability vs NeuCodec support." - }, + "reason": "Different model/export paths; not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 29, + "review_unit_index": 4, + "review_unit_count": 4, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-69", + "nodes": [ + "pull_request:46509", + "pull_request:47003", + "pull_request:47096", + "pull_request:47143", + "pull_request:47163", + "pull_request:47241" + ], + "soft_pairs": [ + "pull_request:47003|pull_request:47143", + "pull_request:47096|pull_request:47163", + "pull_request:47143|pull_request:47241", + "pull_request:46509|pull_request:47096" + ], + "prepared_review_unit_hash": "2e07f8c8eea711903321e80fe481eaddf5e2f17b8d654ed856faca7126466ba5", + "component_budget": { + "node_count": 69, + "item_count": 69, + "soft_pair_count": 188, + "serialized_chars": 244447, + "estimated_input_tokens": 61112, + "estimated_eval_tokens": 122480 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 4, + "serialized_chars": 16623, + "estimated_input_tokens": 4156, + "estimated_eval_tokens": 8568 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a mix of unrelated PRs: two new model-support additions, one exporter-infrastructure PR, one model exportability PR, one XPU test update, and one DETR-family numerical fix. They share only broad topical similarity, not the same concrete change or bug.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47096 is the most central and broadly representative code-change PR in the set, but the cluster is not a duplicate group; the other PRs are separate features or fixes.", + "best_issue_reason": null, + "best_pr_reason": "PR 47096 has the widest and most technically representative scope among these unrelated PRs, touching exporter internals and model-specific exportability rather than only docs, tests, or a single model addition.", + "soft_edge_verdicts": [ { "left": "pull_request:47003", "right": "pull_request:47143", "accept": false, - "reason": "OpenVINO exporter support and NeuCodec model support are unrelated." + "reason": "OpenVINO exporter infrastructure vs NeuCodec model support; different targets and code paths." }, { "left": "pull_request:47096", "right": "pull_request:47163", "accept": false, - "reason": "Exportability changes and paged-attention test additions are unrelated." + "reason": "Kimi exportability/code-path changes vs XPU paged-attention test coverage; not the same underlying bug or change." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47241", + "accept": false, + "reason": "New NeuCodec support vs a DETR-family torch.compile precision fix; unrelated functionality." }, { "left": "pull_request:46509", "right": "pull_request:47096", "accept": false, - "reason": "Nemotron Omni model support and Kimi exportability are unrelated changes." + "reason": "Nemotron Omni support vs Kimi exportability; both are model-related but they affect different models and distinct integration paths." } ] }, @@ -23892,7 +23932,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23908,12 +23948,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "897f48ad51b2f10004d1b2cef318a2c2f6ecfc36aab1900d10f52a0cd3e8ac67", + "prepared_review_unit_hash": "4f2d07df6632600ef3a9b43a7002845c496203c1c1bf352e6f3dad15c9f2773e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -23921,7 +23961,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -23930,18 +23970,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one adds TimesFM covariate forecasting support, while the other adds DINOv3 image classification support. They touch different models, code paths, and user-facing capabilities, so they should not be clustered as duplicates.", + "summary": "These are unrelated pull requests: one adds covariate-based forecasting support for TimesFM, the other adds DINOv3 image-classification support. They do not fix the same bug or implement the same change path, so they should not be clustered as duplicates.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the PRs address different features in different model families and do not fix the same underlying change.", + "canonical_pr_reason": "Neither PR is a duplicate of the other. If a single canonical PR had to be chosen for the cluster, neither fits as a cluster-wide representative because they target different models, different subsystems, and different user-facing capabilities.", "best_issue_reason": null, - "best_pr_reason": "If one PR must represent the cluster, choose pull_request:41224 because it has broader review activity and is more mature, but it is not a duplicate of the other PR.", + "best_pr_reason": "No PR is a suitable global representative for both artifacts, since the changes are semantically unrelated and touch different code paths (time-series forecasting vs vision classification).", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models and different functionality: TimesFM covariates vs DINOv3 image classification. They do not fix the same code-path problem and could not be merged into one PR." + "reason": "TimesFM covariate forecasting and DINOv3 image-classification support are unrelated features; they do not share the same underlying bug or change, and could not plausibly be merged into one PR." } ] }, @@ -23955,7 +23995,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24018,7 +24058,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24060,7 +24100,7 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "bae681edc420c75fe477ab43fc985d3a0f16c39cb38e61dfda754997188d50f9", + "prepared_review_unit_hash": "6551aed72c91928755d321b8d8e695f99e89972c9965757ae70f545e72994646", "component_budget": { "node_count": 12, "item_count": 12, @@ -24082,126 +24122,120 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Most PRs are unrelated one-off changes. The only clear duplicate/same-change pair is the two `fixed_cross_entropy` patches (`43251` and `43254`), both targeting the same issue and the same `src/transformers/loss/loss_utils.py` code path.", - "confidence": 0.96, + "summary": "Most PRs in this cluster are unrelated despite superficial similarity (model additions, processors, tests, and infra tweaks). The only true duplicate-like pair is the two `fixed_cross_entropy` PRs, which make the same kwargs-support change in the same loss utility function.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "`pull_request:43251` is the better canonical PR because it explicitly targets issue `43240`, has substantially more review activity, and its patch is the more complete/general version of the same `fixed_cross_entropy` fix.", + "canonical_pr_reason": "PR 43251 is the best canonical PR for the duplicate loss fix: it targets the same `fixed_cross_entropy` code path as 43254, explicitly links issue 43240, and has the clearest discussion/history among the pair.", "best_issue_reason": null, - "best_pr_reason": "`pull_request:43251` is the strongest representative of the cluster: it addresses the tracked loss-function kwargs bug directly, is reviewed more heavily, and overlaps with `43254` on the same concrete implementation change.", + "best_pr_reason": "PR 43251 is the strongest global representative here because it is the only clear duplicate anchor in the set and most directly matches the underlying bug being fixed.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Both touch tokenizer/export-related areas, but they solve different problems: adding missing Mistral tokenizer methods vs. adding dynamic-shape executorch export tests." + "reason": "Different features: Mistral tokenizer API additions vs executorch dynamic-shape export tests." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Unrelated changes: Mistral tokenizer method additions versus adding a new MobileLLM model." + "reason": "Unrelated code paths: tokenizer method additions vs a new MobileLLM model implementation." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Different processor/autoload robustness work versus introducing a new model architecture." + "reason": "Processor auto-loading robustness and a new model implementation are not the same underlying change." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs fix and new MobileLLM model addition are unrelated code changes." + "reason": "Loss-function kwargs support is unrelated to adding MobileLLM model files." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Both involve training-related code, but one fixes cross-entropy kwargs and the other is Mistral4 test/model cleanup; not the same bug or change." + "reason": "`fixed_cross_entropy` kwargs support and Mistral4 test fixes address different bugs in different subsystems." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic-shape export tests do not match the Mistral4 test/model fixes." + "reason": "Executorch export tests do not overlap with Mistral4 test/model fixes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Different features entirely: exportability tests versus adding a new model." + "reason": "Dynamic export test coverage is unrelated to model creation." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model addition is unrelated to the class config resolution order fix." + "reason": "New model addition vs `cls.config` resolution ordering bug; different concrete problems." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "Model introduction versus Falcon output-capture refactor are distinct changes." + "reason": "MobileLLM implementation and Falcon output-capture refactor are different model-specific changes." }, { - "left": "pull_request:43823", + "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition is unrelated to the model-creation skill/documentation PR." - }, - { - "left": "pull_request:43823", - "right": "pull_request:45655", - "accept": false, - "reason": "New model code and a modeling_utils config-resolution fix do not share the same underlying bug." + "reason": "Falcon model refactor is unrelated to the model-creation skill scaffold." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon standardized output interface refactor is not the same concrete change as Mistral4 test fixes." - }, - { - "left": "pull_request:43995", - "right": "pull_request:45213", - "accept": false, - "reason": "Falcon model refactor and model-creation skill/docs are unrelated." + "reason": "Falcon output-interface refactor and Mistral4 test fixes are not the same code-path problem." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and CLIP-like `layrnorm` renaming are separate issues in different subsystems." + "reason": "Mistral4 test fixes and `layrnorm`->`layernorm` renaming are unrelated; one is test/model behavior, the other conversion/mapping cleanup." }, { "left": "pull_request:44827", - "right": "pull_request:45213", + "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 fixes are unrelated to the model-creation skill PR." + "reason": "Mistral4 test fixes do not match the TDT loss kernel integration change." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Different problems: Mistral4 tests/model integration versus `cls.config` resolution order." + "reason": "Mistral4 tests and config-resolution order fix are separate bugs in different areas." }, { "left": "pull_request:44827", - "right": "pull_request:46048", + "right": "pull_request:45213", + "accept": false, + "reason": "Test fixes for Mistral4 are not the same as adding a new model-creation skill." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 test fixes and TDT loss kernel integration are unrelated." + "reason": "A new model implementation and a repo skill/documentation PR are not the same underlying change." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs patch the same `fixed_cross_entropy` implementation in `src/transformers/loss/loss_utils.py` to forward supported `cross_entropy` kwargs for the same issue `43240`; these are the same underlying fix and could be merged into one PR." + "reason": "Both PRs modify `src/transformers/loss/loss_utils.py` to add the same `fixed_cross_entropy` kwargs support (`weight` and `label_smoothing`) for the same loss code path." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet, and the only accepted soft-edge pair (`43251`/`43254`) is a conservative same-file, same-issue duplicate that appears mergeable into one bugfix PR. The rejected pairs are also consistently conservative and do not overclaim overlap beyond broad topical similarity." + "feedback": "The assessment is grounded in the packet and stays conservative. The only clearly duplicate-like pair is 43251/43254: both touch `src/transformers/loss/loss_utils.py`, target issue 43240, and make the same `fixed_cross_entropy` kwargs change. The other pair rejections are reasonable given the different files and bug areas, and the summary does not overclaim beyond the available evidence." }, "evaluator_used": true, "retried": false, @@ -24212,7 +24246,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24228,7 +24262,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "f352bdcb249d8d442741eccc7f97e7811d50b809a1b408c4f0cfe29cf29b9cb8", + "prepared_review_unit_hash": "36afb6adc0fd5b3baad8145900c4e38356448aa24ed6ee4bde75628e9cf8504e", "component_budget": { "node_count": 2, "item_count": 2, @@ -24250,18 +24284,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a very broad maintenance level: both update GitHub Actions in workflow files, but they target different action families and different concrete changes. PR 42975 is about Node 24 compatibility for several core actions; PR 42976 is about bumping Docker/build-related and other actions to newer versions. They should remain separate.", - "confidence": 0.94, + "summary": "Both PRs bulk-upgrade GitHub Actions workflows, but they target different change sets: #42975 is specifically about Node 24 compatibility for several core workflow actions, while #42976 is a broader/latest-version bump focused on Docker build actions and a few other workflow pins. They overlap in files, but they do not look like the same underlying change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "#42975 is the better canonical PR for this cluster because it has the clearer, more specific purpose (Node 24 compatibility) and touches a larger set of workflow action upgrades.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "#42975 is the best representative PR since it describes a concrete compatibility-driven workflow update rather than a generic version bump.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Different underlying change sets: 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility across workflows, while 42976 bumps docker/build-push-action and other workflow actions to latest versions. Shared workflow filenames are not enough to treat them as the same PR." + "reason": "Not a duplicate: the PRs update different action families for different reasons (#42975 for Node 24 compatibility, #42976 for latest-version bumps such as docker/build-push-action). Shared workflow files alone are not enough to treat them as the same change." } ] }, @@ -24275,7 +24309,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24296,12 +24330,12 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "ea348e442d37861b3dbd3e701f6624885b744e55f17690f7747ce34347ce4bab", + "prepared_review_unit_hash": "2b98c250265c61a5be939d406507af938b4c8e96824ca61a08b7876da431ed03", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13046, + "serialized_chars": 13045, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -24309,7 +24343,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13046, + "serialized_chars": 13045, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -24318,36 +24352,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are separate model-addition pull requests (ViT NEPA, Molmo, CTSM, Step3p7). They overlap on boilerplate areas like docs and auto-mapping, but they do not target the same underlying bug or implement the same model change.", - "confidence": 0.97, + "summary": "These are four separate model-addition PRs (ViT NEPA, Molmo, CTSM, Step3p7) that overlap on common integration files like docs and auto-mapping, but they target different models and different code paths. They are not duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: each PR introduces a different model and codepath, so none is a duplicate of the others.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "42978 is the best representative PR because it is a complete model-introduction change with docs, core model files, auto-registration, and tests.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo); shared docs/auto-registry boilerplate does not indicate the same change." + "reason": "Different model additions (ViT NEPA vs Molmo); shared auto/doc files are boilerplate for separate integrations, not the same underlying change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "They add different models (ViT NEPA vs CTSM) and touch different implementation paths." + "reason": "ViT NEPA and CTSM are unrelated model implementations; overlap is only in generic registry/docs files, so they should not be merged as duplicates." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are unrelated model introductions; overlap is only in generic infrastructure files." + "reason": "Molmo and CTSM add different models with distinct configs/code paths; same subsystem touchpoints are not enough to treat them as one PR." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3p7 are distinct model implementations, not the same concrete fix/change." + "reason": "CTSM and Step3p7 are separate model additions with different model-specific files and tests; they are not the same concrete change." } ] }, @@ -24361,7 +24395,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24396,12 +24430,12 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "c2eaffa82f81c0a6aafe8dbbede1f4ef2260d2a1617b96ebcb645b57ff3d05d4", + "prepared_review_unit_hash": "843c13b53c109baad0977b02cefb5769f51f5f04d7370eefdede971dfe2187ce", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19604, + "serialized_chars": 19601, "estimated_input_tokens": 4901, "estimated_eval_tokens": 10058 }, @@ -24409,7 +24443,7 @@ "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19604, + "serialized_chars": 19601, "estimated_input_tokens": 4901, "estimated_eval_tokens": 10058 }, @@ -24418,108 +24452,108 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The set is mostly unrelated one-off PRs across different models/subsystems. The only strong duplicate/same-bug pair is the two YOLOS device-mismatch fixes (#46886 and #46922).", - "confidence": 0.83, + "summary": "This cluster is mostly unrelated PRs that only look similar at a high level (tests, model fixes, CI, quantization). The only true duplicate pair is the two YOLOS PRs, which both address the same device_map=\"auto\" device-mismatch path in modeling_yolos.py.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46886 is the clearest representative: it explicitly names the YOLOS device_map='auto' mismatch, links the issue, and makes the focused no_split_modules fix.", + "canonical_pr_reason": "PR 46922 is the most complete YOLOS fix: it patches the actual forward-path device mismatch and also updates _no_split_modules, subsuming the narrower 46886 change.", "best_issue_reason": null, - "best_pr_reason": "PR #46886 is the best overall fit because it is the most specific, issue-linked fix for the concrete YOLOS bug; the nearby #46922 patch is a close variant/overlap rather than a clearer primary.", + "best_pr_reason": "PR 46922 is the best representative because it directly fixes the concrete YOLOS runtime bug and appears more complete than the earlier YOLOS PR.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer decoding logic vs. unrelated CLIP/ViT test edits; no shared underlying bug or change." + "reason": "Different models and failure modes: Whisper tokenizer/test changes vs CLIP/ViT test edits." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper timestamp decode fix and FP8/dequant loading changes are unrelated subsystems and problems." + "reason": "Whisper decode/test work is unrelated to fp8 dequantization and model loading." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper tokenizer decode fix vs. generation watermarking validation/cross-model test updates; different code paths." + "reason": "Whisper test/tokenizer changes are unrelated to generation watermarking validation." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper decode behavior and YOLOS device-placement fixes are unrelated." + "reason": "Whisper test/tokenizer fix and YOLOS device-mismatch fix are different code paths and bugs." }, { "left": "pull_request:43665", - "right": "pull_request:46539", + "right": "pull_request:44815", "accept": false, - "reason": "Bogus-looking test assertion edits in CLIP/ViT are not the same bug as the Phimoe CI memory/device harness change." + "reason": "Unrelated areas: model tests for CLIP/ViT vs fp8 loading/integration code." }, { "left": "pull_request:43665", - "right": "pull_request:44815", + "right": "pull_request:46380", "accept": false, - "reason": "Different models and different change types; test placeholders vs. FP8 dequant/loading fix." + "reason": "Both are test-related in the broad sense, but they fix different subsystems and failures." }, { "left": "pull_request:43665", - "right": "pull_request:46380", + "right": "pull_request:46539", "accept": false, - "reason": "Unrelated test-only edits vs. generation config validation/runtime fix." + "reason": "Test edits for CLIP/ViT are not the same bug as Phimoe CI/integration test environment fixes." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "Test placeholder edits are unrelated to the YOLOS runtime device-mismatch fix." + "reason": "Different models and issues: CLIP/ViT tests versus YOLOS runtime device placement." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequant/loading changes and Phimoe CI memory/job patches address different failures." + "reason": "fp8 dequant/loading changes are unrelated to CI memory/test harness changes." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "FP8 quantization/loading path vs. generation watermarking validation; no concrete overlap." + "reason": "Different functionality: quantization/loading fix vs generation-config validation fix." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "FP8 dequant fix and YOLOS device mismatch are different models and code paths." + "reason": "No shared bug or code path: fp8 quantization vs YOLOS device mismatch." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation config watermarking validation and Phimoe integration CI fixes are unrelated." + "reason": "Generation watermarking validation and Phimoe CI test setup are different problems." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Generation config validation changes do not match the YOLOS device-placement bug." + "reason": "Generation-config validation is unrelated to YOLOS device-map behavior." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "CI runner memory/device-map setup for Phimoe is unrelated to YOLOS model forwarding." + "reason": "Phimoe integration-test/CI environment fix is unrelated to the YOLOS model runtime bug." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both target the same YOLOS device_map='auto' mismatch in the same file/issue; one adds no_split_modules while the other adds the tensor-device cast, so they are plausibly one mergeable fix." + "reason": "Both target the same YOLOS device_map=\"auto\" mismatch in the same file/issue; 46922 effectively extends/subsumes the earlier fix with the actual device move." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair, #46886/#46922, is supported by the shared YOLOS issue target and same-file fix; the other false verdicts are reasonable given the unrelated subsystems." + "feedback": "The summary is grounded in the packet and stays conservative. The non-YOLOS pairs are reasonably treated as unrelated despite soft similarity, and the YOLOS pair is a plausible same-bugfix sequence in the same file/issue, with 46922 subsuming 46886 rather than contradicting it." }, "evaluator_used": true, "retried": false, @@ -24530,7 +24564,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24549,7 +24583,7 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "b56cbe42e53b3812722d955878d591883aef1e04da9cd0f057e5c0609807dcce", + "prepared_review_unit_hash": "d97427381b2efd8b2304a9f98fa0e623ccbdc17e70644caa2008f31caedff709", "component_budget": { "node_count": 3, "item_count": 3, @@ -24571,30 +24605,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three unrelated \u201c[don\u2019t merge]\u201d PRs: one tweaks setup/dependencies and a ViT test, one rewires several CI/workflow and testing utility files, and one only changes a security-gate workflow trigger. The apparent similarity is superficial; they do not fix the same concrete bug or implement the same change.", - "confidence": 0.97, + "summary": "All three pull requests are synthetic \"don't merge\" changes and do not fix the same underlying problem. They overlap only loosely on CI/testing or a shared test file, so this is not a duplicate cluster.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "43532 is the broadest and most central of the three, but only as a loose anchor; the PRs are not true duplicates.", + "canonical_pr_reason": "No true canonical PR exists here; if one must anchor the set, 43532 is the broadest/most central synthetic change because it spans several CI/test-related files and shares one test file with 43488.", "best_issue_reason": null, - "best_pr_reason": "43532 is the closest representative for the cluster because it touches the most files and the most CI-related surfaces, but it still does not match the other PRs as the same change.", + "best_pr_reason": "43532 is the best representative only by breadth of touched CI/test files, but it is still not the same change as the other two PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different changes: setup/dependency + test tweak vs. a single workflow trigger change. No shared concrete code-path or mergeable duplicate behavior." + "reason": "Different changes entirely: setup/dependency/version and test-bot plumbing versus a workflow trigger change for the security gate." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Only superficial overlap via a ViT test file; one is packaging/dependency/version-bump work, the other is CI/workflow and utility changes." + "reason": "They only share a test file; one is a repo-bot/setup tweak, the other rewrites CI/comment-handling workflows and related utilities. Not the same bug/change." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both are workflow-related, but they alter different CI mechanisms and target different behavior; not the same underlying fix or change." + "reason": "Both touch workflows, but they address different concrete paths: self-comment/testing automation versus the PR security gate trigger. Too broad to treat as duplicates." } ] }, @@ -24608,7 +24642,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24624,12 +24658,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "5414f32a16688b785cbd9bb54e7874f1bf0dc124ed6c9aa6c87798bd8d304583", + "prepared_review_unit_hash": "2b1216e0896e12acf4baeb5e5c9c976c54e32b4ab9acc0fc3e67957adbcd3514", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -24637,7 +24671,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -24646,18 +24680,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate feature PRs for different promptable segmentation pipelines. They share some documentation and registration scaffolding, but they target different model families, different pipeline modules, and different test suites, so they are not duplicates.", + "summary": "These are related only at the infrastructure level: both add new pipeline docs, registration, and tests, but they implement different features and code paths (promptable concept segmentation vs promptable visual segmentation). They should not be treated as duplicates or merged into one PR.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the overlap is mostly shared pipeline/docs infrastructure, while the underlying feature changes are different (concept segmentation vs visual segmentation).", + "canonical_pr_reason": "No single canonical PR for duplication: 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation with different models and pipeline logic.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a better duplicate representative; both are standalone feature additions rather than two versions of the same fix.", + "best_pr_reason": "If a representative PR is needed, 43613 is the broader standalone feature addition, but it is not a substitute for 43612 because it targets a different segmentation task and model set.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Reject: they add different pipelines with different code paths, model integrations, and tests. Shared docs/registry files are just common plumbing, not the same underlying change." + "reason": "Different underlying features and code paths. Shared docs/registration/test plumbing is superficial; concept segmentation and visual segmentation are distinct pipelines and not plausibly merged as one fix/change." } ] }, @@ -24671,7 +24705,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24687,40 +24721,40 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "31e38bb2bfc66e68a452bcb7ae0317b96eda1724b284ad0c81847b0ecec115b8", + "prepared_review_unit_hash": "537898f3bb7f06edd7bb23a455088c65dae5d4b00c13adc56004aff5445b1752", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, - "estimated_input_tokens": 1073, - "estimated_eval_tokens": 2402 + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, - "estimated_input_tokens": 1073, - "estimated_eval_tokens": 2402 + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two trainer PRs share the same file but modify different code paths: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom/PEFT trainers.", - "confidence": 0.98, + "summary": "Both PRs touch src/transformers/trainer.py, but they address different trainer behaviors: 43651 changes gradient-accumulation loss scaling, while 43663 adds an override hook for input signature column filtering. They are not duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "43651 is the more concrete bug fix in training_step; 43663 is a separate extensibility refactor for signature-column filtering.", "best_issue_reason": null, - "best_pr_reason": "PR 43651 is the more self-contained representative change: it adds _loss_is_scaled_for_ga and adjusts training_step loss scaling behavior. PR 43663 is a separate refactor of column filtering logic.", + "best_pr_reason": "43651 is the clearest representative of the cluster because it fixes a specific training-step behavior with a small, direct code change.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different underlying changes in trainer.py: 43651 fixes gradient-accumulation loss scaling in training_step, while 43663 extracts _get_signature_columns for data column filtering. They are not the same concrete bug or mergeable into one PR." + "reason": "Different code paths and different goals: loss scaling in training_step vs. dataset column filtering via signature inspection. They could not plausibly be merged as one duplicate PR." } ] }, @@ -24734,7 +24768,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24750,12 +24784,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "d9ae931ed7c2647aef42367edaa3eedcb2e446ce1238cc3ec723953bd6d8da37", + "prepared_review_unit_hash": "fd75c9259e2310a005e76800bea768e1cb96babc4eb1ed05ffabb621b486e3b9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -24763,7 +24797,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -24772,35 +24806,35 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same `TypeAdapter` runtime NameError in `src/transformers/cli/serve.py`; 43842 is the narrower, more direct fix, while 43656 is a broader typing cleanup that appears to solve the same failure mode.", - "confidence": 0.77, + "summary": "Both PRs touch `src/transformers/cli/serve.py` and are typing/import-related, but they appear to address different scopes: PR 43656 is a broader annotations/future-import cleanup, while PR 43842 is a narrower `TypeAdapter`/`pydantic` TYPE_CHECKING guard for a specific NameError. The packet does not show them as the same concrete fix.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "43842 most directly fixes the reported runtime error with a minimal change set: it avoids evaluating the `TypeAdapter` annotation at import time and only type-checks the import.", + "canonical_pr_reason": "PR 43842 is the more direct, narrowly scoped fix for the concrete `TypeAdapter`/`pydantic` NameError path; PR 43656 looks like a broader typing cleanup rather than the same bugfix.", "best_issue_reason": null, - "best_pr_reason": "43842 is the best representative because it is the most precise, least invasive fix for the CLI `TypeAdapter` NameError and stays tightly scoped to the bug.", + "best_pr_reason": "PR 43842 best matches the specific failure mode described in its title and diff, and is the cleanest standalone fix among the two.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": true, - "reason": "Same underlying bug in the same file: both aim to \u0443\u0441\u0442\u0440\u0430\u043d\u0438\u0442\u044c the `TypeAdapter` NameError in the CLI serve path. The implementation differs, but the code-path problem is the same and the changes could plausibly be merged into one PR." + "accept": false, + "reason": "Shared file and similar typing symptoms are not enough here; 43656 is a broader annotations/future-import cleanup, while 43842 targets a narrower `TypeAdapter`/`pydantic` TYPE_CHECKING issue. The packet does not clearly show one mergeable PR for the same concrete bug." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: both PRs touch the same file and are explicitly about the CLI `TypeAdapter` NameError. The softer claim that they address the same failure mode is supported by the titles and diffs, and the pair looks mergeable into one bugfix PR without overclaiming." + "accept": false, + "feedback": "The pair verdict is too strong for the packet. PR 43656 is a broader annotations/future-import cleanup in `cli/serve.py`, while PR 43842 is a narrower `TypeAdapter`/`pydantic` TYPE_CHECKING guard. The shared file and similar symptom are evident, but the packet does not clearly show they are the same concrete bugfix or that they should be treated as one mergeable PR for the same issue. The summary also overstates this by calling them the same bug rather than overlapping typing-related fixes." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 12, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24866,7 +24900,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -24916,8 +24950,8 @@ "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:44066|pull_request:44068", "pull_request:44019|pull_request:44722", "pull_request:44086|pull_request:44722", "pull_request:44019|pull_request:44085", @@ -24979,376 +25013,364 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "5b3cf30b21d24e5b0383e6dc892dd986bdf506bd5382475a67ad81d071a5ec45", + "prepared_review_unit_hash": "e6f2b20d5bd6441991390036079750594f2b3de3f9bc24743db9783b4e07468e", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84513, - "estimated_input_tokens": 21129, - "estimated_eval_tokens": 42514 + "serialized_chars": 84503, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76945, - "estimated_input_tokens": 19237, - "estimated_eval_tokens": 38730 + "serialized_chars": 76936, + "estimated_input_tokens": 19234, + "estimated_eval_tokens": 38724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of independent model-by-model refactors toward the same standardized output-tracing pattern. Only a few pairs are true duplicates/near-duplicates within the same GPT-J/GPT-Neo code paths; most cross-model pairs should stay separate.", - "confidence": 0.78, + "summary": "This cluster is mostly a broad theme cluster of output-tracing refactors across unrelated model families, not one duplicate PR set. The clearest true duplicates are within the GPT-Neo and GPT-J/CodeGen subgroups; most other pairings only share the same modernization pattern or issue target.", + "confidence": 0.61, "canonical_issue_reason": null, - "canonical_pr_reason": "44722 is the strongest representative of the cluster\u2019s concrete change pattern: it is a later, broader GPT-J/CodeGen output-tracing refactor with the clearest overlap to related GPT-J PRs and the most complete implementation among the accepted duplicates.", + "canonical_pr_reason": "44722 is the strongest anchor for the GPT-J/CodeGen subcluster: it is the most complete/latest concrete refactor in this set and overlaps the same output-tracing code paths as the nearby GPT-J PRs. It is not a canonical for the whole cluster, but it is the best single PR representative here.", "best_issue_reason": null, - "best_pr_reason": "44722 is the best single PR to stand in for the cluster because it captures the core GPT-J tracing refactor cleanly, has the strongest mergeable overlap with related PRs, and is more representative than the smaller one-file variants.", + "best_pr_reason": "Best overall PR candidate is 44722 for the same reason: it is the most complete and recent instance of the recurring output-tracing refactor pattern in the only clearly duplicate-like subcluster. The rest of the cluster is too heterogeneous to collapse into one PR.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families (CVT/FNet vs GPT-J). Same refactor theme, but not the same concrete code path." + "reason": "Different model families (CVT/FNet vs GPT-J); shared issue/tag is not enough." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families (CVT/FNet vs DeBERTa v2). Shared issue target is not enough to merge these." + "reason": "Different models and code paths (CVT/FNet vs DeBERTa-v2)." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same code path; 44066\u2019s CodeGen copy is closely tied to the GPT-J block and they could plausibly be merged together." + "reason": "Same GPT-J output-tracing refactor in the same file family; 44066 also touches CodeGen, but the GPT-J change overlaps and could be merged." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet/ResNet/RT-DETR refactor vs EfficientNet refactor; same standardized-output theme, but different model implementations." + "reason": "RegNet/ResNet-style refactor vs EfficientNet are different code paths and model families." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated concrete code paths." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated model changes." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet; not the same bug/change." + "reason": "GPT-J/CodeGen vs EfficientNet; same theme, not the same bug/change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa v2 are separate implementations; too broad to treat as one duplicate change." + "reason": "MobileNetV2 and DeBERTa-v2 are unrelated model implementations." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen tracing vs MGP-STR tracing; different model code paths." + "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; different concrete code paths." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen tracing vs MPT tracing; same pattern, but different modules and changes." + "reason": "GPT-J/CodeGen and MPT are different models with separate output-tracing implementations." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors on the same concrete model code path; these look mergeable into one PR." + "reason": "Both are GPT-Neo output-tracing refactors in the same model/file set; they look like the same change." }, { - "left": "pull_request:44066", - "right": "pull_request:44068", + "left": "pull_request:44018", + "right": "pull_request:44066", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo; similar decorator migration, but not the same underlying code path." + "reason": "GPT-Neo vs GPT-J/CodeGen are different model families." }, { - "left": "pull_request:44018", - "right": "pull_request:44066", + "left": "pull_request:44066", + "right": "pull_request:44068", "accept": false, - "reason": "GPT-Neo and GPT-J are different model implementations; too broad to combine as duplicates." + "reason": "GPT-J/CodeGen vs GPT-Neo are not the same underlying change." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated concrete changes." + "reason": "ResNet-style output tracing and GPT-J/CodeGen output tracing are different model changes." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated model paths." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated code paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J; same broad refactor idea, but not the same code path." + "reason": "ResNet and GPT-J are unrelated model families." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different model implementations." + "reason": "GPT-Neo and ResNet are different implementations and fixes." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet vs MPT; different models and changes." + "reason": "ResNet and MPT are unrelated model-specific changes." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated code paths." + "reason": "GPT-Neo vs Flaubert/XLM are different code paths." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert; same standardized-output theme but no shared concrete change." + "reason": "GPT-Neo and Flaubert/XLM are unrelated output-tracing changes." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are separate model code paths." + "reason": "GPT-Neo and GPT-J/CodeGen are different model families." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are unrelated model implementations." + "reason": "MPT and GPT-J/CodeGen are separate model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo vs GPT-J; not the same underlying bug/change." + "reason": "GPT-Neo and GPT-J are different model families." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are different concrete code paths." + "reason": "GPT-Neo and MGP-STR are unrelated." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated changes." + "reason": "GPT-Neo and MGP-STR are unrelated model-specific changes." }, { "left": "pull_request:44071", "right": "pull_request:44085", "accept": false, - "reason": "MPT and GPT-J are separate models; not mergeable as duplicates." + "reason": "MPT and GPT-J are different code paths." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J vs MGP-STR; shared theme only, not same code path." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated implementations." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44161", - "accept": false, - "reason": "SegFormer vs LongT5; same output-tracing initiative, but different model code." + "reason": "GPT-J and MGP-STR are unrelated refactors." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:44098", + "right": "pull_request:44101", "accept": false, - "reason": "SegFormer vs VisualBERT; not the same concrete change." + "reason": "ViLT output handling vs Flaubert/XLM attention tracing are different model changes." }, { - "left": "pull_request:44017", - "right": "pull_request:44722", + "left": "pull_request:44059", + "right": "pull_request:44086", "accept": false, - "reason": "SegFormer and GPT-J/CodeGen are unrelated code paths." + "reason": "GPT2 and MGP-STR are unrelated implementations." }, { - "left": "pull_request:44068", + "left": "pull_request:44059", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are different models." + "reason": "GPT2 and MPT are different model code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44073", + "left": "pull_request:44018", + "right": "pull_request:44059", "accept": false, - "reason": "RegNet vs VisualBERT; same refactor style, different model code." + "reason": "GPT-Neo and GPT2 are different model families; only the refactor style matches." }, { - "left": "pull_request:43997", - "right": "pull_request:44017", + "left": "pull_request:44059", + "right": "pull_request:44066", "accept": false, - "reason": "RegNet/ResNet/RT-DETR refactor vs SegFormer refactor; not the same underlying change." + "reason": "GPT2 and GPT-J/CodeGen are separate concrete changes." }, { "left": "pull_request:44071", - "right": "pull_request:44076", + "right": "pull_request:44085", "accept": false, - "reason": "MPT and ImageGPT are different concrete code paths." + "reason": "MPT and GPT-J are unrelated model refactors." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", - "accept": false, - "reason": "TextNet vs Flaubert; unrelated model implementations." + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing refactor; 44722 appears to be the more complete follow-up/duplicate of the same change." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44085", + "right": "pull_request:44129", "accept": false, - "reason": "MPNet vs LongT5; same generic pattern, but separate changes." + "reason": "GPT-J and SpeechT5 are unrelated model-specific changes." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", + "left": "pull_request:43996", + "right": "pull_request:44007", "accept": false, - "reason": "RegNet/ResNet/RT-DETR vs GPT-Neo; unrelated code paths." + "reason": "CVT/FNet vs RegNet/ResNet/RT-DETR are different model families." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", + "left": "pull_request:43996", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet/ResNet/RT-DETR vs LongT5; not mergeable as duplicates." + "reason": "CVT/FNet and SpeechT5 are unrelated code paths." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:44044", + "right": "pull_request:44129", "accept": false, - "reason": "TextNet and LongT5 are unrelated model implementations." + "reason": "DeBERTa-v2 and SpeechT5 are unrelated output-tracing implementations." }, { - "left": "pull_request:44018", - "right": "pull_request:44161", + "left": "pull_request:44044", + "right": "pull_request:44154", "accept": false, - "reason": "GPT-Neo vs LongT5; same refactor initiative but different concrete changes." + "reason": "DeBERTa-v2 and ViTS are different model families." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", - "accept": false, - "reason": "SqueezeBERT vs MPT; unrelated model code." + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor with overlapping file changes; 44722 is the stronger duplicate-like follow-up." }, { - "left": "pull_request:44018", + "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and SpeechT5 are different model paths." + "reason": "GPT-J and SpeechT5 are unrelated." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "SqueezeBERT vs VisualBERT; same broad theme only." + "reason": "CVT/FNet vs SegFormer are different model implementations." }, { - "left": "pull_request:43997", - "right": "pull_request:44074", + "left": "pull_request:43996", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet/ResNet/RT-DETR vs TextNet; unrelated code paths." + "reason": "CVT/FNet and LongT5 are unrelated changes." }, { "left": "pull_request:44010", - "right": "pull_request:44018", + "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBERT and GPT-Neo are different models." + "reason": "SqueezeBert and VisualBert are different model families." }, { "left": "pull_request:44010", - "right": "pull_request:44044", + "right": "pull_request:44722", "accept": false, - "reason": "SqueezeBERT vs DeBERTa v2; not the same concrete bug/change." + "reason": "SqueezeBert and GPT-J/CodeGen are unrelated code paths." }, { - "left": "pull_request:44044", - "right": "pull_request:44129", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "DeBERTa v2 and SpeechT5 are separate model implementations." + "reason": "TextNet and Flaubert/XLM are different model-specific changes." }, { - "left": "pull_request:44044", - "right": "pull_request:44154", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "DeBERTa v2 vs Vits; same output-tracing theme, but not a shared code path." + "reason": "MPNet and LongT5 are unrelated implementations." }, { - "left": "pull_request:44066", - "right": "pull_request:44722", - "accept": true, - "reason": "These are the same GPT-J/CodeGen tracing refactor family and overlap on the same source files and change pattern." + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different model families." }, { - "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": true, - "reason": "Both focus on the GPT-J tracing refactor on the same code path; they are plausible duplicates/iterations of the same change." + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated changes." }, { - "left": "pull_request:44085", - "right": "pull_request:44129", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "GPT-J vs SpeechT5; unrelated concrete code paths." + "reason": "MPT and ImageGPT are different model families." }, { - "left": "pull_request:43996", - "right": "pull_request:44007", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet vs RegNet/ResNet/RT-DETR; same standardized-output effort, but different model code." + "reason": "TextNet and LongT5 are unrelated." }, { - "left": "pull_request:43996", - "right": "pull_request:44129", + "left": "pull_request:44056", + "right": "pull_request:44101", "accept": false, - "reason": "CVT/FNet vs SpeechT5; not the same bug/change." + "reason": "MPNet and Flaubert/XLM are separate output-tracing changes." }, { - "left": "pull_request:44044", - "right": "pull_request:44129", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "DeBERTa v2 and SpeechT5 are unrelated implementations." + "reason": "SqueezeBert and DeBERTa-v2 are unrelated model changes." }, { "left": "pull_request:44044", - "right": "pull_request:44154", + "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa v2 vs Vits; different model code paths." + "reason": "DeBERTa-v2 and TextNet are different code paths." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are different model implementations; same refactor theme only." + "reason": "FocalNet and ImageGPT are unrelated model-specific refactors." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is mostly grounded in the packet, and the soft-edge decisions are appropriately conservative. The accepted pairs are limited to closely related GPT-J/GPT-Neo variants on the same files/code paths, while the rejected pairs stay within separate model implementations. I did not see a clear overstatement that would require rejection." + "feedback": "The summary is grounded in the packet and stays conservative about the broad theme cluster. The chosen PR anchor (44722) is supported by the data as the latest, most complete GPT-J/CodeGen refactor, and the true soft-edge accepts are limited to clearly overlapping GPT-Neo and GPT-J/CodeGen pairs. No pair verdict appears overstated for mergeability." }, "evaluator_used": true, "retried": false, @@ -25359,7 +25381,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 30, + "component_count": 29, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -25383,20 +25405,20 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "4289871ee4ded19f344afb89016ad374cab9d62d9b41726ce9c11124fd3bc17f", + "prepared_review_unit_hash": "b12705ec3ea8095f8d8e032ac375b6ebc60e54de41e6b78c562570d34a7fb2fb", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84513, - "estimated_input_tokens": 21129, - "estimated_eval_tokens": 42514 + "serialized_chars": 84503, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13068, + "serialized_chars": 13067, "estimated_input_tokens": 3267, "estimated_eval_tokens": 6790 }, @@ -25405,42 +25427,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are related model-specific refactors to migrate output tracing to the new standardized capture_outputs/can_return_tuple pattern, but they target different architectures and code paths, so they are not true duplicate PRs.", - "confidence": 0.93, + "summary": "These are all per-model refactors to standardized output tracing/capture in different architectures, not duplicates of one underlying bug or change. The cluster is related by theme, but the code paths and merge candidates are distinct.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No exact duplicate PR is present; 44129 is the best representative because it is a concrete output-tracing refactor with an explicit issue target and the same modernization pattern seen across the cluster.", + "canonical_pr_reason": "No single canonical PR: each PR touches a different model implementation and changes that model\u2019s output-capture plumbing independently, so they are not the same mergeable change.", "best_issue_reason": null, - "best_pr_reason": "44129 is the strongest single representative: it has an explicit linked issue, a substantive implementation change, and clearly exemplifies the standardized output capture migration without being overly broad.", + "best_pr_reason": "PR 44129 is the strongest representative only because it has the clearest concrete scope and an explicit issue target, but it is still model-specific and not a universal canonical fix for the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Same refactor theme, but VisualBert and TextNet are different models with different forward/output paths; not the same underlying bug or change." + "reason": "Both are output-tracing refactors, but for different models (VisualBert vs TextNet) with different forward paths and tests; they are not the same underlying change and would not plausibly merge into one PR." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both modernize output tracing, but MPNet and VisualBert have distinct architectures and model-specific implementations; too broad to merge as one PR." + "reason": "Same refactor pattern, but different model code paths (MPNet vs VisualBert) and different recorder mappings; these are separate model-specific changes, not duplicates." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Shared modernization pattern only; these are separate model implementations, not one concrete code-path fix." + "reason": "Both are standardized output-capture refactors, but they target different architectures and implementation details, so they are not the same concrete fix." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated code paths; the similarity is only that both adopt standardized output tracing." + "reason": "RegNet and SqueezeBert are unrelated model implementations; despite similar decorator migration, the PRs address separate code paths and are not mergeable as one change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Different models and different affected forward logic; the explicit issue in 44129 does not make it the same change as SqueezeBert's refactor." + "reason": "SqueezeBert and SpeechT5 both migrate output tracing, but SpeechT5 is a different model with its own issue target and layer behavior; this is a theme match, not a duplicate change." } ] }, @@ -25454,7 +25476,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25520,274 +25542,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "a52ea9780094c0fe89afcf4fe8274f4e32a6fc675f689d09ab3135bc5525bf27", + "prepared_review_unit_hash": "01a0d85501663c6ca987cec83343efefe3c4484dd47875490d973ff90893e1d2", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40170, - "estimated_input_tokens": 10043, - "estimated_eval_tokens": 20342 + "serialized_chars": 40183, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40170, - "estimated_input_tokens": 10043, - "estimated_eval_tokens": 20342 + "serialized_chars": 40183, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are separate model-specific output-tracing refactors with similar naming and style, but they do not share the same concrete bug or code path. They should remain distinct PRs.", - "confidence": 0.97, + "summary": "A bundle of independent, model-specific PRs that all refactor output tracing/can_return_tuple handling, but they are not duplicates: each targets a different architecture and code path.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: each change targets a different model implementation and forward path.", + "canonical_pr_reason": "PR 44003 is the most representative anchor: it has the largest concrete tracing refactor and spans two related implementations (falcon_mamba and mamba), showing the pattern most clearly.", "best_issue_reason": null, - "best_pr_reason": "PR 44025 is the most representative because it spans a two-file model-family refactor with the same output-tracing pattern, but it still isn't a duplicate of the others.", + "best_pr_reason": "PR 44003 is the best single representative of the cluster because it is the broadest substantive change among these output-tracing refactors, while still being a single coherent code change.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and forward paths; same refactor theme only." + "reason": "Same refactor theme, but different model files and code paths (timm_backbone vs upernet). Not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Unrelated model implementations; similarity is only in output-tracing wording." + "reason": "Different model families and implementations; these are parallel refactors, not one shared fix." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different architecture and code path; not the same bug/change." + "reason": "Different model code paths (timm_backbone vs univnet); same pattern, not a duplicate PR." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "timm_backbone vs mamba/falcon_mamba are separate model paths, not one fix." + "reason": "Different architectures and files; one is timm_backbone, the other mamba/falcon_mamba, so they should not be merged as one PR." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model classes and outputs plumbing; only broad thematic overlap." + "reason": "Different model implementations (timm_backbone vs rwkv); same refactor style only." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Different model families; not the same underlying change." + "reason": "MobileNetV1 and UnivNet are unrelated code paths; similar output-handling cleanup does not make them duplicates." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "MobileNetV1 and UperNet have distinct forward implementations and fix scopes." + "reason": "Different model classes and files; not the same bug or change." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Separate image-model refactors in different files; not one concrete code-path problem." + "reason": "MobileNetV1 vs DepthAnything are different implementations; this is a shared pattern, not a single fix." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different wrapper/model code paths; similarity is only the refactor pattern." + "reason": "Different wrapper/model families (mobilenet_v1 vs vision_encoder_decoder); not one concrete code-path problem." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "MobileNetV1 vs speech-encoder-decoder are unrelated implementations." + "reason": "Different models and files; similar output tracing refactor, but not mergeable as one PR." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are unrelated model paths." + "reason": "Vision-text dual encoder and UnivNet are unrelated code paths; same refactor motif only." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different architectures; no shared concrete bug or change." + "reason": "Different model implementations (vision_text_dual_encoder vs upernet); not the same underlying change." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Same refactor theme, but separate code paths in different model families." + "reason": "Different model families and files; too broad to treat as one duplicate change." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Distinct model implementations; not plausibly one merged fix." + "reason": "Different architectures and code paths; both refactor tracing, but not the same PR-worthy fix." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are different code paths; only thematic similarity." + "reason": "UnivNet and UperNet are unrelated models; not a duplicate despite similar output-handling edits." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and outputs handling; not a duplicate." + "reason": "Different model implementations and files; these are separate refactors, not one bug fix." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Separate model-specific refactors; not the same underlying change." + "reason": "Different code paths (univnet vs depth_anything/prompt_depth_anything); no shared concrete fix." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV have unrelated implementations and fix scopes." + "reason": "UperNet and RWKV are different model families and code paths; same theme only." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model code paths; same output-tracing motif only." + "reason": "Different architectures and files; not the same underlying bug or change." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "mamba/falcon_mamba vs superpoint are unrelated model implementations." + "reason": "Mamba/FalconMamba and SuperPoint are unrelated implementations; output tracing refactor alone is not enough to merge." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and forward signatures; not one duplicate fix." + "reason": "Different model code paths (mamba/falcon_mamba vs codegen); these are separate changes." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "timm_backbone and codegen are unrelated code paths despite similar refactor wording." + "reason": "TimmBackbone and CodeGen are unrelated models; same refactor style, not the same fix." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen are separate models with different output contracts." + "reason": "UnivNet and CodeGen are distinct code paths; not duplicate PRs." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different architectures and implementation details; not the same change." + "reason": "UperNet and CodeGen touch different model stacks; do not merge as one PR." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Vision-text dual encoder vs CodeGen are unrelated; similarity is only in the refactor style." + "reason": "Different model families and behavior; same broad refactor pattern only." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything family and vision encoder-decoder wrapper are separate code paths." + "reason": "DepthAnything/prompt_depth_anything and vision_encoder_decoder are different model families and code paths." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model families; not the same concrete bug or refactor." + "reason": "Different encoder-decoder vs depth-estimation code paths; not the same concrete change." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth Anything and SuperPoint are unrelated implementations." + "reason": "DepthAnything family and SuperPoint are unrelated models; similar tracing cleanup only." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and output plumbing; no shared code-path bug." + "reason": "Different model implementations (depth_anything vs rwkv); not a duplicate." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything and DPR are distinct code paths." + "reason": "DepthAnything and DPR are distinct code paths; same refactor motif but not mergeable as one PR." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Vision encoder-decoder and RWKV are unrelated model implementations." + "reason": "VisionEncoderDecoder and RWKV are unrelated model families; not the same underlying fix." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Two separate encoder-decoder wrappers; same pattern, but not the same change." + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are different wrapper models; similar edits, not one code-path bug." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Vision encoder-decoder and SuperPoint are different code paths." + "reason": "Different model implementations and files; not a duplicate change." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and forward/output contracts." + "reason": "VisionEncoderDecoder and DPR are different code paths; same tracing refactor pattern only." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech encoder-decoder and SuperPoint are unrelated implementations." + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated models; not the same fix." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different models and output handling; not a duplicate." + "reason": "Different model families and code paths; similar output tracing cleanup only." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Speech encoder-decoder and DPR are separate code paths." + "reason": "SpeechEncoderDecoder and DPR are different implementations; not mergeable as one PR." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated model families." + "reason": "SuperPoint and RWKV are unrelated code paths; same theme, different changes." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different architectures and fix scopes; only broad similarity." + "reason": "SuperPoint and DPR target different model stacks; not duplicates." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are distinct model implementations with different output paths." + "reason": "RWKV and DPR are different model families and code paths; similar refactor only." } ] }, @@ -25801,7 +25823,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25817,12 +25839,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "bbffe608372c17035078a7211ee45c644dd869eed7638c048de5cdca1d60b1ea", + "prepared_review_unit_hash": "252385a2446035d8f6a5f923724f6db20a05a74b2690999ca9103fbd9bcab9ab", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -25830,7 +25852,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -25839,18 +25861,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are unrelated model additions: one implements PenguinVL, the other adds Voxtral TTS support. They overlap only on shared Transformers scaffolding (docs and auto-registration), which is not enough to treat them as the same change.", - "confidence": 0.97, + "summary": "These are two unrelated model-addition PRs: one for PenguinVL and one for Voxtral TTS. They share only broad Transformers scaffolding changes (docs/auto-registration), not the same underlying code path or feature.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for duplication: the PRs target different models, different code paths, and different feature sets.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #45401 is the better representative only because it has a clear explicit issue target and a tighter, single-feature scope; it is not a duplicate of the other PR.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Reject: PenguinVL and Voxtral TTS are distinct models with different implementations; shared auto/docs files are generic integration touchpoints, not evidence of the same underlying bug or change." + "reason": "Different models and different implementations; overlap is only generic new-model plumbing, so they should not be merged as duplicates." } ] }, @@ -25864,7 +25886,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25880,7 +25902,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "52d4adb495e8b2919c4914857ffdd2b80648bf708b7b27ecb9c7e1a91a6e8445", + "prepared_review_unit_hash": "7c857d289b3634f46c23c7168aebf630b6441ff2661120dc1e4fddb2ef20f2b9", "component_budget": { "node_count": 2, "item_count": 2, @@ -25902,18 +25924,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are related in theme (fusion) but not the same change: #44979 adds a generic Module Fusion API, while #45363 implements n-to-1 kernel fusion through KernelConfig and integration plumbing. They should not be deduplicated.", - "confidence": 0.93, + "summary": "These two PRs are related to module/kernel fusion, but they are not the same change: one introduces a general Module Fusion API and tests, while the other wires n-to-1 kernel fusion through KernelConfig and existing model-loading/integration code. They look complementary rather than duplicate.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR as a duplicate cluster: the PRs target different abstraction levels and different concrete functionality.", + "canonical_pr_reason": "PR 45363 is the more concrete end-user feature: it threads KernelConfig through loading/integration paths and implements a specific n-to-1 fusion workflow. It has a clearer code-path target than the more abstract API-only PR.", "best_issue_reason": null, - "best_pr_reason": "#45363 is the more concrete, end-user-facing implementation of a specific fusion path; #44979 is a separate generic API proposal.", + "best_pr_reason": "PR 45363 best represents the cluster because it is the broader, more actionable implementation and touches the real integration points, not just the new API scaffolding.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Both concern fusion, but they implement different mechanisms: a general module-fusion API vs. specific kernel fusion via KernelConfig. They are not the same underlying code change and would not be merged as one PR." + "reason": "Related area, but not the same underlying change. 44979 adds a general fusion API and tests; 45363 adds a specific KernelConfig-based n-to-1 fusion path plus example/integration changes. They could coexist, but they are not duplicate fixes for one concrete code-path problem." } ] }, @@ -25927,7 +25949,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25943,7 +25965,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "c12298f8ca5cbc8db0e782e15e13b424ed6a51cab22f15b5f345e28e9959ebd5", + "prepared_review_unit_hash": "a9ff4a69a19eda3ac9ab2bb94678457b342b5b2f664fb493eda568b1356f1a5d", "component_budget": { "node_count": 2, "item_count": 2, @@ -25965,18 +25987,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same Mistral regex patch bug in the same code path; 45317 is the more complete PR because it adds test coverage in addition to the code fix.", - "confidence": 0.97, + "summary": "Both pull requests target the same Mistral regex patch in `tokenization_utils_tokenizers.py` for the same issue (#45081). The second PR is the same code fix plus tests, so they are duplicates for triage purposes.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "45317 is the better canonical PR because it contains the same fix as 45086 plus a related test update, making it the more complete patch for the AttributeError in _patch_mistral_regex.", + "canonical_pr_reason": "PR #45317 is the better canonical PR because it contains the same fix as #45086 and also adds test coverage, making it the more complete representative of the change.", "best_issue_reason": null, - "best_pr_reason": "45317 is the strongest representative of this change set: same underlying fix, same target issue, and additional tests that better validate the behavior.", + "best_pr_reason": "PR #45317 is the best overall representative because it fixes the same `AttributeError` in `_patch_mistral_regex` and includes an accompanying test file, unlike #45086.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same concrete bug fix in the same file and code path; 45317 is effectively an expanded version of 45086 with test coverage, so they are duplicate enough to merge as one change." + "reason": "Same underlying bug and same code path; the diff shows the identical fix, with #45317 simply adding tests." } ] }, @@ -25990,7 +26012,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26006,7 +26028,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "d5a8f0e1c8e09ee4e1fa336ee929b283cfcff694c149e66ccb8707bc864d9657", + "prepared_review_unit_hash": "0117a12b895c0100536a423d1329fc0b472bf08846bf53757b4b963612d59b62", "component_budget": { "node_count": 2, "item_count": 2, @@ -26028,18 +26050,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch NemotronH internals, but they target different changes: one is a conversion/refactor toward GraniteMoeHybrid-compatible naming, while the other is a broader model split introducing NemotronHDense/NemotronHSparse plus docs/tests. They are related, but not the same concrete code change.", - "confidence": 0.86, + "summary": "Two related NemotronH PRs overlap in core model files, but they pursue different changes: one is a GraniteMoeHybrid-style refactor/conversion mapping update, while the other is a broader model-family split adding dense/sparse variants and docs. They should not be treated as duplicates.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the broader, more representative NemotronH change set: it introduces the new dense/sparse model split, updates auto/model registration, and includes docs/tests. It subsumes the general NemotronH redesign more than the narrower conversion-mapping refactor.", + "canonical_pr_reason": "PR #45569 is the better cluster representative because it is the broader, more complete NemotronH family change and covers the shared core files plus the new dense/sparse model variants and documentation.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the best overall PR for the cluster because it is the larger end-to-end implementation and appears to be the main feature change rather than a single supporting refactor.", + "best_pr_reason": "PR #45569 is the strongest overall candidate for the cluster since it addresses the larger end-state change for NemotronH, whereas #45115 is a narrower refactor/conversion-mapping step.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Shared NemotronH files are not enough here: 45115 is a structural key-rename/conversion refactor, while 45569 is a broader architecture split with new dense/sparse modules, docs, and tests. They do not look like one mergeable PR for the same bug/change." + "reason": "Overlap is only partial: both touch NemotronH core/auto files, but #45115 is a refactor and conversion-mapping update, while #45569 adds a broader NemotronH split into dense/sparse variants with docs. They do not look like the same concrete change and would not plausibly merge into one PR." } ] }, @@ -26053,7 +26075,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26069,12 +26091,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "44cc8519009dfa971308f58d095ba23ee6e4d980de72f565b58d6d3911055aa7", + "prepared_review_unit_hash": "fbeac3eeebfbcb45ebe292823a3f3fb05603abbd8c7bffdb92aa7ac66ed2fa40", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -26082,7 +26104,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -26091,18 +26113,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both typing-related PRs, but they are not the same change: one is a broad type-checking sweep across many modules, while the other introduces typing helper protocols and targeted fixes in a smaller set of files.", - "confidence": 0.93, + "summary": "Both pull requests are typing-related, but they address different scopes: one is a broad repo-wide type-checking cleanup, the other adds specific typing protocols and integrations around modeling_utils/PEFT. The overlap is superficial rather than a shared underlying fix.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the more focused and concrete typing change: it adds shared typing aliases/protocols and applies them to a limited set of implementation files.", + "canonical_pr_reason": "PR 45425 is the more focused and concrete typing change, centered on specific protocol/alias additions and related integration points, whereas 45415 is a broad type-checking sweep across many modules.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the best representative because its scope is narrower and more specific than the repo-wide type-checking sweep in 45415.", + "best_pr_reason": "PR 45425 is the better representative of a distinct, narrowly defined typing adjustment cluster. PR 45415 is too broad and infrastructure-like to serve as a precise canonical example.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are typing-related, but 45415 is a broad type-checking sweep while 45425 adds specific typing protocols and targeted fixes; they do not look like the same underlying change or a single mergeable PR." + "reason": "Reject: they are not the same concrete code-path fix. 45415 is a wide type-checking pass with pyproject and many file edits; 45425 adds specific typing helpers/protocols and targeted model_utils/PEFT support. Shared type-checking files do not make them mergeable as one PR." } ] }, @@ -26116,7 +26138,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26132,12 +26154,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "78d64b54d83f472500dcdbf2cf43d6e01c0f0e48176fb406cd758a543509a53a", + "prepared_review_unit_hash": "996a617151d708199af0dc870024aec46cffdab37344e2b3bf44ca8cc852b90c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4507, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -26145,7 +26167,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4507, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -26154,18 +26176,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs in the same EP/parallel-loading area, but they fix different bugs: one is about EP + DeepSpeed ZeRO-3 loading via accelerate, the other is about EP + FSDP2 rank-0 broadcast overwriting experts. They overlap on expert-parallel plumbing, not on the same underlying code-path failure.", - "confidence": 0.91, + "summary": "Both PRs are about expert-parallel (EP) model loading, but they fix different failure modes: one preserves distributed_config/has_ep for Accelerate+ZeRO-3 loading, while the other prevents expert parameters from being overwritten during FSDP2/rank-0 broadcast. They are related but not the same underlying change.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the better representative of the cluster because it targets a more concrete, self-contained failure mode in the loading path (experts being overwritten by rank-0 broadcast) and includes the broader fix set needed for that path.", + "canonical_pr_reason": "PR #45662 is the better representative of the cluster because it addresses a clearer, concrete EP parameter-loading corruption path and includes the broader loading-path fixes needed for that bug.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the strongest standalone PR to keep: it addresses a specific corruption bug in EP/FSDP2 loading and makes coordinated changes across the loading stack, unlike #45548 which is narrower and solves a different ZeRO-3/accelerate issue.", + "best_pr_reason": "PR #45662 is the strongest standalone fix: it targets a specific expert-parameter overwrite bug in the loading pipeline and has the more complete cross-file implementation.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both concern expert parallelism, but they fix different concrete problems and code paths: ZeRO-3/accelerate loading versus FSDP2 rank-0 broadcast overwriting experts. Shared EP plumbing and a common file do not make them duplicates." + "reason": "Both concern EP loading, but #45548 fixes config serialization/has_ep for Accelerate+ZeRO-3, while #45662 fixes expert tensors being overwritten after sharding/broadcast in a different code path. They are related, not duplicates." } ] }, @@ -26179,7 +26201,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26195,40 +26217,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "ed5003844ce012517a6cec201ed7b0d6ed9e1ade6f8ff16b18454cbadff52cf1", + "prepared_review_unit_hash": "8eb583f2df5fc92f622efbea1c56649858997aef0ec9d45022798b4906e76433", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4671, - "estimated_input_tokens": 1168, - "estimated_eval_tokens": 2592 + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4671, - "estimated_input_tokens": 1168, - "estimated_eval_tokens": 2592 + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same underlying xdist/captured_info problem, and PR #45645 is the broader superset that also preserves CI debug logs. I\u2019d treat them as duplicates, with #45645 as the better canonical PR.", + "summary": "Both PRs target the same xdist-related captured_info/debug-log problem and share the same core testing_utils change; PR 45645 is the broader follow-up that also updates CI log collection, so it looks like the stronger representative of the pair.", "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45645 is the more complete change set: it includes the xdist-safe captured_info fix in testing_utils plus the workflow update to read all captured_info*.txt files and keep CI debug logs. It best represents the combined change.", + "canonical_pr_reason": "PR 45645 is the best canonical representative because it includes the core xdist-safe logging fix plus the CI workflow change needed to collect multiple captured_info files, making it the more complete patch set.", "best_issue_reason": null, - "best_pr_reason": "PR #45645 is the strongest representative because it covers the core xdist collision fix and the downstream CI artifact handling, so it is more complete than #45639.", + "best_pr_reason": "PR 45645 is the most suitable global representative: it addresses the underlying captured_info xdist collision and also preserves CI debugging output, whereas 45639 appears to be the narrower core-fix subset.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same concrete bug family in testing_utils around captured_info output under xdist, with #45645 clearly extending the same fix to CI artifact collection; these could plausibly be merged into one PR." + "reason": "Accept: both PRs address the same underlying xdist collision in captured_info/patched testing logs, and 45645 appears to subsume 45639 with the same testing_utils fix plus workflow support." } ] }, @@ -26242,7 +26264,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26308,7 +26330,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26324,12 +26346,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "f07610f1742f06eaea3735011e5bcd772798dabdd2e97d28f42ff574c397ee6e", + "prepared_review_unit_hash": "b3273844c4715f4a69a537103e69c5a21bd457e8c44eb00031e5f81c13ab2296", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5526, + "serialized_chars": 5525, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -26337,7 +26359,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5526, + "serialized_chars": 5525, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -26346,18 +26368,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are pull requests in the distributed stack, but they are not the same change set: one is a focused EP + Trainer integration PR, the other is a broad distributed branch base touching many unrelated areas. The overlap in a few distributed filenames is not enough to merge them as duplicates.", - "confidence": 0.89, + "summary": "These two PRs are not duplicates: #46126 is a focused EP + Trainer integration change, while #46269 is a broad distributed branch-base PR touching CI, FSDP, model loading, generation, and multiple integration paths. The shared files reflect common subsystem overlap, not the same underlying fix or change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46269 is the broader umbrella change and looks like the better representative of the cluster; it spans the distributed branch base and includes the shared files, while #46126 is a narrower feature integration PR.", + "canonical_pr_reason": "#46126 is the better representative of a single concrete change: it targets EP + Trainer integration in distributed tensor parallel code, whereas #46269 is a much broader branch-base PR spanning many unrelated distributed updates.", "best_issue_reason": null, - "best_pr_reason": "PR #46269 is the most canonical standalone PR in this cluster because it is the larger, more general distributed base change; #46126 is more specialized and depends on that broader direction rather than being the same concrete fix.", + "best_pr_reason": "#46126 is the most self-contained and specific PR in the cluster, making it the best single representative if one must be chosen.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "They overlap in distributed modules, but the PRs target different concrete work: #46126 adds EP + Trainer integration, while #46269 is a broad distributed branch base across many files. They do not appear mergeable into one single fix for the same bug or code-path." + "reason": "Reject: the PRs do different things. #46126 adds EP + Trainer integration, while #46269 is a wide distributed base update with many files and concerns, so they are not the same concrete fix/change." } ] }, @@ -26371,7 +26393,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26425,256 +26447,232 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "8ccac3f512796185f10220a7795b86513a6e0a30f36d2f4e955e5e577f7dca30", + "prepared_review_unit_hash": "ea4d3bd0eb48a9a1cf8c4e0a5f97f1f57f5f16dd3ce698f4c2cdff053333a97d", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26673, - "estimated_input_tokens": 6669, - "estimated_eval_tokens": 13594 + "serialized_chars": 26677, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26673, - "estimated_input_tokens": 6669, - "estimated_eval_tokens": 13594 + "serialized_chars": 26677, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The set is a grab bag of unrelated workflow chore PRs. Several touch the same workflow file, especially pr-ci-security-gate.yml, but they implement different security hardening changes, so they are not duplicate PRs and should not be clustered together as the same change.", - "confidence": 0.96, + "summary": "These are mostly unrelated workflow-chore PRs. The only tight cluster is the pr-ci-security-gate workflow edits, but each PR changes a different security/control aspect, so they should not be merged as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 46554 is the most substantive pr-ci-security-gate change: it adds a checkout plus explicit workflow/CI-infra file-change blocking. The other pr-ci-security-gate PRs are separate follow-up hardening tweaks, not the same change.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 46554 is the best representative PR overall because it addresses a single concrete security-gate code path with the clearest behavioral change.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different fixes: stdin handling in self-comment-ci vs security-gate checkout/check logic." + "reason": "Different workflows and different behavior; only generic CI-chore similarity." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated CI workflow changes; one updates self-comment-ci, the other changes security-gate permissions/approval gating." + "reason": "Different workflows and different behavior; no shared concrete fix." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow behavior in different CI paths; not the same underlying bug or change." + "reason": "Different workflows and different behavior; title similarity only." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Self-comment-ci command invocation fix is unrelated to the pr-ci-security-gate secrets change." + "reason": "Different workflows and different behavior; not the same bug/change." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Both are workflow chores, but they fix different scripts and code paths." + "reason": "Different workflow files and unrelated implementation details." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows and different concerns: SSH runner hardening vs benchmark trigger conditions." + "reason": "Different workflows; one is SSH runner hardening, the other benchmark trigger logic." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "SSH-runner hardening is not the same change as anti-slop permission placement." + "reason": "Different workflows and unrelated controls; not the same underlying change." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows; no shared concrete bug/change." + "reason": "Different workflows and unrelated behavior; only broad CI similarity." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "SSH-runner updates are unrelated to pr-ci-security-gate logic changes." + "reason": "Different workflows and different security areas; not a duplicate." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Distinct workflow hardening tasks in different files." + "reason": "Different workflows and different security areas; not the same fix." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files and different operational changes." + "reason": "Different workflows and different security areas; only generic workflow hardening similarity." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "SSH runner environment cleanup is unrelated to security-gate secrets handling." + "reason": "Different workflows and different security areas; not the same code-path problem." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Anti-slop permissions and benchmark trigger logic are unrelated changes." + "reason": "Different workflow responsibilities; anti-slop vs benchmark dispatch." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files with unrelated fixes." + "reason": "Different workflows and unrelated changes." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Anti-slop YAML vs build-ci-docker-images command handling; not the same bug." + "reason": "Different workflows; no shared concrete fix." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "No duplicate relationship; different workflow subsystems and purposes." + "reason": "Different workflows and unrelated changes; only generic PR-chore similarity." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Assign-reviewers checkout ref and benchmark dispatch support are unrelated." + "reason": "Different workflows and different behavior; not duplicates." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and different code paths." + "reason": "Different workflows and unrelated changes." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Assign-reviewers change is unrelated to security-gate workflow hardening." + "reason": "Different workflows and different security/automation concerns." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark trigger logic and build-ci-docker-images commit-message handling are different changes." + "reason": "Different workflows; benchmark trigger vs docker image tag logic." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different CI workflows with different behavior changes." + "reason": "Different workflows and unrelated changes." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Same general CI area, but unrelated concrete fixes in different workflows." + "reason": "Different workflows and different implementation paths; not the same fix." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and different operational logic." + "reason": "Different workflows and different implementation paths; title similarity only." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Both touch pr-ci-security-gate.yml, but one adds file-change checks while the other adjusts permissions/approval flow; not the same underlying bug or change." + "reason": "Same workflow file, but different concrete changes: 46554 adds checkout and file-change checks, while 46558 changes permissions and gating logic." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Same file, but one introduces security checks and the other switches to a reusable workflow with explanatory comments." + "reason": "Same workflow file, but 46563 only adds a trust note and reusable-workflow call comments; it is not the same fix." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Both are security-gate related, but the changes are distinct: workflow checks vs secrets inheritance tightening." + "reason": "Same workflow file, but 46716 only switches secrets inheritance to empty secrets; distinct hardening change." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Different modifications to the same workflow file; not a duplicate fix." + "reason": "Same workflow file, but different concrete edits and different security concerns." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Permissions/approval gating is not the same change as secrets handling." + "reason": "Same workflow file, but different concrete edits; not the same underlying change." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Reusable-workflow note/update is unrelated to switching secrets: inherit to secrets: {}." + "reason": "Same workflow file, but different concrete edits; one changes workflow trust commentary, the other secrets handling." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Unrelated workflow changes in different files." + "reason": "Different workflows and unrelated behavior." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "SSH-runner hardening is unrelated to pr-ci-security-gate workflow switching." + "reason": "Different workflows and unrelated security changes." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and different fixes." + "reason": "Different workflows and unrelated behavior." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "No shared concrete code-path problem." - }, - { - "left": "pull_request:46554", - "right": "pull_request:46563", - "accept": false, - "reason": "Same workflow file, but different hardening changes that would not naturally merge as one duplicate PR." - }, - { - "left": "pull_request:46558", - "right": "pull_request:46563", - "accept": false, - "reason": "Different changes to the same CI workflow; not duplicates." - }, - { - "left": "pull_request:46558", - "right": "pull_request:46716", - "accept": false, - "reason": "Distinct security-gate adjustments; not the same fix." - }, - { - "left": "pull_request:46563", - "right": "pull_request:46716", - "accept": false, - "reason": "Different security concerns and different edits within the reusable workflow call." + "reason": "Different workflows and unrelated security changes." } ] }, @@ -26688,7 +26686,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26704,7 +26702,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "44a153919bc292e894e1fc501235b21d0a952b5591359f576ea43c60b4af0832", + "prepared_review_unit_hash": "d5ffa367f2cce9c73a92b8a19c2807839c9eddf382432b066945e92da7f50aac", "component_budget": { "node_count": 2, "item_count": 2, @@ -26726,18 +26724,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both tokenizer-related PRs, but they address different bugs in different model families and code paths: CodeLlama decode stripping vs. DeepSeek-Coder/DeepSeek-LLM tokenizer-class resolution. They are not duplicates.", - "confidence": 0.97, + "summary": "These two pull requests are not duplicates: one fixes CodeLlama decode stripping real leading spaces, while the other adds checkpoint-specific tokenizer class overrides for DeepSeek-Coder/DeepSeek-LLM loading. They target different code paths and different failure modes.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46574 is the cleaner canonical representative of the cluster because it is a narrowly scoped, self-contained fix with a direct decoder change and tests. PR 46580 is a separate auto-tokenizer routing workaround for different checkpoints.", + "canonical_pr_reason": "No single canonical PR for the cluster: the two PRs solve unrelated tokenizer bugs in different modules, so neither cleanly represents the whole set.", "best_issue_reason": null, - "best_pr_reason": "PR 46574 is the best triage candidate: it fixes a concrete end-user decode regression in one tokenizer implementation and is easier to validate independently.", + "best_pr_reason": "PR #46574 is the better standalone representative because it fixes a concrete end-user decode bug in a single code path and includes a direct implementation change in the tokenizer itself.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different problems and code paths: 46574 fixes CodeLlama decoder stripping on decode; 46580 changes AutoTokenizer checkpoint-prefix handling for DeepSeek models loading with the wrong tokenizer class. Not mergeable as one PR." + "reason": "Reject: these are different bugs. #46574 fixes CodeLlama decoding behavior (leading-space stripping after tokenizer init), while #46580 changes AutoTokenizer checkpoint-prefix routing for DeepSeek models with incompatible hub tokenizer classes. They do not appear mergeable into one PR." } ] }, @@ -26751,7 +26749,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26767,12 +26765,12 @@ "soft_pairs": [ "pull_request:46696|pull_request:47215" ], - "prepared_review_unit_hash": "323aa35e5b5b05dc5032b1782727a427b5c745f60caf2f5c68cef88cc153a4c7", + "prepared_review_unit_hash": "cdc6c55b283aaf9fe166c0d0ac143aea61747e1a0e797964a0ce9c32a2aab9bb", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4580, + "serialized_chars": 4579, "estimated_input_tokens": 1145, "estimated_eval_tokens": 2546 }, @@ -26780,7 +26778,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4580, + "serialized_chars": 4579, "estimated_input_tokens": 1145, "estimated_eval_tokens": 2546 }, @@ -26789,18 +26787,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same FA2 long-context performance regression in `modeling_flash_attention_utils.py`; #47215 looks like the broader, more complete follow-up and #46696 is a narrower subset of the same fix family.", - "confidence": 0.81, + "summary": "Both pull requests appear to address the same FlashAttention 2 long-context performance regression in `modeling_flash_attention_utils.py`, with the second PR broadening/refining the same tensor-vs-int / sync avoidance fix and adding validation.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "#47215 is the better canonical PR: it addresses the same long-context FA2 perf regression more comprehensively, includes related utility changes plus tests/benchmarking, and appears to subsume the narrower fix in #46696.", + "canonical_pr_reason": "PR 47215 is the more complete representative: it targets the same FA2 long-context regression, expands the fix beyond the narrower earlier variant, and includes tests/benchmark coverage.", "best_issue_reason": null, - "best_pr_reason": "#47215 is the best representative because it covers the broader regression fix rather than just one conditional inversion, making it the most complete standalone change for the tracked issue.", + "best_pr_reason": "PR 47215 is the strongest standalone fix for the cluster because it covers the same underlying regression with broader code-path handling and supporting tests, making it the best candidate to keep.", "soft_edge_verdicts": [ { "left": "pull_request:46696", "right": "pull_request:47215", "accept": true, - "reason": "Same underlying FA2 long-context decode/perf regression in the same utility module; #47215 appears to be a broader version of the same fix and could plausibly absorb #46696." + "reason": "Same underlying FA2 long-context regression and same issue target (#46693); both change the same flash-attention utility code to avoid costly tensor/int syncs, with 47215 looking like a broader follow-up to 46696." } ] }, @@ -26814,7 +26812,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26830,40 +26828,40 @@ "soft_pairs": [ "pull_request:46773|pull_request:47087" ], - "prepared_review_unit_hash": "8b6e7b4f2a755307437cfabf4631d57ccfbb81d9bc8e0ca72904cf60d441d92b", + "prepared_review_unit_hash": "02f1bbdfa997d4f9c8189e309b29fd0dd934d1877e2a26de0450434e15b66842", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5433, - "estimated_input_tokens": 1359, - "estimated_eval_tokens": 2974 + "serialized_chars": 5432, + "estimated_input_tokens": 1358, + "estimated_eval_tokens": 2972 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5433, - "estimated_input_tokens": 1359, - "estimated_eval_tokens": 2974 + "serialized_chars": 5432, + "estimated_input_tokens": 1358, + "estimated_eval_tokens": 2972 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch padding-mask logic, but they fix different bugs in different code paths: one for batch-size-1 linear-attention models, the other for continued forwards/chunked prefill in the recurrent masking utility. They are related in theme but not the same underlying change.", + "summary": "These are related masking fixes in attention/recurrent models, but they address different bugs: one skips padding masks for batch-size-1 linear-attention forwards, the other skips masks on continued/recurrent forwards and chunked prefill. They should not be merged as duplicates.", "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47087 is the better representative of this cluster because it addresses a concrete shared utility bug with an explicit issue target and tests across recurrent models.", + "canonical_pr_reason": "PR 47087 is the stronger canonical candidate because it has an explicit issue target, a broader utility-level fix in masking_utils, and the diff/tests clearly center on the continued-forward masking bug.", "best_issue_reason": null, - "best_pr_reason": "PR #47087 is the strongest standalone candidate: it fixes a specific padding-mask regression in a central masking helper, ties to an explicit issue, and has broad model coverage.", + "best_pr_reason": "PR 47087 is the best overall representative of the cluster: it fixes a concrete, well-scoped masking regression across recurrent-layer forwards and includes targeted test coverage.", "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 skip in linear-attention model forwards while #47087 fixes continued-forward/chunked-prefill masking in recurrent attention. Different code paths and bug shapes; not mergeable as one PR." + "reason": "Both touch padding-mask logic, but they fix different failure modes and code paths: 46773 is about batch-size-1 linear-attention models, while 47087 is about recurrent-layer continued forwards/chunked prefill. They are too distinct to treat as the same change." } ] }, @@ -26877,7 +26875,7 @@ { "label": "pull_request", "component_index": 28, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26900,12 +26898,12 @@ "pull_request:47074|pull_request:47195", "pull_request:47195|pull_request:47197" ], - "prepared_review_unit_hash": "bceac39728e09d7b7ebcb72dec2cc94d1777db5bb520cc7902b57e4183b11313", + "prepared_review_unit_hash": "0dc5215d188fff26f71d3ef0473fb6a6d0cbd9504e26fdcb3c2918c2039cfe23", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11589, + "serialized_chars": 11590, "estimated_input_tokens": 2898, "estimated_eval_tokens": 6052 }, @@ -26913,7 +26911,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11589, + "serialized_chars": 11590, "estimated_input_tokens": 2898, "estimated_eval_tokens": 6052 }, @@ -26922,42 +26920,42 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are mostly unrelated changes that only share broad multimodal or generation-adjacent vocabulary. I don\u2019t see any true duplicate pair; the soft similarities are too shallow to merge.", - "confidence": 0.91, + "summary": "These PRs are all in multimodal/pipeline-related areas, but they fix distinct bugs and code paths: stop-sequence handling, multimodal input-key normalization, Gemma4 placeholder validation, candidate decoding length capping, and Qwen Omni postprocessing.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue is present, and none of the PRs are clear duplicates of each other. If one PR must represent the cluster, 47074 is the broadest and most actively discussed multimodal pipeline change, but it should not be treated as a duplicate canonical for the others.", + "canonical_pr_reason": "PR 47074 has the broadest, most central pipeline scope and the highest discussion/review activity, so it is the best representative PR in this set.", "best_issue_reason": null, - "best_pr_reason": "47074 is the best representative only in the sense that it has the most triage signal and is a self-contained pipeline fix; however, it is still not a duplicate of the other PRs.", + "best_pr_reason": "PR 47074 is the most representative change overall; it addresses a general pipeline input-normalization bug and is the strongest anchor for the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:47032", "right": "pull_request:47197", "accept": false, - "reason": "Different code paths and bugs: stop-sequence handling in image-text-to-text vs batched output postprocessing in Qwen Omni." + "reason": "Different bugs in different code paths: image-text-to-text stop_sequence parsing versus Qwen Omni batched postprocessing." }, { "left": "pull_request:47074", "right": "pull_request:47076", "accept": false, - "reason": "Both are multimodal pipeline-related, but they fix different concrete issues in different components: input-key normalization vs Gemma4 audio placeholder validation." + "reason": "Both touch multimodal pipelines, but one normalizes AnyToAny input keys while the other validates Gemma4 audio/text placeholder batch sizing." }, { "left": "pull_request:47074", "right": "pull_request:47197", "accept": false, - "reason": "Shared test file is not enough; the fixes address different problems in different model/pipeline postprocessing paths." + "reason": "Shared multimodal context and a test file do not make these the same change; one normalizes AnyToAny inputs, the other fixes Qwen Omni output decoding." }, { "left": "pull_request:47074", "right": "pull_request:47195", "accept": false, - "reason": "Unrelated changes: AnyToAnyPipeline input normalization vs candidate generator length-capping logic in generation." + "reason": "Unrelated functionality: AnyToAny pipeline input mapping versus candidate generator length capping in decoding." }, { "left": "pull_request:47195", "right": "pull_request:47197", "accept": false, - "reason": "These touch different subsystems and solve different issues: generation candidate length calculation vs Qwen Omni text decoding." + "reason": "Different subsystems and defects: generation candidate length budgeting versus Qwen Omni batched text postprocessing." } ] }, @@ -26971,70 +26969,7 @@ { "label": "pull_request", "component_index": 29, - "component_count": 30, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-47105-2", - "nodes": [ - "pull_request:47105", - "pull_request:47129" - ], - "soft_pairs": [ - "pull_request:47105|pull_request:47129" - ], - "prepared_review_unit_hash": "22eef2d74ae2aaed983f206305fd1c1426cf5e76c150a0be6c2ea1e3ca3348e5", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4182, - "estimated_input_tokens": 1046, - "estimated_eval_tokens": 2348 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4182, - "estimated_input_tokens": 1046, - "estimated_eval_tokens": 2348 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "These pull requests are unrelated: one re-enables and tightens a VITS model forward test, while the other fixes RT-DETR v2 weight-conversion key mappings. They do not share filenames, targets, or a concrete code-path problem.", - "confidence": 0.97, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47129 is the better representative change for the cluster because it contains the substantive code fix in a model converter, whereas 47105 is primarily a test update/re-enable.", - "best_issue_reason": null, - "best_pr_reason": "PR 47129 is the strongest standalone PR here: it fixes an actual conversion path in production code and is more broadly useful than the test-only re-enable in 47105.", - "soft_edge_verdicts": [ - { - "left": "pull_request:47105", - "right": "pull_request:47129", - "accept": false, - "reason": "Reject: different subsystems and different problems; VITS test re-enable vs RT-DETR v2 converter key mapping fix. No shared code-path or plausible single 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": 30, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27053,96 +26988,99 @@ "soft_pairs": [ "pull_request:47122|pull_request:47123", "pull_request:47122|pull_request:47124", - "pull_request:47122|pull_request:47224", "pull_request:47122|pull_request:47150", + "pull_request:47122|pull_request:47224", "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": "dda95b37f8395b116e55f2d44c5ec18f96ac0fa12ec18c1f9cf158a4f6aefbb3", + "prepared_review_unit_hash": "06794d5f717a7aea222e578fedf687df569d797cf0eecd28ac8979d7a8a74566", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 12419, - "estimated_input_tokens": 3105, - "estimated_eval_tokens": 6466 + "serialized_chars": 12425, + "estimated_input_tokens": 3107, + "estimated_eval_tokens": 6470 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 12419, - "estimated_input_tokens": 3105, - "estimated_eval_tokens": 6466 + "serialized_chars": 12425, + "estimated_input_tokens": 3107, + "estimated_eval_tokens": 6470 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are mostly unrelated serge-generated fixes across different models. PR 47224 is the broad umbrella patch, but it bundles multiple independent changes, so there is no clean duplicate cluster here.", - "confidence": 0.91, + "summary": "Mostly unrelated model-specific test-fix PRs, with 47224 acting as an umbrella change that overlaps the edgetam and whisper fixes.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "47224 is the broadest umbrella PR and explicitly consolidates multiple serge test-fix changes, making it the best representative of the cluster, though not a duplicate of the others.", + "canonical_pr_reason": "PR 47224 is the broad umbrella fix and appears to contain the same edgetam and whisper code-path corrections as the narrower PRs, while also bundling the related serge failure fixes.", "best_issue_reason": null, - "best_pr_reason": "47224 is the best cluster anchor because it groups several related failure fixes in one place; however, it is still too broad to serve as a duplicate target for the other PRs.", + "best_pr_reason": "PR 47224 is the best representative of the cluster because it subsumes the overlapping concrete fixes and is the most complete candidate.", "soft_edge_verdicts": [ { "left": "pull_request:47122", "right": "pull_request:47123", "accept": false, - "reason": "Different models and failures: Edgetam import_or_config vs MiniMax-M3-VL load_error. No shared code-path change." + "reason": "Different models and failure modes: edgetam import_or_config vs minimax_m3_vl load_error." }, { "left": "pull_request:47122", "right": "pull_request:47124", "accept": false, - "reason": "Different failures and model subsystems: Edgetam import_or_config vs Falcon-Mamba output mismatch." + "reason": "Both are test-fix PRs, but they target different code paths and bugs: edgetam import handling vs falcon_mamba generation outputs." }, { "left": "pull_request:47122", - "right": "pull_request:47224", + "right": "pull_request:47150", "accept": false, - "reason": "47224 includes the same Edgetam fix, but it is an umbrella PR with additional unrelated tokenizer/Whisper changes, so this is not a clean duplicate pair." + "reason": "Different models and fixes: edgetam backbone kwargs cleanup vs whisper max_length handling." }, { "left": "pull_request:47122", - "right": "pull_request:47150", - "accept": false, - "reason": "Edgetam kwargs handling and Whisper generation length logic are unrelated bugs." + "right": "pull_request:47224", + "accept": true, + "reason": "Same underlying edgetam bug: both remove `original_sizes` before calling the backbone to fix the import_or_config failure." }, { "left": "pull_request:47123", "right": "pull_request:47124", "accept": false, - "reason": "MiniMax-M3-VL loading/offload setup is unrelated to Falcon-Mamba generation expectation updates." + "reason": "Unrelated failures in different models; no shared code path." }, { "left": "pull_request:47123", "right": "pull_request:47150", "accept": false, - "reason": "Load error fix for MiniMax-M3-VL and Whisper max_length fix are different code paths." + "reason": "Different model and defect type: load_error setup fix vs whisper generation bug." }, { "left": "pull_request:47124", "right": "pull_request:47150", "accept": false, - "reason": "Both are test-failure fixes, but for different models and symptoms; not the same underlying bug." + "reason": "Both are output mismatches, but they are in different models and different generation paths." }, { "left": "pull_request:47150", "right": "pull_request:47224", - "accept": false, - "reason": "47224 includes the Whisper change, but it is bundled with unrelated fixes, so the PRs are not the same concrete change." + "accept": true, + "reason": "Same whisper generation code path: both adjust max_length behavior for conditioned generation to address the output mismatch." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are conservative. The only true overlaps called out are the edgetam and whisper fixes that are visibly present in PR 47224; the other pairings are reasonably rejected as different models/bug types." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null } diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index fd0b0bf5ce14f75b22af4cf5c1e1ad7665db3590..8a3de0d3fd84efcfcdf75e2b027bfae1b8d19ab2 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260710t180030z", + "analysis_id": "hybrid-model-20260711t000031z", "archived_artifacts": { - "hybrid": "snapshots/20260710T180030Z/analysis-runs/hybrid-model-20260710t180030z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260710T180030Z/analysis-runs/hybrid-model-20260710t180030z/analysis-report-hybrid.llm-reviews.json" + 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different bugs." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Training-resume bug and Nemotron example breakage are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different problems: shape mismatch versus GPT-OSS tensor-parallel support." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video chat-template StopIteration and model-training resume are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset bug has nothing to do with ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both mention DeepSpeed ZeRO-3, but one is a collective mismatch and the other is an index error during BERT init." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Near-identical ZeRO-3/BERT index-out-of-bounds reports; same underlying empty-tensor init bug with two reproductions." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger kernel cross_entropy issue and GPT-OSS TP-only support are different code paths." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization bug and LoRA merge/save inconsistency are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen NVFP4 runtime failure is not the same as the LoRA merge/save mismatch." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral and remote-code config_class errors are different problems." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed weight-dimensionality error and collective-mismatch error are distinct failure modes." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Mistral-3 dtype mismatch and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "FSDP activation-checkpointing recompute mismatch is not the same as a mask/tensor shape mismatch." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram Int error and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same model component, but one is CPU-offload incompatibility and the other is meta/to_empty materialization memory initialization; not clearly the same bug." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Trainer compute_loss signature regression and FSDP checkpointing mismatch are different issues." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 BERT init crash is unrelated to the GPT-OSS tensor-parallel issue." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different model and subsystem; not the same underlying problem." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid-method call are unrelated." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse-embedding lookup issue and Qwen3.5 video token mismatch are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen NVFP4 runtime error and GPT-OSS AMD GPU failure are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3/vLLM missing config attribute and Mistral regex patch crash are different problems." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": false, + "reason": "Both mention torch 2.4.1 compatibility, but the reports are too generic and not clearly the same concrete bug." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Different Gemma4 failures: device-map forward mismatch vs expensive reverse embedding lookup." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map CUDA assert are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch-version incompatibility and Qwen NVFP4 runtime failure are distinct issues." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Phi MoE autocast dtype mismatch and GPT-OSS TP support are different bugs." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm error is unrelated to Mistral-3 image-preprocessor dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different model-specific runtime failures with no shared code path." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Mistral-3 dtype mismatch and Nemotron example breakage are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoEHybrid invalid-method call and MPS histogram Int error are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "NVFP4 runtime failure and Qwen3.5 embedding unpacking with TRL are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger cross_entropy issue and Qwen3.5 embedding unpacking failure do not describe the same bug." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but they affect different models and contexts and are not clearly the same underlying bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs regressions, but one is about removed pipeline tasks and the other about the removed run command." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS Int histogram error are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger kernel hook issue and Phi MoE autocast mismatch are different problems." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and CustomTrainer signature regression are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch and GenerationMixin import regression are different bugs." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPT-OSS AMD GPU failure and outdated RAG docs are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger kernel cross_entropy issue and mask/tensor shape mismatch are not the same failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the one accepted duplicate pair (43596/43638) is well supported by the titles. The remaining soft-edge calls are conservatively rejected and do not overstate sameness. No PR-pair mergeability issues apply here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 2, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661", + "issue:46772", + "issue:46869", + "issue:47228" + ], + "soft_pairs": [ + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:43866|issue:46402", + "issue:39290|issue:41720", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:45237|issue:45901", + "issue:44589|issue:46304", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue: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": "5c969170a9cc7070b627858f84e509e6b7f091e045bc362625fbd9702de8f781", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39730, + "estimated_input_tokens": 9933, + "estimated_eval_tokens": 20122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the items cover many unrelated model-loading, config, docs, device-map, and runtime regressions. The only strong duplicate-like pair is the AutoTokenizer v5 token-ID regression across model families (45812/45920).", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45920 is the best canonical issue because it captures the broadest version-regression here: AutoTokenizer producing wrong token IDs across multiple model families, which is the most representative and highest-signal bug in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "45920 is the best overall issue candidate: broad impact, clear regression framing, and broader coverage than the Granite-specific report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Different incompatibilities: torch/transformers version mismatch vs distributed-build support breakage." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL/vLLM load failure is unrelated to USE_DISTRIBUTED=0 support." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint is not the same as Sam3 text encoder weights not loading." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Both are runtime errors, but Gemma3 sliding-window config and Qwen3 auto-device-map cuda assert are different bugs." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Same broad zero3 symptom, but Gemma3 and BertModel likely exercise different loading paths and fixes." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they cover different documentation drift and are not the same change." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU execution failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Missing Float8 storage support is unrelated to the USE_DISTRIBUTED=0 regression." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger kernel cross-entropy invocation and Qwen3-vl video StopIteration are different code paths." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 device-mapping mismatch is unrelated to Qwen3.5 video chat-template token/feature mismatch." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Tokenizer detokenization bug and RAG example docs are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral and Gemma4 device-map forward mismatch are different issues." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Corrupted checkpoint and ModelOpt/NVFP4 compatibility are not the same underlying bug." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and outdated RAG docs are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code model breakage and USE_DISTRIBUTED=0 PyTorch support are different compatibility regressions." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Both describe the same v5 AutoTokenizer wrong-token-ID regression across model families; one is Granite-specific and the other is the broader multi-model report." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Ovis2 checkpoint corruption and NemotronH checkpoint loading are different model-specific failures." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B NVFP4 runtime error is unrelated to RAG documentation." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params incompatibility is unrelated to distributed build support." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding window, but Gemma3TextConfig missing a field and Qwen3-MoE sliding_window behavior are different model/config bugs." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask-shape mismatch and BertModel zero3 index error are different failures." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper load failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7 Flash loading test failure is unrelated to Ovis2 checkpoint corruption." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 incompatibility and pydantic PretrainedConfig field breakage are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:47228", + "accept": false, + "reason": "Mixtral grouped_mm tracing error and Sam3 bf16 compilation regression are different compiler/runtime bugs." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "DeepSeek detokenization and table QA crash are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper load failure is unrelated to the pydantic model field regression." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a chat crash and the other is a streaming API failure; not the same concrete bug." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Zero3 BertModel index error and torch/transformers version incompatibility are different issues." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Mixtral grouped_mm tracing and YOLO multi-GPU auto device mapping are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen-3-8B NVFP4 error and table QA crash are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding_window_pattern and Gemma4 device-mismatch are different model-specific regressions." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming inference failure and MPS histogram int support are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import error is unrelated to Gemma3 sliding_window_pattern." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Mixtral grouped_mm tracing and MPS histogram_mps integer support are different backend bugs." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing failure and autocast dtype mismatch are different MoE issues." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and non-template-node compilation error are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "GraniteMoEHybrid invalid-method call and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 lm_head tying bug and Ovis2 checkpoint corruption are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Mask-shape mismatch and Gemma3 zero3 index-out-of-bounds are different failures." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "flash-attn2 fallback gating and remote-code model_class config_class error are different loading-path bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The canonical choice and the one accepted soft pair are well grounded in the packet: 45812 is Granite-specific while 45920 is the broader v5 AutoTokenizer wrong-token-ID regression. The rest of the verdicts stay conservative and the heterogeneous-cluster summary does 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": 3, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43572", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43872", + "issue:43873", + "issue:43994", + "issue:44291", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46640", + "issue:46661", + "issue:46869", + "issue:47228" + ], + "soft_pairs": [ + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:43296|issue:43366", + "issue:43872|issue:47228", + "issue:44805|issue:44918", + "issue:43716|issue:47228", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:44387|issue:45005", + "issue:43531|issue:45070", + "issue:46869|issue:47228", + "issue: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:43596|issue:46165", + "issue:45759|issue:45902", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:42915|issue:45399", + "issue:43404|issue:45005", + "issue:44360|issue:44512", + "issue:43873|issue:45005", + "issue:44492|issue:44512", + "issue:44530|issue:45005", + "issue:44918|issue:45507", + "issue:45183|issue:46463" + ], + "prepared_review_unit_hash": "a7e33e4d8c3f23a6ba55ac52f2b8886ab8ac982990961706a0ebfaa23138db05", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38034, + "estimated_input_tokens": 9509, + "estimated_eval_tokens": 19274 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous issue cluster with a few genuine duplicates around video-input handling, remote-code/custom-module caching, input-validation errors, and one SigLIP2 output-regression pair. No pull requests are present.", + "confidence": 0.66, + "canonical_issue_reason": "issue:45070 is the broadest representative of the recurring v5 regression surface in this set: core config/model-loading behavior changed and triggered multiple downstream breakages. It is not a perfect umbrella for every item here, but it is the best single anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45070 is the best cluster anchor because it is the most general, cross-cutting regression among the issues and sits closest to the repeated v5-era API/config breakages.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Both are v5-era config regressions, but they hit different fields and failure modes; not the same bug." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "One is a torch/transformers compatibility complaint, the other is a Gemma4 device-mismatch forward bug; different code paths." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM vs GGUF gpt-oss support are unrelated issues." + }, + { + "left": "issue:43872", + "right": "issue:47228", + "accept": false, + "reason": "bitsandbytes init-arg incompatibility and Sam3 bf16 compilation regression are distinct failures." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are IndexErrors, but the repros point to different paths: mask-shape mismatch vs Qwen3.5/TRl SFT embedding unpacking." + }, + { + "left": "issue:43716", + "right": "issue:47228", + "accept": false, + "reason": "Image preprocessor/model dtype mismatch is unrelated to the Sam3 bf16 compilation regression." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Qwen3.5 streaming API failure are different bugs." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "gpt-oss GGUF support and Qwen3.5 streaming chat/completions are not the same underlying issue." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Both involve v5 loading/config changes, but one is the unexpected _is_hf_initialized arg path and the other is a PretrainedConfig/pydantic field regression." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 quantization OOM and tied-weights regressions are separate defects." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is a different model-specific bug than the PretrainedConfig regression." + }, + { + "left": "issue:46869", + "right": "issue:47228", + "accept": false, + "reason": "YOLO multi-GPU device_map issues are unrelated to Sam3 bf16 compilation." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are indexing errors, but the shapes and triggering conditions differ; no clear shared code path." + }, + { + "left": "issue:45507", + "right": "issue:47228", + "accept": false, + "reason": "GraniteMoEHybrid invalid-method call and Sam3 compilation regression are different problems." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakages and torch-version incompatibility are not the same bug." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Dtype mismatch in Mistral-3 image handling is unrelated to Qwen3.5 video token/chat-template mismatch." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": true, + "reason": "Both report the same SigLIP2 bad-output regression on google/siglip2-base-patch16-224, just with different surface symptoms (degraded embeddings vs nonsensical AutoModel/pipeline output)." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "46294 is a concrete Qwen3.5 video-input manifestation of the broader v5.3.0 video regression in 44479; same video token/features mismatch path." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Official Nemotron example breakage and YOLO multi-GPU device_map failure are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Deepspeed ZeRO-3 init index error and resume-train with trust_remote_code are different loading/training issues." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config unwrap bug and uninitialized-memory in Qwen3_5MoeTextRotaryEmbedding are separate defects." + }, + { + "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 repros and code paths: image-preprocessor dtype mismatch vs Qwen3.5/TRl SFT embedding unpacking." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-dimension error and Qwen3.5/TRl SFT embedding unpacking are not the same bug." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization and flash-attn2 fallback gating are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and GLM5 are different model/report issues." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both describe wrong remote_code/custom-module resolution caused by cache/path collision behavior for local models." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and flash-attn2 fallback gating are different issues." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is a specific Mistral3 lm_head tying bug and the other is a broader translation-model v5 report; not the same concrete failure." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA/indexer discussion and docs cleanup are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior and tied-weight regressions are different problems." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo and removed-command docs mention are separate documentation issues." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and translation-model tied-weights issues do not share the same underlying bug." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 input-embedding unpacking and GraniteMoEHybrid invalid-method calls are unrelated." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "46463 is a T5-specific instance of the same input_ids/inputs_embeds validation bug and misleading error-message problem described in 45183." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the cluster is heterogeneous, the four accepted soft edges are plausible duplicate/near-duplicate pairs from the packet titles, and the rejected pairs stay conservative. The chosen anchor at issue:45070 is a reasonable broad representative of the v5 config-regression surface. No PR pair concerns since none 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": 4, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44928", + "issue:44991", + "issue:45005", + "issue:45020", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45701", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46032", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932", + "issue:47246" + ], + "soft_pairs": [ + "issue:44863|issue:45005", + "issue:43975|issue:44292", + "issue:46489|issue:46491", + "issue:39692|issue:43054", + "issue:43950|issue:44534", + "issue:46032|issue:47246", + "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:38175|issue:43054", + "issue:43828|issue:44928", + "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:41553|issue:43883", + "issue:42947|issue:43856", + "issue:44991|issue:45399", + "issue:43824|issue:43872" + ], + "prepared_review_unit_hash": "997a170a5b533c889dd9f86da598c62fe67da118248ae2aab70eb54b74825032", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37048, + "estimated_input_tokens": 9262, + "estimated_eval_tokens": 18780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous regression reports with a few clear duplicate mini-clusters. The strongest one is the non-persistent buffer corruption in `from_pretrained()` / Transformers v5; a smaller one is the `cache.get_seq_length()` tensor-vs-int contract regression. Most other pairs are only broadly related and should not be merged.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43950 is the best representative of the strongest duplicate chain: it states the v5 regression clearly, matches the other buffer-corruption reports, and has the most complete root-cause framing.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the most useful cluster anchor because it is the clearest, most central report in the only obvious duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Different problems: NemotronH checkpoint loading failure vs tied-weights handling in translation models." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Both are tokenizer-related, but they describe different model-specific failures and different symptoms." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both involve tokenizer regressions, but they affect different models and different behaviors." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 doc-example errors vs degraded text embeddings are related only by model family, not the same bug." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same regression: v5 corrupts non-persistent buffers during load/materialization." + }, + { + "left": "issue:46032", + "right": "issue:47246", + "accept": false, + "reason": "Both mention Mamba2 recurrence, but one is a generic `use_cache` bug and the other is a NemotronH slow-path propagation issue." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different call-site/API regressions: `compute_loss()` signature change vs DeepSpeed ZeRO-3 load-time index error." + }, + { + "left": "issue:43643", + "right": "issue:43950", + "accept": false, + "reason": "`trust_remote_code` missing fields is a different config-loading issue than buffer corruption in `from_pretrained()`." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "bitsandbytes init-arg incompatibility vs missing `Float8_e4m3fnStorage` are unrelated failures." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "`46932` explicitly says it is the same quantized vision/audio embedder dtype-casting bug as `46899`." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Both concern tokenization quality, but one is SigLIP2 text embeddings and the other is a general tokenization-version change." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "`45920` is a broad tokenizer regression across many models; `46489` is a specific DeepSeek-Coder v1 case." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Unexpected zero probabilities vs worse text embeddings are different model behaviors and likely different root causes." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch for Phi MoE is not the same as the Qwen3.5 RLHF NaN/position-id issue." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same underlying API contract problem: `cache.get_seq_length()` returns a tensor instead of an int, breaking downstream logic." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both mention buffer state, but one is load-time corruption of non-persistent buffers and the other is uninitialized `inv_freq` after materialization." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2 discrepancies, but one is text-embedding quality and the other is HF-vs-JAX implementation mismatch." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different failures: flash-attn crash from packed-sequence misinterpretation vs CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared-kv-state bug is unrelated to the `inv_freq` uninitialized-memory regression." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "LoRA gradient-checkpointing ineffectiveness and int4 quantization OOM are different training regressions." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic load noise vs a specific model load failure are not the same underlying bug." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed weight-shape runtime error and early-stopping metric resolution are unrelated training issues." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression and `flash_attn` import error are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "They both involve loading, but one is noise/logging and the other is an actual model load failure." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "`45020` is a broad remote-code regression umbrella; `43643` is a specific missing-fields bug and not the same concrete defect." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "DeepSpeed ZeRO-3 Gemma3 load failure and Qwen3Moe FP8 failure are different model/runtime issues." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error for Voxtral and missing `all_tied_weights_keys` on Molmo are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both are efficiency/training concerns, but one is LoRA checkpointing and the other is Qwen3 MoE memory usage." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression for a specific model is unrelated to flash-attn fallback logic." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Qwen2.5-VL import failure and bitsandbytes incompatibility are different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering summary is grounded in the packet and stays conservative. The accepted duplicate pairs are well supported by the issue titles/descriptions, and the rejected soft pairs generally look like related-but-distinct failures rather than clear duplicates. The non-persistent buffer corruption cluster and the cache.get_seq_length contract cluster are both plausible, while the rest are appropriately treated as heterogeneous." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 5, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43782", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44368", + "issue:44479", + "issue:44509", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44960", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45588", + "issue:45685", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46315", + "issue:46489", + "issue:46661", + "issue:46869", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:45081|issue:45399", + "issue:43782|issue:44960", + "issue:45685|issue:45823", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:41553|issue:43881", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:42491|issue:44368", + "issue:45715|issue:46315", + "issue: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:43792|issue:44220", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:24643|issue:30064", + "issue:44479|issue:44560", + "issue:41093|issue:44805", + "issue:44928|issue:45588" + ], + "prepared_review_unit_hash": "36498920f5b65c40521e7155d37482c00e3774f597a59b8ffb7413398f6f9e5d", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36627, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue set. I accepted two soft duplicate pairs: the v5 docs/pipeline-removal regression and the training-loss double-shift bug reports. The rest look like related-looking but distinct model- or subsystem-specific failures.", + "confidence": 0.77, + "canonical_issue_reason": "issue:46894 is the strongest canonical issue: it is an open, detailed report of the training-loss double-shift bug pattern, and it is more actionable as a duplicate anchor than the follow-up Florence2 report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46894 is the best overall issue in this cluster because it is the clearest and most actionable report among the true duplicate candidates, with strong duplicate linkage and active discussion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Both mention tokenizer/attention loading problems, but they are different failure modes in different code paths (Mistral regex patch crash vs flash-attn fallback gating)." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Both are loading errors, but they target different models and symptoms; no clear shared concrete bug." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Unrelated bugs: MPS histogram on Int in MoE vs Gemma4 PLE device placement mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code compatibility regression is distinct from the device-map/forward mismatch in Gemma4 PLE." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer mapping-name edge case is a different root cause from broad remote-code breakage." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Both are model-loading complaints, but they concern different models and different errors." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch is a different problem from the device-map auto mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer/remote-code regressions; the Kimi tokenizer codec issue is not the same as generic remote-code breakage." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen3 and LoRA-related warnings, but one is a version-compatibility failure and the other is a config warning; not the same bug." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they hit different APIs and code paths." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different models and different error signatures; too broad to be the same underlying bug." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is unrelated to YOLO multi-GPU device-map behavior." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Both involve model class/config handling, but one is about unwrapping text_config and the other about missing config_class on remote-code models." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs regression: both complain that v5 docs still reference removed pipeline tasks like summarization/translation/text2text-generation." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but the DeepSeek-Coder issue is a distinct incorrect-output bug from the ByteLevel/Metaspace override problem." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Generic remote-code breakage and AutoModel config_class errors are related only at a high level, not the same concrete failure." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Weight tying for Mistral3 is a different bug from non-persistent buffer corruption in from_pretrained()." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Same underlying training-loss double-shift bug pattern; the two reports are model-specific instances of the same code-path issue." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper loading failure and fbank feature extraction issue are not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve Qwen/DeepSpeed training, but one is weight conversion/loading and the other is gradient averaging under GAS." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "CustomTrainer kwarg incompatibility and mask/tensor shape mismatch are unrelated failures." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both touch gradient checkpointing, but one is PEFT LoRA checkpointing behavior and the other is a missing flag on a trust_remote_code variant." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are DeepSpeed ZeRO-3 loading failures, but they appear to be model-specific missing-weights problems rather than one shared bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different load failures; not a single underlying defect." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Training with DeepSpeed hitting a weight-dimension RuntimeError is unrelated to void-segmentation-map image processing." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related regressions, but one is a broad v5.3 video-input regression and the other is a specific StopIteration in Qwen3-VL-embedding." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "The same error string appears, but these are separate reports and could stem from different masking bugs; not enough to merge as the same issue." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "NaN gradients in RLHF with Qwen3.5 and a flash_attention.py s_aux=None AttributeError are distinct code-path failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the two accepted pairs are well-supported: 43827/44509 are the same v5 docs regression, and 46894/46897 are clearly the same training-loss double-shift pattern. The remaining soft-edge rejections stay conservative and do not overclaim identity across distinct models, code paths, or failure modes." + }, + "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-10000-520", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:41553", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44991", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:46402", + "issue:46489", + "issue:46515", + "issue:46858", + "issue:47254" + ], + "soft_pairs": [ + "issue:41553|issue:44991", + "issue:44863|issue:46402", + "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:41553|issue:44488", + "issue:44155|issue:45584", + "issue:45663|issue:45823", + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:43716|issue:44560", + "issue:43950|issue:45834", + "issue:42617|issue:43366", + "issue:43645|issue:43646", + "issue:44560|issue:45685", + "issue:44910|issue:46858", + "issue:36010|issue:42915", + "issue:44683|issue:46515", + "issue:43550|issue:44910", + "issue:44560|issue:44918", + "issue:42947|issue:47254", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:42491|issue:43720" + ], + "prepared_review_unit_hash": "30277ed5d35835e48d38ef50d7e967d5a8645d89401153588aa521894df6f92d", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38005, + "estimated_input_tokens": 9502, + "estimated_eval_tokens": 19260 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issue reports. The only clearly duplicate pair is issue:43645 and issue:43646, which describe the same Transformers 5.0 custom-model initialization regression at different levels of specificity. No PRs are present.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43646 is the best canonical issue because it states the core regression in the broadest, most general form: Transformers 5.0 breaks custom model initialization. issue:43645 is a narrower Jupyter-notebook reproduction of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best representative issue because it captures the underlying bug without the extra notebook-specific framing and is the most suitable duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but they involve different models and different failure modes." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both mention loading/weights, but the affected architectures and root causes are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different subsystems and symptoms: PagedAttentionCache crash vs NemotronH checkpoint loading." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Different models and bugs; one is GGUF architecture support, the other is an autocast dtype mismatch." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Both touch Qwen3-MoE, but one is GGUF architecture support and the other is sliding-window behavior; not the same change." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "One is a specific ZeRO-3/BertModel IndexError; the other is a generic torch version incompatibility." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both involve Qwen3.5 internals, but the concrete bugs are different: rope indexing vs uninitialized rotary embedding memory." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Completely different failures: GGUF gpt-oss support versus missing Float8 storage handling." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Same broad theme of model loading issues, but the concrete bug and trigger are different." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures for specific models, but they look like separate model-specific problems." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different domains and bugs: AudioFlamingo3 batched embedding leakage vs Whisper empty-transcription handling." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug and Gemma4 PLE device mismatch are distinct failures." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different regressions: FineGrainedFP8Config on Qwen3Moe vs meta-device loading issues." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "An import error for a specific class is not the same bug as meta-device model loading breakage." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different models and failure paths: image preprocessor dtype mismatch vs video StopIteration." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer loading corruption and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py execution failure and GGUF architecture support are not the same underlying bug." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same custom-model initialization regression in Transformers 5.0; the notebook mention is just a narrower repro." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different models and mechanisms: Qwen3-vl video embedding error vs MPS histogram unsupported for Int." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both involve Qwen3.5 attention/cache math, but the concrete bug is different: packed-sequence misinterpretation vs device-tensor seq-length arithmetic." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Different torch-version problems in different code paths; not the same fix." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Both mention attention/compile issues, but the model, trigger, and failure mode differ." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a video StopIteration and the other is SFT embedding unpacking; separate bugs." + }, + { + "left": "issue:42947", + "right": "issue:47254", + "accept": false, + "reason": "Both involve PEFT and gradient checkpointing, but one is ineffective checkpointing and the other is a checkpoint error with ZeRO-3." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and look like separate fixes." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device mismatch and a generic torch incompatibility are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "`add-new-model-like` tokenizer-mapping logic and Gemma4 device placement are different issues." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms and likely different call paths: video StopIteration vs mask shape IndexError." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the titles describe different user-visible symptoms and no clear shared code path." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-loading problems, but the strictness issue and validation change are different bugs." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "An IndexError under ZeRO-3 and tokenizer-mapping logic are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different bug categories: ZeRO-3/BertModel IndexError vs TOKENIZER_MAPPING_NAMES handling." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "LoRA/qwen3_moe compatibility and BitNet packed-weight loading are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pairwise verdicts are generally conservative, and the accepted duplicate pair issue:43645 \u2194 issue:43646 is grounded by the titles. However, the overall summary overstates the cluster structure by claiming \"only a couple of clear duplicate-ish pairs\" when the packet shows only one accepted pair. Please revise the summary to avoid implying more duplicate evidence than is present." + }, + "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": 7, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45488", + "issue:45507", + "issue:45672", + "issue:45812", + "issue:45834", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46846", + "issue:46897", + "issue:46899", + "issue:46901" + ], + "soft_pairs": [ + "issue:45672|issue:46899", + "issue:44661|issue:44805", + "issue:43632|issue:45834", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:44863|issue:46846", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:46459|issue:46512", + "issue:43644|issue:43645", + "issue:44488|issue:44991", + "issue:43257|issue:43854", + "issue:39692|issue:43994", + "issue:43856|issue:43873", + "issue:42491|issue:45292", + "issue:42491|issue:45335", + "issue:43854|issue:43931", + "issue:43708|issue:44075", + "issue:43856|issue:44387", + "issue:44960|issue:46050", + "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:45488|issue:45812", + "issue:46897|issue:46901" + ], + "prepared_review_unit_hash": "097e36797839d9464286fee173a4e07d29f1c1dc8b02571c9bcda20efd1b17f6", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36595, + "estimated_input_tokens": 9149, + "estimated_eval_tokens": 18554 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are false positives across unrelated model-specific regressions. Only two soft edges look like true duplicates: the Transformers v5 non-persistent-buffer junk regression, and the Gemma4 4-bit multimodal dtype-cast failure. No PRs are present.", + "confidence": 0.72, + "canonical_issue_reason": "issue:44534 is the cleanest canonical issue: it describes the shared non-persistent-buffer regression in broad terms, while issue:43644 is just the version-specific duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44534 is the strongest duplicate target among the provided issues because it most directly and generically states the underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Same Gemma4 4-bit multimodal dtype/quantization failure in audio/vision embedders; one is a narrower symptom of the same bug." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Different bugs: tokenizer-mapping failure vs mask/tensor shape mismatch during indexing." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Unrelated failures: hf_initialized flag breakage vs Kosmos2.5 long-input index error." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both touch loading/offload, but the concrete problems differ: dequantized device_map loading vs mmap OOM on Strix Halo." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is zero probabilities and the other is docs/example mismatch plus quantization errors; not the same concrete bug." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "These describe the same Transformers v5 non-persistent-buffer junk regression; 44534 is the broader restatement." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both involve Qwen3/Qwen3Moe, but the failure modes are different (cuda assert on A800 vs FineGrainedFP8Config)." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Distinct issues: Qwen3Moe FP8 failure vs Strix Halo mmap/OOM behavior." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA/qwen3_moe checkpoint compatibility is unrelated to Gemma4 resize_token_embeddings behavior." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms: GLM5 issue vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but the model-specific tokenizer/loading failures are not clearly the same bug." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading and Qwen3.5 TP-plan issues are different code paths and failures." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 regressions: ZeRO-3 weight loading vs save_pretrained visual-encoder key serialization." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call and Nemotron example breakage are unrelated." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both are dtype-related, but one is loading composite checkpoints and the other is from_config stale config dtype; not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is buffer initialization and the other is custom-model init in Jupyter." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer/load failures on different models; too little evidence they share the same concrete defect." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different failures in Qwen3 MoE vs GLM-4.7-Flash loading/tests." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Related SigLIP2 area, but docs-example errors and nonsensical outputs are not clearly the same underlying bug." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Memory inefficiency in Qwen3 MoE training is distinct from quantization offloading behavior." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Checkpoint compatibility for qwen3_moe is unrelated to resize_token_embeddings not updating outputs." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Same as above; different model subsystem and bug." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading problems for different models." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps logic is unrelated to SGD args being ignored." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory/OOM, but the concrete causes differ (training efficiency vs int4 quantization reserved memory)." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Different model families and different serialization/loading failures." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both involve save/load, but extra_state handling and _is_hf_initialized argument errors are distinct bugs." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Similar API symptom, but different model implementations and internal paths; not clearly one duplicate bug." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but LlamaTokenizer pre-tokenizer override and Granite token-ID issues are different concrete defects." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Both are training-loss shift bugs, but they affect different models and implementations; not enough to merge as one issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst output is grounded in the packet and stays conservative overall. The two accepted soft edges are supported by the titles/body themes: issue:43644 and issue:44534 describe the same non-persistent-buffer junk regression, and issue:45672 and issue:46899 both point to Gemma4 4-bit multimodal dtype/quantization breakage. The remaining pair rejections are cautious and plausible, and the summary does not overclaim beyond the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 8, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43828", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44479", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46326", + "issue:46468", + "issue:46829" + ], + "soft_pairs": [ + "issue:45362|issue:45406", + "issue:44402|issue:44488", + "issue:43425|issue:43957", + "issue:39692|issue:44960", + "issue:44910|issue:45588", + "issue:44291|issue:44756", + "issue:41720|issue:44155", + "issue:45663|issue:45759", + "issue:43404|issue:43454", + "issue:43873|issue:44387", + "issue:42947|issue:45704", + "issue:44079|issue:46829", + "issue:45663|issue:45859", + "issue:44292|issue:44912", + "issue:36010|issue:39404", + "issue:43957|issue:44756", + "issue:44155|issue:45823", + "issue:43335|issue:45663", + "issue:44387|issue:44756", + "issue:44863|issue:46468", + "issue:45276|issue:45292", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:45684|issue:45698", + "issue:43854|issue:45216", + "issue:45292|issue:45335", + "issue:43828|issue:43957" + ], + "prepared_review_unit_hash": "e00ab4a97d9ba29d3ce2d17fdd557f0f2cfe7f2c5d217ff0ccba83bcd29fc4b7", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36784, + "estimated_input_tokens": 9196, + "estimated_eval_tokens": 18648 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated Transformers bugs. The only clear duplicate family is the resize_token_embeddings regression across closely related issues; the rest should stay separate.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 45292 is the best canonical issue because it states the core regression in the most general form, while 45276 and 45335 look like model-specific variants of the same resize_token_embeddings failure.", + "canonical_pr_reason": null, + "best_issue_reason": "45292 is the strongest representative of the duplicate family: concise, generic, and centered on the shared symptom rather than one model-specific manifestation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different models and different failures; both are crashes, but they do not describe the same bug or code path." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are load/tokenizer issues, but one is vocab-size mismatch and the other is a specific model load failure; not the same underlying defect." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Separate compatibility problems: one is torch version incompatibility, the other is meta-device loading breakage." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Unrelated models and symptoms; one is a documentation example problem, the other is a model-specific issue." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash attention, but the crashes come from different failure modes and inputs." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Different bugs: unexpected init argument during empty-weight loading vs mmap-related OOM on a specific platform." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different subsystems and symptoms; Qwen device-mapping CUDA assert is unrelated to AudioFlamingo token leak behavior." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different model families and different code paths; both are multimodal/model-construction issues, but not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention lm_head tying, but they are separate model implementations and not clearly the same defect." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both are quantization/memory regressions, but one is offloading behavior and the other is reserved-memory/OOM growth." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "No shared underlying bug; gradient checkpointing/LoRA behavior is unrelated to the T5 RMSNorm memory leak." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "Both concern output fields, but they are different output classes and different incorrect assignments." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different models and failure modes; Gemma FSDP issues are unrelated to Qwen3_5Moe CPU offload incompatibility." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization formats, different models, and different symptoms; not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language regression are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Both are loading-related, but meta-device loading and mmap disabling on Strix Halo are distinct issues." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Different models and defects; no shared code-path problem is evident." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Different model families and unrelated behavior: sparse-layer config bug vs Gemma4 attention/FSDP issue." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory pressure, but one is int4 quantization OOM and the other is a platform-specific mmap issue." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Nemotron checkpoint loading and a broken official example are related to the same model family but not the same underlying bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings regression; 45276 is a more specific Gemma4 manifestation of the generic output_embeddings failure." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different model/config regressions; one is a video-input regression, the other is strict config loading." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Both involve checkpointing/attention behavior, but the eval-mode restriction and RLHF NaN explosion are not the same bug." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to mmap OOM behavior." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer/BPE marker handling and continue_final_message behavior are distinct tokenizer issues." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention crash on sink-less models is unrelated to Gemma4 FSDP KeyError." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both are save/from_pretrained related, but one is permissions propagation and the other is wrong custom-module loading." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different load failures: unit-test model loading vs a saved-checkpoint regression in Qwen3.5." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same symptom and same resize_token_embeddings regression family; both say updated token embeddings are not propagated." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Different problems: dtype mismatch under autocast vs meta-device loading failures." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same core bug pattern: resize_token_embeddings does not update downstream embeddings/output weights across model variants." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Both describe the same resize_token_embeddings propagation failure, just on different target modules." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate family is the resize_token_embeddings regression across 45276/45292/45335, and those issue titles are close enough to support a single fix. The rest of the soft-edge rejections are appropriately cautious and do not overstate shared causality." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 9, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43425", + "issue:43452", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491", + "issue:46665", + "issue:46821", + "issue:46869", + "issue:46894", + "issue:46899", + "issue:46901", + "issue:47228" + ], + "soft_pairs": [ + "issue:43645|issue:44164", + "issue:43425|issue:47228", + "issue:44589|issue:44756", + "issue:44402|issue:44451", + "issue:43646|issue:43708", + "issue:46894|issue:46901", + "issue:43425|issue:43828", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:44530|issue:45084", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:46869", + "issue:44683|issue:45823", + "issue:39404|issue:46665", + "issue:43425|issue:43716", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43901|issue:44509", + "issue:43994|issue:44079", + "issue:43906|issue:44530", + "issue:36032|issue:43452", + "issue:44164|issue:45759", + "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:43856|issue:44756", + "issue:44164|issue:46821" + ], + "prepared_review_unit_hash": "040218919c0e3a13da431383118cc628d264e4994e002b18d091fcba036b0d21", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37789, + "estimated_input_tokens": 9448, + "estimated_eval_tokens": 19152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of distinct Transformers regressions. None of the soft pairs look like confident duplicates from title-level evidence alone; the closest theme is v5 tokenizer/load behavior, so I picked a broad tokenizer-regression issue as the representative item.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45701 is the broadest umbrella in the set: it explicitly frames a version-wide tokenization regression, which makes it the best representative for the tokenizer/loading subset of this heterogeneous cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the most central and generic issue here; it covers the widest slice of the recurring v5 tokenization regressions better than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook-defined custom model initialization and extra_state save/load handling are different failure modes." + }, + { + "left": "issue:43425", + "right": "issue:47228", + "accept": false, + "reason": "Torch version incompatibility and a Sam3 bf16 compilation regression are unrelated bugs." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "A Float8 storage lookup error is not the same underlying issue as disabling mmap to avoid OOM." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both involve tokenizer loading, but one is a vocab-size metadata mismatch while the other is a specific model load failure; not clearly the same bug." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks is unrelated to resume_from_checkpoint max_steps calculation." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "Both mention double-shifted training loss, but they are different model implementations and not clearly one shared concrete bug." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch compatibility is a different problem from an autocast dtype mismatch on Phi-tiny-MoE-instruct." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer performance regression and encode/decode spacing correctness are different issues." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs for Granite models is not the same as slower convert_tokens_to_ids behavior." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and non-template-node compile failure do not share a concrete code path." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language pipeline breakage is a specific pipeline regression, not the same as a broad tokenization-change report." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "base_model_prefix loading breakage and notebook class-definition initialization breakage are distinct custom-model issues." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch 2.10 incompatibility and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device_map mismatch are different bugs." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline behavior and from_pretrained-inside-classes inconsistency are different API regressions." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Dependency incompatibility is not the same as a Mistral-3 image-preprocessor dtype mismatch." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "A video-input regression for Qwen VL models is unrelated to a mask-shape indexing error." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failures and template-node compilation failures are different runtime errors." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs mismatches, but they cover different pipeline APIs and removed tasks." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and ModelOutput key assignment bugs are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the PagedAttentionCache crash." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 add_special_tokens conflict and gguf_file loading failures are different tokenizer/model-loading regressions." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state serialization and composite-config text_config unwrapping are separate issues." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export compatibility with torch_compilable_check is not the same as Perceiver resizing/interpolation failure." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "A reproduction issue and a mistral_common tokenizer bug are not the same underlying change." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer loading regressions, but they affect different models and different loader paths." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM correctness and est-roberta tokenizer loading are different bugs." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline regression and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Both are Gemma4 issues, but one is device placement and the other is unsafe dtype casting in multimodal embedders." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Single-label zero-loss behavior and double-shift training-loss bugs are different failures." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE memory usage and Strix Halo mmap OOM are different memory problems with different causes." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "Save/from_pretrained extra_state handling and TimesFM window_size AttributeError are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 10, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43931", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44462", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44683", + "issue:44737", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46897", + "issue:47050" + ], + "soft_pairs": [ + "issue:43596|issue:44683", + "issue:44488|issue:44987", + "issue:45479|issue:46897", + "issue:43299|issue:43931", + "issue:44488|issue:45081", + "issue:43632|issue:47050", + "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:40990|issue:43421", + "issue:44737|issue:45859", + "issue:34567|issue:40444", + "issue:43644|issue:43646", + "issue:40444|issue:46326", + "issue:42175|issue:46178", + "issue:36032|issue:43645", + "issue:44206|issue:44220", + "issue:43582|issue:43632", + "issue:44987|issue:44991", + "issue:43452|issue:43482" + ], + "prepared_review_unit_hash": "c3d366fad73c72eabc1b996a6e7122594e1ec63c281fe28501703e52264acb7e", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35983, + "estimated_input_tokens": 8996, + "estimated_eval_tokens": 18248 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose collection of unrelated Transformers v5-era regressions across loading, tokenizers, model init, audio, vision, and backend/config paths. None of the soft pairs look like true duplicates; they mostly share broad subsystem keywords rather than the same concrete bug.", + "confidence": 0.33, + "canonical_issue_reason": "issue:43646 is the most broadly representative issue in the set: a generic Transformers v5 custom-model initialization breakage, which fits the overall cluster better than the more model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single representative because it is broad, version-wide, and aligns with the cluster\u2019s repeated theme of v5 initialization/loading regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Different failures: DeepSpeed ZeRO-3/BertModel index error vs torch>=2.9 compiled flex_attention compile-time failure." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading regressions, but they involve different repos/models and different failure modes; not the same bug." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "One is a zero-loss classification bug; the other is a double-shift training-loss bug in a different multimodal setting." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen3-VL/Qwen3-Moe loading problems with different symptoms and model shapes; no clear shared root cause." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Tokenization/loading bugs in different code paths: model repo load failure vs Mistral regex patch crashing on backend_tokenizer." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "Unrelated regressions: _is_hf_initialized flag behavior vs Canine ONNX export attention dtype mismatch." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; distinct bugs." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer method-name conflict and Qwen3Moe FP8 config failure are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Different tokenizer issues: one ignores tokenizer.json, the other reports incorrect DeepSeek-Coder output after a separate v5 fix gap." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Mistral3 lm_head tying are different bugs in different layers." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Different model architecture regressions: CLIP text-model structure inconsistency vs Sam3 text-encoder weights not loading." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Different code paths: image preprocessor/model dtype mismatch vs a compile error about non-template nodes." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "add-new-model-like mapping failure is unrelated to torch>=2.9 flex_attention compilation behavior." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and Whisper return_language pipeline regression are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss is a config-construction issue, not the Qwen3.5 PagedAttentionCache linear_attention crash." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures, but for different models and likely different causes; not enough evidence of one shared bug." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FP8 config failure in Qwen3Moe and linear_attention group-type crash in Qwen3.5 are different failure modes." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure is unrelated to the compile-time non-template-node error." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on a model is not the same issue as runtime special-token/post-processor update behavior in TokenizersBackend." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device-placement bugs, but in different models and different mechanisms (torch.arange CPU allocation vs CPU-offload rotary embedding behavior)." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token-count bookkeeping and Qwen2.5-VL iterable-dataset multi-image finetuning failure are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions around model loading/init, but one is junk non-persistent buffers and the other is custom model initialization; distinct underlying bugs." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Different areas entirely: Qwen2.5-VL multi-image training vs mistral_common tokenizer continue_final_message behavior." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Packaging omission for tensorflow in the torch extra is not the same as the backend-mapping error for tensorflow_text." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-token method conflict is unrelated to Jupyter custom-model initialization breakage." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both touch audio feature extraction, but one is an unsupported center-arg regression and the other is an internal fbank helper issue; not clearly the same bug." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError and the _is_hf_initialized flag regression are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Two separate tokenizer/model-loading failures for different repositories; no concrete shared code-path bug is shown." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both involve GGUF loading, but one is a generic from_pretrained regression and the other is a specific Qwen2.5-GGUF load failure; not enough to merge." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 11, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:42915", + "issue:43208", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43482", + "issue:43531", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45923", + "issue:45987", + "issue:46326", + "issue:46661", + "issue:46869", + "issue:46899", + "issue:47013", + "issue:47254" + ], + "soft_pairs": [ + "issue:44811|issue:45584", + "issue:45084|issue:45507", + "issue:43317|issue:43482", + "issue:43746|issue:46326", + "issue:43262|issue:43377", + "issue:43208|issue:47013", + "issue:44403|issue:45081", + "issue:43792|issue:46869", + "issue:43645|issue:46661", + "issue:42915|issue:45084", + "issue:43646|issue:44534", + "issue:43377|issue:43819", + "issue:44849|issue:45325", + "issue:44987|issue:45081", + "issue:43404|issue:44466", + "issue:28530|issue:34567", + "issue:42915|issue:44291", + "issue:36032|issue:43742", + "issue:44451|issue:45081", + "issue:43994|issue:44610", + "issue:44062|issue:44987", + "issue:43883|issue:44488", + "issue:44464|issue:45987", + "issue:42915|issue:44589", + "issue:44265|issue:44610", + "issue:44008|issue:46899", + "issue:45923|issue:47254", + "issue:43531|issue:44877" + ], + "prepared_review_unit_hash": "eeca92cebb378054526f2a9179b4a2badd0c5a4f53dc20dd88d3f5148af38b52", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36353, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: the issues span many unrelated bugs across trainers, tokenizers, audio, multimodal models, loading, quantization, and cache/serialization behavior. None of the soft pairs look like the same concrete underlying defect or fix.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper, but one is batch_decode skip_special_tokens behavior and the other is empty-transcription failure after align_special_tokens; different code paths and symptoms." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated failures: generic template compilation error vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Both are loading-related, but one is dequantized device_map offload and the other is Qwen2.5-GGUF/v5 compatibility; different models and failure modes." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "Different subsystems: PEFT/local checkpoint loading for GraniteSpeech vs mistral_common continue_final_message tokenizer behavior." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Both are audio-related, but one is chat-template sampling-rate defaulting and the other is encoder padding-mask batching mismatch." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Same xLSTM family, but different bugs: training smaller-than-7B issues vs return_last_states unpacking crash." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Logging/noise on model load is unrelated to a Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Completely different models and failure types: Whisper runtime failure vs YOLO multi-GPU device_map auto loading issue." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Both touch custom/remote-code models, but one is Jupyter notebook initialization regression and the other is AutoModel.from_pretrained missing config_class." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Different problems: Qwen3Moe FP8 config failure vs template compilation error." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model init regression and non-persistent buffer serialization are distinct bugs." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Different audio-model defects: batching/padding-mask mismatch vs DAC from_latents vs forward mismatch due to missing STE." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen models and unrelated bugs: hidden_states output issue vs VL rope-index temporal scaling bug." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Both are model-loading regressions, but the affected model and root cause differ (physical-intelligence/fast vs Mistral regex patch crash)." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Related to tied weights, but one is missing weight tying in Mistral3ForConditionalGeneration and the other is inconsistent lm_head.weight serialization by device." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Different trainer features: early stopping metric resolution vs num_input_tokens_seen not updating." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Different loading/runtime regressions: FineGrainedFP8Config on Qwen3Moe vs init_empty_weights passing unexpected _is_hf_initialized." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer constructor conflict and MobileLLM key error are unrelated failures." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different model-loading issues: ScandiBERT load failure vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Both are model usage regressions, but one is SigLIP2 nonsensical outputs and the other is OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizers AddedToken keyword duplication is unrelated to the physical-intelligence/fast loading failure." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Different loading bugs: missing all_tied_weights_keys on Molmo vs inability to load cjvt/sleng-bert." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Different cache/generation defects: chunked generation inconsistency with compiled forward vs get_seq_length returning the wrong type." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated: Qwen3Moe FP8 config issue vs missing Float8 storage type." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/exportability problem vs processor output resolution mismatch; no shared concrete bug." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Both are Gemma multimodal issues, but one is a variable-name collision in forward and the other is unsafe dtype casting under 4-bit quantization." + }, + { + "left": "issue:45923", + "right": "issue:47254", + "accept": false, + "reason": "Gradient checkpointing appears in both, but one is a missing model flag and the other is a PEFT+DeepSpeed ZeRO-3 checkpointing error." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Different Qwen3-MoE sliding-window bug vs GraniteSpeech strict-config loading failure; no shared fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 12, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42796", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43872", + "issue:43883", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:45987", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899" + ], + "soft_pairs": [ + "issue:36032|issue:41720", + "issue:43322|issue:43540", + "issue:44479|issue:45325", + "issue:43632|issue:46821", + "issue:43425|issue:44403", + "issue:43089|issue:45987", + "issue:45216|issue:45357", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:43611|issue:44534", + "issue:44991|issue:46315", + "issue:44220|issue:44683", + "issue:43872|issue:44291", + "issue:43716|issue:46899", + "issue:44403|issue:44991", + "issue:43883|issue:44991", + "issue:42796|issue:43746", + "issue:45812|issue:46491", + "issue:43381|issue:45923", + "issue:33666|issue:40444", + "issue:44291|issue:44589", + "issue:43792|issue:44589", + "issue:40990|issue:44811", + "issue:43632|issue:44756", + "issue:42796|issue:46710", + "issue:35707|issue:40444", + "issue:43482|issue:43525", + "issue:44079|issue:45663", + "issue:43531|issue:44291", + "issue:43421|issue:44568" + ], + "prepared_review_unit_hash": "df62bbff3ce2e9d39bce48d95348ba38642399b73835fcd2818bc7e865896b45", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36719, + "estimated_input_tokens": 9180, + "estimated_eval_tokens": 18616 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, with only two clear duplicate groups: the `_is_hf_initialized` loading regression and the Qwen3.5 `save_pretrained` serialization regression. The rest are mostly model- or tokenizer-specific issues that only share broad subsystem names.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43872 is the earliest and broadest report of the `_is_hf_initialized` / bitsandbytes loading incompatibility, and it has the clearest duplicate counterpart in issue:44291.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43872 is the best representative issue for the cluster\u2019s strongest true duplicate pair: it states the concrete failure mode, is earlier, and has external references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Different problems: a T5 tokenizer attribute conflict vs a Qwen3 auto device-map CUDA assert." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal loading/runtime failures, but the symptoms and code paths are unrelated (segfault on Llava Next vs video input ValueError in Qwen3OmniMoe)." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen VL/video handling, but one is a broad v5.3 video-input regression and the other is a specific still-image RoPE scaling bug." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "Both mention v5 regressions, but one is `_is_hf_initialized` loading behavior and the other is a TimesFM `window_size` attribute error." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility is unrelated to the generic loading-noise issue." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation sync/dispatch overhead is not the same bug as `StaticCache.get_seq_length()` returning a tensor." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both report the same Qwen3.5 `save_pretrained` serialization regression; 45357 is a narrower follow-up on the same broken checkpoint output." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different model families and failure modes: PaddleOCR-VL load failure vs Qwen3-MoE sliding-window behavior." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL-related, but one is dataset/multi-image finetuning failure and the other is RoPE position-id scaling in video/still-image handling." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is model loading with `base_model_prefix` and the other is non-persistent buffer initialization junk." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading failure and slow `convert_tokens_to_ids` are different bugs." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction and compiled flex attention are unrelated." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized` loading incompatibility; 44291 is the same bug described via `init_empty_weights` on newer Transformers." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both are multimodal dtype issues, but the affected models and exact failure mechanisms differ." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise vs tokenizer loading failure; not the same bug." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing `all_tied_weights_keys` in a model class is unrelated to tokenizer loading." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is wrong token IDs for Granite models and the other is a CodeLlama whitespace round-trip issue." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing behavior is not the same as a missing `supports_gradient_checkpointing` flag." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training and iterable-dataset multi-image finetuning are different failures." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both are v5-related TypeErrors, but one is the `_is_hf_initialized` argument and the other is a missing Float8 storage object." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper loading failure is unrelated to the Float8 storage error." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression and Whisper `batch_decode` special-token handling are different issues." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "`_is_hf_initialized` loading regression and mmap/OOM behavior on Strix Halo are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Different model families and symptoms: Ministral tokenizer BPE markers vs DeepSeek accuracy regression." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to multi-image iterable finetuning." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure and missing `pad_token_id` on Llama4Config are different problems." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "`ModelOutput` key assignment logic is unrelated to Gemma4 FSDP2 shared-kv state rebuilding." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the `_is_hf_initialized` loading bug." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both concern special tokens, but one is runtime post-processor updates and the other is `add_special_tokens=True` not adding BOS/EOS for a specific tokenizer; not the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and the soft-edge calls are conservative. The two accepted pairs are plausibly the same underlying bugs, while the rejected pairs mostly rely on broad subsystem similarity without concrete shared failure mode. One minor wording tweak: 'broadest' is a bit stronger than the packet directly supports, so 'earliest' or 'most representative' would be safer." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 13, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43606", + "issue:43611", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43818", + "issue:43856", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44509", + "issue:44534", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45584", + "issue:45701", + "issue:45812", + "issue:45834", + "issue:46402", + "issue:46821", + "issue:46909", + "issue:47217" + ], + "soft_pairs": [ + "issue:41720|issue:45081", + "issue:42175|issue:45542", + "issue:44462|issue:45812", + "issue:43482|issue:45538", + "issue:43296|issue:46821", + "issue:44509|issue:46909", + "issue:44079|issue:44534", + "issue:43317|issue:43856", + "issue:42175|issue:43296", + "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:43493|issue:43994", + "issue:43818|issue:45357", + "issue:45325|issue:45834", + "issue:44829|issue:45479", + "issue:45325|issue:45381", + "issue:43454|issue:44466", + "issue:40444|issue:47217", + "issue:44291|issue:44877", + "issue:42915|issue:43482", + "issue:43701|issue:45325", + "issue:43873|issue:45701", + "issue:42796|issue:45381", + "issue:43606|issue:44265", + "issue:40990|issue:45584" + ], + "prepared_review_unit_hash": "46a3d6715595a1a53cd86da31142595c4f4cfd250daa478e82e8765e2e4b1387", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36006, + "estimated_input_tokens": 9002, + "estimated_eval_tokens": 18260 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidate pairs are false positives: they share a broad subsystem or regression theme, but not the same concrete bug. The only strong duplicate-looking pair is the SigLIP2 implementation mismatch / nonsensical output reports. No PRs are present.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43493 is the clearest root-cause report: it describes the HF vs original JAX SigLIP2 discrepancy that plausibly explains the downstream bad outputs seen in issue:43994.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43493 is the best cluster representative because it is the broader, more technical symptom/source for the only likely duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Both mention model loading/runtime failures, but one is a Qwen3 auto device-map CUDA assert and the other is a Mistral tokenizer regex crash; different code paths." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both touch TensorFlow/backend packaging, but one is about the torch extra missing TF backend and the other is about tensorboard being installed without TensorFlow; not the same bug." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizer behavior and Granite models, but one is about AutoTokenizer ignoring tokenizer.json while the other is wrong Granite token IDs; too broad to merge." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Completely different issues: Qwen2.5-GGUF loading failure versus CLIPTokenizer model_max_length constant." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "Different models and failures: PaddleOCR-VL load failure versus TimesFM window_size AttributeError." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation-related, but they concern different docs pages and different problems." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "One is a ModelOutput key assignment bug; the other is a v5 non-persistent buffer initialization bug." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Both involve memory/offload-ish concerns, but one is dequantized load with gpu+cpu offload and the other is Qwen3 MoE training memory usage; different bugs." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend install issue versus PaddleOCR-VL model loading failure; no same underlying bug." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one breaks base_model_prefix loading and the other breaks custom initialization; different code paths." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching-related numerical issues, but one is missing padding-mask support in MIMI and the other is Gemma3 sliding-window/all-padding NaNs." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer serialization junk is unrelated to ModelOutput key assignment." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different model families and failures: Video-LLaVA weight/temporal-attention issue versus Sam3Model text encoder weights not loading." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export compatibility failure and bfloat16 dtype mismatch are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL-related, but one is finetuning with multiple images per prompt and the other is video vision_position_ids scaling; not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same model family and same symptom class: 43493 reports the HF vs JAX SigLIP2 implementation mismatch, and 43994 reports the downstream nonsensical outputs that fit that same underlying bug." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing bug is unrelated to Qwen3.5 save_pretrained visual-key serialization." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different models and failure modes: Qwen2.5-VL temporal position scaling versus Kosmos2.5 OCR index error." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "FlashAttention-3 training degeneration and single-label num_labels=1 zero-loss behavior are different bugs." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL vision-position issues, but one is still-image temporal scaling and the other is video vision_position_ids; related theme, not same concrete bug." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "AyaVision lm_head tying and Granite lm_head serialization are different weight-handling bugs." + }, + { + "left": "issue:40444", + "right": "issue:47217", + "accept": false, + "reason": "Both concern VL inputs, but one is finetuning multi-image IterableDataset behavior and the other is image-placeholder-in-user-text handling." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "init_empty_weights unexpected argument and strict config preventing granite_speech loading are different v5 compatibility problems." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure versus Qwen2.5-GGUF loading failure; unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is unrelated to Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization offloading behavior and tokenizer-version-dependent tokenization are different problems." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video vision_position_ids are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch and torch.export torch_compilable_check failure are different failure modes." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and Whisper empty-transcription failure after align_special_tokens are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the soft-edge pairs. The only accepted pair, issue:43493 / issue:43994, is plausibly the same underlying SigLIP2 bug from the titles alone. No PRs are present, and I don\u2019t see evidence of 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": 14, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43550", + "issue:43572", + "issue:43582", + "issue:43606", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:44186", + "issue:44265", + "issue:44387", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46821" + ], + "soft_pairs": [ + "issue:44479|issue:45823", + "issue:43262|issue:43746", + "issue:35707|issue:41720", + "issue:43828|issue:46821", + "issue:34634|issue:35707", + "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:45823|issue:46821", + "issue:43377|issue:44610", + "issue:42617|issue:42915", + "issue:43454|issue:45072", + "issue:40990|issue:42947", + "issue:46305|issue:46315", + "issue:43749|issue:44534", + "issue:43572|issue:45759", + "issue:43454|issue:43720", + "issue:43377|issue:44898", + "issue:43317|issue:43873", + "issue:36331|issue:42617", + "issue:41720|issue:43322", + "issue:43322|issue:46050", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:41720|issue:44977", + "issue:44387|issue:45704" + ], + "prepared_review_unit_hash": "5d6fa9f86dcaa1bb85894dd27d5929a419a9a73ed57ce80920ab36126596df67", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37068, + "estimated_input_tokens": 9267, + "estimated_eval_tokens": 18790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a loose collection of unrelated Transformers bug reports across tokenizers, model loading, quantization/offload, multimodal processors, and training APIs. None of the proposed soft pairs look like the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43873 is the broadest and most central issue in the set, with multiple inbound references and a theme that overlaps several other offload/quantization reports, even though they are not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative issue because it covers a common failure mode class (offloading + quantization) and is broader than the highly model-specific reports in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different failures: a v5 video-input regression across Qwen multimodal models vs a Gemma4 PLE device-mismatch during forward." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug vs GraniteSpeech PEFT adapter loading from local checkpoints; unrelated code paths." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "inputs_embeds/past_key_values generation behavior is not the same as Qwen3 auto device mapping cuda assert." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset failure and progressive generation with inputs_embeds/past_key_values are different bugs." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "AutoTokenizer loading error for Voxtral is unrelated to an Apple Silicon warmup TypeError." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding is not the same as torch.export.export failing on torch_compilable_check models." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both are device-related, but one is a Qwen3 auto device-map crash and the other is a Gemma4 PLE forward mismatch; not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch for Bark-small differs from DAC.from_latents vs forward mismatch due to missing STE." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight-tying failure in AyaVisionConfig is unrelated to Bamba torch.compile SDPA failure." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed is not the same as a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are different subsystems and failure modes." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Special-token insertion regression for one tokenizer is unrelated to wrong token IDs across many tokenizers." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 device-mapping forward mismatch is unrelated to TimesFM window_size raising AttributeError." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batched-vs-single padding-mask bug is unrelated to OmDet-Turbo processor/model image-size mismatch." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py run failure and Qwen3Moe FineGrainedFP8Config failure are different runtime/config issues." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision lm_head tying bug is unrelated to SwitchTransformers/TimmWrapperModel bfloat16 dtype mismatches." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and gradient checkpointing ineffectiveness with PEFT LoRA are not the same underlying problem." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "MoonshineStreaming off-by-one in sliding_window_mask_function is unrelated to slow convert_tokens_to_ids regression." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "Broken FSDP CPU RAM efficient loading and non-persistent buffers filled with junk are separate loading/state issues." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx after v5 update is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision weight-tying bug is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI encoder batching/padding mask issue is unrelated to Perceiver non-default resolution interpolation failure." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "device_map auto load failure for dequantized models is related in theme to offloading, but not the same concrete bug as quantization offloading not working as expected." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer compute_loss signature mismatch and 3d_parallel.py failure are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert and Llava Next segmentation fault are both loading/runtime crashes but not the same code-path problem." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next segfault during loading is unrelated to sinq quantized model save/load breakage." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer compute_loss keyword mismatch is unrelated to Qwen3Moe FineGrainedFP8Config failure." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config rejection for granite_speech and tokenizer-loading failure for est-roberta are different config vs tokenizer regressions." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert is unrelated to Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "int4 CUDA reserved-memory OOM is unrelated to T5 silently using apex.FusedRMSNorm with a memory leak." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 15, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:33666", + "issue:36010", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43450", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44423", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44610", + "issue:44734", + "issue:44756", + "issue:44898", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46402", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:40990|issue:45701", + "issue:43450|issue:45701", + "issue:41720|issue:42617", + "issue:44466|issue:45357", + "issue:26413|issue:28530", + "issue:43873|issue:44756", + "issue: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:43531|issue:43572", + "issue:44734|issue:46858", + "issue:44423|issue:45406", + "issue:44008|issue:45823", + "issue:42915|issue:46291" + ], + "prepared_review_unit_hash": "4a9bf9bffbb311d0f4f88be57adfe0052a0abe177fc0ca6224c0a50197bda3a0", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36753, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose semantic grouping of unrelated Transformers issues (trainer, tokenizer, model loading, serving, quantization/offload, and multimodal preprocessing). None of the soft pairs look like true duplicates of the same underlying bug/change.", + "confidence": 0.98, + "canonical_issue_reason": "issue:43873 is the broadest and most discussion-heavy report here, so it is the best representative issue for the cluster, but it is not a duplicate match for the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the widest scope and highest cluster-level relevance (offloading/quantization), making it the best single issue to represent this set even though the set is not a true duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Different bugs: perplexity regression on gpt-oss vs tokenizer behavior changes across versions." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape bug vs tokenization regression; no shared code path." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device-map assert vs failure running 3d_parallel.py are unrelated failures." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both are serialization-related, but they affect different models and different state-dict problems." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Trainer checkpoint resume empty epoch iterator vs early stopping metric lookup are distinct trainer issues." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offload failure and Strix Halo mmap OOM are different problems with different fixes." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading failures for different models; no evidence of the same root cause." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer padding/truncation crash vs bfloat16 dtype mismatch are unrelated subsystems." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Same model family, but dummy Conv2d architecture and missing text-encoder weights are different bugs." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Custom-model regression in v4.57.5 vs version-dependent tokenization behavior are not the same issue." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache internals, but beam-search cache reorder and static-cache seq-length arithmetic are different code paths." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS histogram-on-Int error in MoE vs TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile+SDPA bug in Bamba and BitNet packed-weight loading bug are different model-specific failures." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype propagation and Trainer resume/max_steps calculation are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error vs 3d_parallel.py runtime failure are not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both touch custom model loading, but they describe different regressions and different failure modes." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Different tokenizer/model loading failures with different root causes." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Bamba torch.compile/SDPA issue and Bark CPU-offload device mismatch are unrelated." + }, 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"issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric handling and Qwen2-VL multi-GPU training are different training scenarios." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both are distributed/model-parallel related, but they are different models and different failure mechanisms." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and StableLmConfig pad_token_idx regression are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both concern cache/indexing, but the serving KV-continuation crash and static-cache seq-length bug are different concrete problems." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve/multimodal regressions, but one is a 'str has no attribute to' crash and the other is a missing _tokenizer attribute." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma model bugs: forward variable collision vs device mismatch under device_map=auto." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 16, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42915", + "issue:43257", + "issue:43316", + "issue:43322", + "issue:43425", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + 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"issue:44492|issue:44509", + "issue:43531|issue:45759", + "issue:43540|issue:43782", + "issue:43257|issue:47254", + "issue:43452|issue:47020", + "issue:43550|issue:43653", + "issue:41720|issue:43746", + "issue:44534|issue:46665", + "issue:43606|issue:43720" + ], + "prepared_review_unit_hash": "d160187e9b16b8183e3cf0e62c521128086e4fc6517cb990f2d1bad69d0c1c5f", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35096, + "estimated_input_tokens": 8774, + "estimated_eval_tokens": 17804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous and does not form a clear duplicate cluster. All soft-edge candidates were rejected because they describe different bugs, different models, or different failure paths despite superficial subsystem overlap.", + "confidence": 0.95, + "canonical_issue_reason": "No safe canonical issue: the items span unrelated bugs across tokenizers, generation, quantization, loading, and docs, with only shallow title similarity between some pairs.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong global representative; choosing one would overfit to a broad subsystem label rather than a shared underlying defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Different failures: custom trainer loss signature mismatch vs Qwen3 device-mapping CUDA assert." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation/compile, but one is inconsistent chunked generation outputs and the other is a static-cache slice arithmetic bug from device tensor seq lengths." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different models and code paths: CamemBERT masked LM predictions vs Qwen3 recurrent state reset in modular cache logic." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated loading problems: glm-4v-9b model load failure vs tokenizer loading regression for EMBEDDIA/est-roberta." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Different features: trust_remote_code cache-path collision vs save_pretrained permission propagation." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer crashes, but on different tokenizers and different triggers; not the same underlying bug." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Image processor label reduction bug vs missing all_tied_weights_keys attribute on a causal LM model." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric resolution issue is unrelated to void segmentation-map processing in an image processor." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but they concern different model families and different config fields/serialization behavior." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch version compatibility issue is unrelated to TimesFM window_size attribute access." + }, + { + "left": "issue:45701", + "right": "issue:47145", + "accept": false, + "reason": "Tokenization changes across versions is not the same defect as silent FP8 weight_scale omission during checkpoint load." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different bugs: Qwen3Moe FP8 config failure vs Llava Next segmentation fault on load." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error in CLIP loading is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "General slow/fast tokenizer inconsistency is not the same as the T5Tokenizer add_special_tokens naming conflict." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation-map processing and BarkProcessor voice_preset are unrelated processor bugs." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantized offloading behavior and an apex FusedRMSNorm memory leak are different issues." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Cache-strategy typo and outdated docs about removed pipeline tasks are unrelated documentation issues." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window handling and text_config unwrapping in composite configs are different config-path bugs." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both are Qwen3 multimodal-related, but one is video-input processing and the other is a weight_only pretrained-load error." + }, + { + "left": "issue:43257", + "right": "issue:47254", + "accept": false, + "reason": "DeepSpeed loading/weight conversion bug is not the same as a PEFT ZeRO-3 checkpointing error." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "gguf_file breaks Auto* from_pretrained entrypoints, while XLMRobertaTokenizer has a specific Unigram vocab type mismatch." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba is unrelated to a BigBirdTokenizer special-token registration bug." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and GraniteSpeech PEFT local-checkpoint loading are different code paths." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer corruption in v5 is not the same as inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU-offload device mismatch and BitNet packed-weight unpacking during accelerate loading are different model-loading failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 17, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:43329", + "issue:43381", + "issue:43388", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43746", + "issue:43844", + "issue:43881", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46402", + "issue:46655", + "issue:46665", + "issue:46693", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:42490|issue:43329", + "issue:34567|issue:35707", + "issue:43531|issue:46821", + "issue:45406|issue:45464", + "issue:34634|issue:41720", + "issue:43606|issue:43653", + "issue:43388|issue:45059", + "issue:43531|issue:44589", + "issue:45759|issue:45859", + "issue:44451|issue:44991", + "issue:43540|issue:46858", + "issue:45357|issue:46402", + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:44625|issue:45479", + "issue:44898|issue:45072", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:44368|issue:45357", + "issue:41720|issue:45704", + "issue:43746|issue:46050", + "issue:43381|issue:45704", + "issue:44918|issue:44936", + "issue:46655|issue:46693", + "issue:43526|issue:43881" + ], + "prepared_review_unit_hash": "836f5b1147a03423c88aa7a0dd683a6d3c3dba1d7dcc500065845e47e1fdf03d", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35443, + "estimated_input_tokens": 8861, + "estimated_eval_tokens": 17978 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated bug reports across different models, processors, and trainer paths. None of the soft pairs look like the same underlying issue closely enough to merge as duplicates, and there is no single defensible canonical issue for the whole set.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue: the items span many unrelated bugs/models, so a shared duplicate target would be arbitrary.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue cleanly represents the whole cluster; the set is too heterogeneous to justify one global best issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path trailing-slash warning vs multimodal token counting video-branch undefined symbols are unrelated bugs." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counter not updating and progressive generation with inputs_embeds/past_key_values are different code paths." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Both mention window sizing, but Qwen3-MoE sliding_window and TimesFM window_size AttributeError are distinct model-specific failures." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor tokenizer attribute crash and Qwen3.5 streaming chat/completions failure are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping cuda assert do not describe the same bug." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch for Bark-small is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "gather_for_metrics tuple truncation and SAM3 text/box behavior are different trainer vs model issues." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window and missing Float8 storage are unrelated failures." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "from_config not unwrapping text_config and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are separate Qwen3.5 problems." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading failures, but they affect different models and likely different tokenizer/config breakages." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and static-cache seq-length tensor arithmetic are unrelated." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Incorrect visual encoder keys on save_pretrained and missing Sam3Model text encoder weights on load are different model-loading bugs." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "patchtsmixer post_init validation and Qwen3.5 num_labels propagation are unrelated configuration issues." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junk in Transformers 5.0.0 and from_pretrained behavior inside Python classes are not the same defect." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Loading physical-intelligence/fast regression and PIL backend requiring torchvision are unrelated breaks." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument duplication and ScandiBERT loading failure are different tokenizer/model load issues." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 config and zero-loss classification with num_labels=1 are separate classification problems." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver interpolation failure and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient inflation are different training-runtime bugs." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 doc example errors and OmDet-Turbo processor size mismatch are distinct documentation/model-processor issues." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Tie-word-embeddings warning during Qwen3.5 LoRA and incorrect visual encoder save keys are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 auto device-mapping cuda assert and T5 apex FusedRMSNorm memory leak are unrelated model/runtime bugs." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT local-checkpoint loading failure and sinq quantized save/load breakage are different persistence paths." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing eval-mode issue and T5 fused RMSNorm memory leak are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL SFT input-embeddings unpacking and trainer.evaluate() after train() are different trainer failures." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "SmolVLM video padding bug and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and glm-4v-9b loading failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 18, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:42886", + "issue:43295", + "issue:43421", + "issue:43493", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43643", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44464", + "issue:44488", + "issue:44514", + "issue:44545", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44857", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45507", + "issue:45834", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46294", + "issue:46463", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:47050" + ], + "soft_pairs": [ + "issue:43421|issue:43927", + "issue:43746|issue:43873", + "issue:42886|issue:44843", + "issue:43531|issue:45923", + "issue:30064|issue:36010", + "issue:43421|issue:43653", + "issue:39692|issue:43493", + "issue:44514|issue:44545", + "issue:43994|issue:44671", + "issue:46032|issue:46463", + "issue:44464|issue:47050", + "issue:43782|issue:45381", + "issue:45081|issue:45356", + "issue:44857|issue:47050", + "issue:43421|issue:44186", + "issue:45356|issue:45907", + "issue:39692|issue:43873", + "issue:45507|issue:46858", + "issue:39692|issue:47050", + "issue:43720|issue:43819", + "issue:43295|issue:45834", + "issue:43550|issue:43927", + "issue:43653|issue:43720", + "issue:43550|issue:44361", + "issue:43596|issue:44220", + "issue:44062|issue:44488", + "issue:43531|issue:43643", + "issue:46829|issue:46832", + "issue:44625|issue:47050", + "issue:43540|issue:46294", + "issue:45381|issue:46693" + ], + "prepared_review_unit_hash": "e8161e19290856834de9aaacea1e48b06a869b33b3f9e5eb98ad1f9b3ecf1559", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36749, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated model/tokenizer regressions are mixed together here. The only clear duplicate is the Qwen2_5_VLProcessor batched apply_chat_template crash with padding=False; the rest are too broad or hit different code paths.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44514 is the clearest and earliest report of the exact Qwen2_5_VLProcessor.apply_chat_template batched-input crash with padding=False, making it the best issue anchor for the one true duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 best represents the actionable duplicate because it states the concrete failing method and reproduction condition, while the other items are largely unrelated regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both are tokenizer-related, but one is about runtime post-processor updates and the other is about missing custom token IDs after save/load; different bugs." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters and quantization/offloading behavior are distinct failure modes." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both involve offline mode, but one is generic cache loading and the other is a specific Mistral regex/model_info path; not enough to call them the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45923", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE and missing gradient-checkpointing metadata in Nemotron are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image segmentation processing and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both mention special tokens, but one is about backend post-processing updates and the other is a BigBirdTokenizer decode issue." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but one is a documentation example mismatch and the other is an implementation discrepancy versus JAX." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same exact Qwen2_5_VLProcessor.apply_chat_template batched-input crash with padding=False; titles differ only in formatting." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "SigLIP2 masked-LM/pipeline behavior and CamemBERT masked-LM predictions are different models and bugs." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "A silent use_cache correctness bug in Mamba2Mixer is unrelated to T5 decoder-input validation error messaging." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Compiled chunked generation inconsistency and fp16 ONNX attention dtype mismatch are different code paths and symptoms." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only loading and Qwen2.5-VL video position IDs are distinct issues." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention fix_mistral_regex, but one is a crash in the tokenizer patch and the other is a codec/regression report; not clearly the same bug." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "CUDA AMP loss behavior in RT-DETR and ONNX export dtype mismatch in Canine are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Runtime special-token/post-processor behavior and LayoutLMv2Tokenizer NER/padding crashes are different failures." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Kimi tokenizer regression and a hub API revision-forwarding bug are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 doc/model mismatch and offloading with quantization are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:46858", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid and cache seq-length tensor arithmetic in prefill are different bugs." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "SigLIP2 documentation/implementation issues do not match an ONNX attention dtype mismatch." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading in BitNet and DAC latent reconstruction mismatch are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression with images is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile/SDPA behavior in Bamba and custom token IDs in DiaConfig are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba compile/SDPA failure and MLukeTokenizer attribute error are different issues." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel indexing and fbank feature extraction are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken keyword collision and inability to load a specific tokenizer are different bugs." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and AutoConfig trust_remote_code missing fields are unrelated." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "VideoPrism output field mixup and RT-DETR feature-level mismatch are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:47050", + "accept": false, + "reason": "Config propagation in Qwen3.5 and fp16 ONNX attention dtype mismatch are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Qwen3OmniMoe video input error and Qwen3.5-9B chat-template video-token mismatch are different bugs." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and FA2 long-context performance regression are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The accepted pair, issue:44514 and issue:44545, is clearly a duplicate based on the identical title and later creation date. The other soft-edge rejections do not overstate evidence and appropriately avoid merging distinct failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 19, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43322", + "issue:43335", + "issue:43540", + "issue:43550", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43697", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:44008", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44488", + "issue:44561", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46291", + "issue:46665", + "issue:46829", + "issue:46858", + "issue:46932", + "issue:47020" + ], + "soft_pairs": [ + "issue:43611|issue:46665", + "issue:41720|issue:44991", + "issue:45987|issue:46829", + "issue:44220|issue:44661", + "issue:30064|issue:36331", + "issue:43653|issue:43819", + "issue:44186|issue:44898", + "issue:44488|issue:47020", + "issue:43335|issue:43756", + "issue:43550|issue:43819", + "issue:43618|issue:43697", + "issue:43643|issue:44877", + "issue:45987|issue:46932", + "issue:34634|issue:36010", + "issue:44821|issue:45084", + "issue:44843|issue:45081", + "issue:44008|issue:46858", + "issue:39692|issue:45834", + "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:43540|issue:44008", + "issue:45584|issue:45834", + "issue:44991|issue:47020", + "issue:45183|issue:45479", + "issue:44991|issue:46291", + "issue:44561|issue:45020", + "issue:43644|issue:43749", + "issue:43322|issue:45685" + ], + "prepared_review_unit_hash": "94dbffa17b6cb30a01456ae7b80e2dc11748ace07458586cf9a7711d971c5583", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36265, + "estimated_input_tokens": 9067, + "estimated_eval_tokens": 18390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the items share broad Transformers themes but not the same concrete bug or change. I rejected every soft pair because the titles point to different code paths, models, or failure modes. If a single representative issue is needed, #45020 is the broadest loading/remote_code regression.", + "confidence": 0.9, + "canonical_issue_reason": "#45020 is the broadest, most general issue in the set (recent transformers versions breaking remote_code models), so it is the best weak canonical representative among otherwise unrelated issues.", + "canonical_pr_reason": null, + "best_issue_reason": "#45020 is the best global issue candidate because it is broad, clearly described, and closest to a recurring cross-model regression theme; the rest are mostly narrower or unrelated failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both involve model loading, but they describe different failures: base_model_prefix handling vs inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated failures: Qwen3 auto device mapping on CUDA vs tokenizer loading for a specific RoBERTa model." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "Different bugs in different subsystems: cache sequence length contract vs VideoPrism output field misassignment." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction error vs tokenizer mapping-name failure; no shared concrete code path." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "ImageProcessor segmentation map handling and CustomTrainer loss-signature compatibility are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and DAC STE mismatch are distinct bugs in different components." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer padding/NER crash and Perceiver image-size interpolation failure are unrelated model-specific issues." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer load failures, but the affected model classes and root causes differ." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Sparse-layer construction in SwitchTransformers and RoPE-layer dropping in Smollm3 are unrelated model-configuration bugs." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "torch.compile with SDPA on Bamba and DAC latent reconstruction mismatch are separate code paths and failures." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Both are v5 output regressions, but they affect different models and output fields; not the same bug." + }, + { + "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 rejection." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "Shared cache/shape language is superficial; Gemma4 quantized embedder dtype casting is unrelated to get_seq_length return type." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Bark voice_preset and GenerationMixin import failure are different API breakages." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation errors have no overlapping code path." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper function area, but different concrete failures: offline model_info call vs missing backend_tokenizer attribute." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n variable collision and static-cache sequence-length tensor type are unrelated bugs." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 doc example problems and Kosmos2.5 OCR long-input index error are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash and FastSpeech2Conformer tokenizer loading failure are distinct." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different regression reports on different models; same version range alone is not enough to merge them." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing and Gemma3n audio-mask name collision are unrelated." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation and Kosmos2.5 OCR indexing are separate input-edge-case bugs." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-load regressions, but they hit different tokenizers and likely different loader assumptions." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation XOR logic and single-label zero-loss classification are different model-training issues." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading for a specific model and kernels package-version requirements for pipelines are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code breakage, but one is specifically the removed is_torch_fx_available path while the other is a broader recent-version regression." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization junk and FSDP CPU RAM efficient loading are unrelated v5 regressions." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next loading segfault and MPS histogram-on-int error are different backend/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": 20, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43645", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44479", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44936", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45081", + "issue:45381", + "issue:45701", + "issue:45834", + "issue:46032", + "issue:46175", + "issue:46285", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665", + "issue:46846", + "issue:46932", + "issue:47217" + ], + "soft_pairs": [ + "issue:43606|issue:45072", + "issue:43421|issue:44811", + "issue:43577|issue:43818", + "issue:44479|issue:45834", + "issue:43550|issue:45072", + "issue:43782|issue:44977", + "issue:44805|issue:44936", + "issue:43825|issue:43994", + "issue:46294|issue:46463", + "issue:43388|issue:46032", + "issue:43582|issue:46512", + "issue:43931|issue:46846", + "issue:28218|issue:29159", + "issue:43716|issue:44008", + "issue:43540|issue:45381", + "issue:44610|issue:45072", + "issue:43749|issue:44291", + "issue:43720|issue:45072", + "issue:43645|issue:46665", + "issue:34634|issue:36331", + "issue:43825|issue:43827", + "issue:44671|issue:45701", + "issue:42175|issue:45081", + "issue:43577|issue:43582", + "issue:45003|issue:46285", + "issue:43262|issue:47217", + "issue:46175|issue:46932" + ], + "prepared_review_unit_hash": "93132a180a0abb4a4ad0084bd07072c41f8f663c325cc9e2ed6e4686acfdee05", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36288, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose semantic grouping of unrelated issues; none of the soft-similarity pairs describe the same underlying bug or fix, so all soft edges are rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue: the items span many unrelated bugs across tokenization, multimodal processors, training, loading, and dtype handling.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global representative; issue 45072 is the most connected node, but it is still not a duplicate hub for the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: CPU offload device mismatch vs bfloat16 dtype mismatch in a separate model path." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime post-processor update bug vs Whisper batch_decode option handling; different code paths and symptoms." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype initialization issue vs Video-LLaVA missing temporal attention; unrelated defects." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Separate multimodal regressions affecting different models and inputs; no shared underlying bug." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to generic inference dtype mismatch." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight-only loading error vs flash-attention generation bug; not the same change or fix." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask shape IndexError during tensor indexing vs trainer evaluate-after-train failure; distinct problems." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Bad pipeline v5 error messaging vs SigLIP2 bad outputs; related to pipeline usage, but not the same defect." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Video chat-template token/feature mismatch vs T5 decoder-input validation message; unrelated model families." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "gather_for_metrics last-batch label handling vs Mamba2 use_cache correctness; different subsystems." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError vs stale config.dtype after from_config; unrelated initialization bugs." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Qwen3-VL weight shape mismatch vs missing TP plan entries; both Qwen-related but different concrete failures." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Specific added-token spacing bug vs broad slow/fast tokenizer inconsistency; too general to merge." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Image preprocessor/model dtype mismatch vs Gemma3n variable-name collision in forward; different code paths." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different video-input regressions in different Qwen models with different failure modes." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor output resolution mismatch vs dtype mismatch; unrelated bugs." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP RAM-efficient loading breakage vs unexpected _is_hf_initialized arg in init_empty_weights; separate loading issues." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weights unpacking bug during accelerate loading vs inference dtype mismatch; not the same path." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Jupyter custom-model initialization regression vs from_pretrained inside classes inconsistency; distinct behaviors." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset bug vs CustomTrainer.compute_loss signature change; unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is an incorrect warning/error message, the other is docs still referencing removed pipeline APIs; related topic but not same bug." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT MLM regression is model-specific; generic tokenization change is too broad to be the same issue." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Package/backend install issue vs Mistral regex patch crash; no shared underlying defect." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype bug and Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils vs CLIP text model structure inconsistency; different bugs." + }, + { + "left": "issue:43262", + "right": "issue:47217", + "accept": false, + "reason": "Audio sampling-rate default bug vs VL image-placeholder handling failure; different modalities and code paths." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Massive one-hot position embedding memory issue vs quantized embedder dtype casting fix; unrelated changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 21, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43742", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:46209", + "issue:46291", + "issue:46326", + "issue:46697", + "issue:46728" + ], + "soft_pairs": [ + "issue:43262|issue:43819", + "issue:43653|issue:44912", + "issue:46697|issue:46728", + "issue:43782|issue:45325", + "issue:44589|issue:45042", + "issue:43742|issue:45020", + "issue:43582|issue:44857", + "issue:45372|issue:46326", + "issue:43550|issue:44912", + "issue:36010|issue:43645", + "issue:36010|issue:36331", + "issue:43257|issue:43329", + "issue:43531|issue:45042", + "issue:43526|issue:43697", + "issue:43452|issue:44991", + "issue:43906|issue:46209", + "issue:43638|issue:44936", + "issue:42175|issue:46291", + "issue:43819|issue:43927", + "issue:45081|issue:45406", + "issue:44060|issue:44368", + "issue:43329|issue:45600", + "issue:45084|issue:45538", + "issue:43526|issue:44554", + "issue:42490|issue:43257", + "issue:43746|issue:44811", + "issue:43854|issue:44977" + ], + "prepared_review_unit_hash": "d34c5d3ba4e78a30cf1273e80c6f6a0e860529b392b8b50881edefbad7ea2a78", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35635, + "estimated_input_tokens": 8909, + "estimated_eval_tokens": 18074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated Transformers bugs across tokenization, loading, multimodal processors, training, and hardware-specific failures. None of the soft-edge pairs look like the same underlying bug/change, so all are rejected.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45020 is the broadest, most general regression report in the set, but the cluster is too mixed for a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best representative only because it covers a wide, cross-cutting loading regression pattern; it is not an exact umbrella for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Different subsystems and failure modes: audio chat-template sampling-rate default vs DAC latent reconstruction/STE mismatch." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration bug vs quantization fallback issue; no shared code-path." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both involve image sizing, but one is Swin2SR over-padding and the other is Aria patch counting; distinct bugs." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different models and mechanics: Qwen3VL weight_only load error vs Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated failures: missing Float8 storage type vs PIL backend dependency handling." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Both are loading-related, but one is a specific model key error and the other is a broader remote_code regression." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError and CUDA AMP loss crash are separate platform-specific issues." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both mention mistral_common, but one is an import incompatibility and the other is tokenizer continue_final_message behavior." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile SDPA failure on Bamba vs MXFP4 quantization fallback on git-oss-20b are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Import path break for GenerationMixin is not the same as Jupyter custom-model initialization regression." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin and custom trainer compute_loss signature change are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Different areas: Qwen3 MOE weight conversion with deepspeed vs multimodal token counting video-branch bug." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision dependency are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and RTDetrV2 output mismatch are different model/processor issues." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both affect loading, but one is gguf_file handling and the other is tokenizer loading for a specific checkpoint." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an older issue and an FP8 inference failure on B200 do not match." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3/non-pretrained Bert index error and post-train evaluate failure are distinct trainer/runtime bugs." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Packaging/backend dependency issue vs kernels version/revision requirement on pipelines import are not the same bug." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent forward mismatch and DiaConfig token-ID persistence are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are tokenizer/processor loading problems, but they hit different models and different failure points." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but the described Qwen variants and root causes differ; not enough to merge." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Multimodal token counting bug vs stale auto_mappings config reference are separate issues." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation TypeError and CLIPTokenizer max_length constant are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Image label reduction and MPS attention correctness are unrelated code paths." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local path slash warning and Qwen3 MOE conversion with deepspeed are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local checkpoint loading and Whisper batch_decode special-token handling are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen/GLM model failures with different symptoms; 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": 22, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:34567", + "issue:34689", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43425", + "issue:43450", + "issue:43525", + "issue:43540", + "issue:43643", + "issue:43650", + "issue:43696", + "issue:43742", + "issue:43749", + "issue:43906", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45200", + "issue:45459", + "issue:45538", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701", + "issue:47050", + "issue:47145", + "issue:47254" + ], + "soft_pairs": [ + "issue:43643|issue:45759", + "issue:38175|issue:44610", + "issue:45859|issue:47050", + "issue:43262|issue:44811", + "issue:45200|issue:47254", + "issue:39692|issue:44912", + "issue:43329|issue:44479", + "issue:43257|issue:43696", + "issue:43257|issue:43931", + "issue:43329|issue:43450", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:34567|issue:40990", + "issue:44912|issue:47145", + "issue:42915|issue:44821", + "issue:29159|issue:34567", + "issue:44387|issue:44617", + "issue:45459|issue:45803", + "issue:46421|issue:46424", + "issue:43650|issue:43906", + "issue:43525|issue:46291", + "issue:28282|issue:29870", + "issue:44987|issue:45538", + "issue:43749|issue:44756", + "issue:28282|issue:34689", + "issue:43425|issue:46291", + "issue:43540|issue:46701", + "issue:45859|issue:47254" + ], + "prepared_review_unit_hash": "d829543d79a8f2f6e9c05df9fecbab9bfeb77c4652b56b1b3c5643973834c831", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35542, + "estimated_input_tokens": 8886, + "estimated_eval_tokens": 18028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated loading, tokenizer, training-state, multimodal/video, and quantization issues. 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"reason": "Auto device mapping cudaErrorAssert and Qwen3OmniMoe video ValueError are unrelated model/runtime failures." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Backend extra packaging and failure to load a specific model are not the same issue." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading regression and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related Qwen3-family issues, but they hit different models and different failure modes/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": 24, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:43257", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44964", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45600", + "issue:45672", + "issue:45674", + "issue:45823", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46512", + "issue:46693", + "issue:46701" + ], + "soft_pairs": [ + "issue:44291|issue:44821", + "issue:43577|issue:46512", + "issue:43540|issue:44479", + "issue:34567|issue:36331", + "issue:44479|issue:45381", + "issue:44792|issue:44964", + "issue:44062|issue:45081", + "issue:38175|issue:44898", + "issue:44568|issue:45488", + "issue:45042|issue:45081", + "issue:43257|issue:43756", + "issue:43742|issue:44589", + "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:45823|issue:46463", + "issue:44568|issue:46491", + "issue:43906|issue:46693", + "issue:24643|issue:29870", + "issue:45672|issue:45674", + "issue:44625|issue:44877", + "issue:43577|issue:45072", + "issue:43452|issue:44488", + "issue:43540|issue:46693", + "issue:28282|issue:32090", + "issue:43906|issue:46468" + ], + "prepared_review_unit_hash": "5dcc62293326341e9e617c99e2d2631e0b0a241cf35c4499702bf3c74b1eef4e", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36209, + "estimated_input_tokens": 9053, + "estimated_eval_tokens": 18362 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous grab-bag of unrelated Transformers bug reports. None of the proposed soft pairs look like the same underlying bug/change, so no duplicate merges are justified.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the items span distinct subsystems and model families (trainer, tokenizers, multimodal, quantization, config, and performance bugs).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46693 is the strongest general topic anchor by discussion/references, but it is still not representative enough to serve as a true duplicate canonical for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Different failure modes and surfaces: init_empty_weights/_is_hf_initialized loading vs AutoImageProcessor-from-URL handling." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype, but one is BLIP2 weight loading and the other is stale config metadata; different bugs." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both concern video input errors in Qwen models, but the model families and concrete failure paths differ." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Trainer-related issues, but one is token-count tracking and the other is a compute_loss signature break." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Same broad Qwen video area, but one is still-image temporal positions and the other is video vision_position_ids; not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different models and errors: janus generate test failure vs Phi-4 multimodal load failure." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer constructor argument collision vs Mistral regex patch crash; unrelated code paths." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Separate vision-model failures with different symptoms and affected architectures." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS injection and the other is ByteLevel\u2192Metaspace override behavior." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image processor torchvision dependency regression vs Mistral tokenizer regex crash; no shared underlying bug." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Distinct Qwen/SmolLM model issues with different mechanisms: MoE weight conversion vs RoPE layer dropping." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different load-time type failures: key error for MobileLLM vs missing Float8 storage type." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "SmolLM3 RoPE-layer issue and Qwen3.5 kernel-registration error are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug and AutoImageProcessor URL loading are different subsystems." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen-family position/rope issues with different symptoms and scopes." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version pin problem vs stale auto_mappings reference; unrelated maintenance issues." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU device placement bug vs T5 decoder-input validation error message; not the same code path." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal regressions in different models and pipeline layers." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device mismatch and T5 error-message issue are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer special-token regression vs CodeLlama leading-space round-trip regression; different tokenizer behaviors." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "Isolated reproduction of one prior issue vs FA2 long-context performance regression; no evidence of the same bug." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed training RuntimeError and Bart generate UnboundLocalError are separate failures." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are 4-bit/quantization-related, but one is uint8 finfo handling in audio modules and the other is skip_modules default-exclusion logic." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "num_labels propagation bug vs strict config loading restriction; different config issues." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both involve dtype mismatches, but the affected models and failure contexts differ." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer/model loading breakage vs model loading of a specific checkpoint; no shared underlying defect." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Video-input processing bug in Qwen3OmniMoe vs long-context attention performance regression." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Environment missing PyTorch vs Trainer broadcasting NoneType; unrelated import/runtime errors." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "Reproduction of an earlier issue vs an official Nemotron example breakage; different artifacts." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 25, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43819", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44493", + "issue:44737", + "issue:44811", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46463", + "issue:46829", + "issue:46846", + "issue:46899", + "issue:47000" + ], + "soft_pairs": [ + "issue:44913|issue:46121", + "issue:43697|issue:46829", + "issue:45663|issue:46846", + "issue:46463|issue:46899", + "issue:43526|issue:45479", + "issue:43697|issue:45216", + "issue:44737|issue:45588", + "issue:44466|issue:45005", + "issue:41762|issue:44936", + "issue:45357|issue:45920", + "issue:43720|issue:44898", + "issue:43643|issue:45375", + "issue:45200|issue:46463", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:43688|issue:43749", + "issue:44493|issue:46050", + "issue:38175|issue:43295", + "issue:43452|issue:44843", + "issue:43531|issue:43742", + "issue:43819|issue:44811", + "issue:43994|issue:44898", + "issue:44857|issue:47000", + "issue:29159|issue:33357", + "issue:45372|issue:46170", + "issue:43761|issue:46829" + ], + "prepared_review_unit_hash": "333a9e0cffe3180c33da72f9148a82b59998e92799570b935d3ce48b1de1b26b", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35499, + "estimated_input_tokens": 8875, + "estimated_eval_tokens": 18006 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers bugs, with only a small tied-weights/save_pretrained regression subset: 44466 and 45357 are close to 45005. No PRs are present.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45005 is the best representative of the tied-weights/save_pretrained regression subset, and the narrower reports in 44466 and 45357 read like related manifestations of that same underlying issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45005 is the strongest issue candidate because it most clearly captures the shared tied-weights/save_pretrained problem across the related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both concern RoPE config handling, but one is silent fallback on reload and the other is a TypeError on JSON-loaded input; different bugs." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-correctness complaints, but they affect different models and different code paths." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Different model families and different failure modes: Gemma4 FSDP key handling vs Qwen3.5 tensor-parallel plan omissions." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "Unrelated bugs: T5 decoder-input validation messaging vs Gemma4 multimodal dtype casting under 4-bit quantization." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Different functionality and symptoms: BeitImageProcessorFast label reduction vs sequence-classification zero-loss behavior." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: RTDetrV2 output changes vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "CPU-device bug in XLNet RoPE computation vs flash-attention crash on missing sink aux; no shared concrete failure." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Same tied-weights/save_pretrained regression in v5; 44466 is a narrower manifestation of the broader translation-model issue in 45005." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Different lifecycle bugs: DeepSpeed ZeRO-3 loading crash vs trainer.evaluate() after train()." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Both are v5 regressions, but one is Qwen3.5 save_pretrained key serialization and the other is AutoTokenizer producing wrong token IDs." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different model/component failures: BitNet packed-weight loading vs Perceiver interpolation on non-default resolution." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both mention missing config fields, but they are distinct code paths and model-specific loading behaviors." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Different problems: missing mm_token_type_ids defaulting vs an error-message/validation issue in T5." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-loading failures, but they affect different tokenizers and different call paths." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration/decoding bug vs MLukeTokenizer AttributeError; unrelated." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization and FSDP CPU RAM-efficient loading are unrelated issues." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected key/position-id state-dict issue vs sinq quantization save/load breakage; different root causes." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 zero-probability/output bug vs a processor.tokenizer API regression; different code paths and symptoms." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Different from_pretrained failures: gguf handling vs an offline-mode model_info call in Mistral regex patching." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Different model bugs: Qwen3-MoE sliding_window behavior vs MobileLLM loading key error." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent conversion mismatch vs Whisper batch_decode special-token handling; unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model correctness issues, but they are on different architectures and different failure modes." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Different DETR losses and different crashes; no evidence they are the same underlying bug." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency vs a MacOS bus error in CLIP community model loading; unrelated." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Different platform/import issues: Gemma4 processor dependency import error vs Windows ROCm torch.distributed dependency problems." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both mention hidden_states, but one returns None when requested and the other misplaces last_hidden_state into hidden_states; different bugs." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression: both report incorrect checkpoint/key serialization, with 45357 reading like a follow-up symptom." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The issue-pair judgments are mostly conservative and the save_pretrained/tied-weights pairings look grounded, but the summary overreaches in one place: it describes a \u201cSigLIP2 output-correctness pair,\u201d yet the only SigLIP2-related item in the packet (38175) is paired with a processor/tokenizer regression (43295), which the analyst itself marks non-duplicate. Also, the claim that 45005 has a \u201chigh-impact, broad user-facing surface area\u201d is stronger than what is directly established by the packet. Please tighten the summary to only state what is supported by the listed pairs." + }, + "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": 26, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:41720", + "issue:42898", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43927", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45356", + "issue:45440", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46050", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46612", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46832", + "issue:46932", + "issue:47013" + ], + "soft_pairs": [ + "issue:43525|issue:46701", + "issue:43688|issue:45704", + "issue:43295|issue:45356", + "issue:45542|issue:46178", + "issue:43653|issue:44568", + "issue:43688|issue:45701", + "issue:46832|issue:46932", + "issue:43756|issue:46402", + "issue:43646|issue:43749", + "issue:43653|issue:43927", + "issue:44843|issue:44991", + "issue:44464|issue:44743", + "issue:44821|issue:46821", + "issue:42898|issue:46491", + "issue:44479|issue:44625", + "issue:33666|issue:36010", + "issue:43761|issue:47013", + "issue:43452|issue:43577", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:43688|issue:45440", + "issue:44484|issue:44704", + "issue:41720|issue:44464", + "issue:44977|issue:46693", + "issue:44464|issue:44977", + "issue:43504|issue:43550", + "issue:44734|issue:46612", + "issue:43278|issue:43688" + ], + "prepared_review_unit_hash": "462563e68ca53653e91ab189ada3dbd0b9c94991bbd95c39499e9da75d279a1f", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36310, + "estimated_input_tokens": 9078, + "estimated_eval_tokens": 18412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated Transformers bug reports and regressions spanning tokenization, loading, generation, distributed training, and dtype/device behavior. None of the soft edges appear to be true duplicates or mergeable PR-equivalent fixes.", + "confidence": 0.99, + "canonical_issue_reason": "No single canonical issue fits: the items are too heterogeneous to represent one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the broadest representative of the set because it describes a general v5 initialization regression, but it is still not a duplicate target for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Different failures: pad_token_id access vs a DiffusionGemma pipeline crash." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Unrelated bugs: MoE auxiliary-loss normalization vs T5/apex RMSNorm memory leak." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regression reports, but they concern different tokenizer behaviors and code paths." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Different backend errors: missing tf backend wiring vs unsupported tensorflow_text backend mapping." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizers/special tokens, but the concrete bugs and affected models differ." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Shared theme of tokenization/version sensitivity only; the underlying bugs are different." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR feature-level mismatch vs Gemma4 quantized embedder dtype casting are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Different model-loading problems: RoPE layer dropping vs Sam3 text encoder weights not loading." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "General custom init regression vs FSDP CPU RAM-efficient loading; not the same code-path bug." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Different tokenizer/config persistence issues affecting different models." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline hub lookup regression vs tokenizer loading failure for a specific model; not the same defect." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both touch generation/cache behavior, but one is chunked generation with compiled forward and the other is recurrent-state resetting." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading and TimesFM window_size are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "General cleanup-tokenization behavior change vs a CodeLlama encode/decode leading-space regression." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression for Qwen VL models vs num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training vs an import error for GenerationMixin; no shared underlying bug." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "Different state-output bugs in different model families and execution modes." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file/from_pretrained loading failure vs Blip2 dtype mismatch; unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Both concern distributed training, but the TypeError and the Qwen2-VL multi-GPU issue are different." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Serialization inconsistency for tied weights vs quantized save/load breakage; different mechanisms." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Different model implementations and different bugs." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard sizing question vs AutoProcessor kwargs forwarding bug; not duplicates." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "cudaErrorAssert on auto device mapping vs compiled-forward chunked generation inconsistency." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Flash-attention correctness regression in Qwen3.5 vs a performance regression with FA2 long-context generation." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both mention generation, but the model, failure mode, and code path differ." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy-field loading bug vs torch.compile/SDPA failure; no common underlying bug." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Different cache/generation bugs in different subsystems and models." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "dtype mismatch between training/eval vs auxiliary-loss normalization; 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": 27, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:42796", + "issue:43278", + "issue:43295", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43720", + "issue:43782", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44466", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45491", + "issue:45584", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46693", + "issue:46846", + "issue:47254" + ], + "soft_pairs": [ + "issue:33666|issue:36331", + "issue:43504|issue:43720", + "issue:45405|issue:47254", + "issue:43720|issue:43927", + "issue:43782|issue:46693", + "issue:43606|issue:43927", + "issue:43611|issue:46846", + "issue:43577|issue:44554", + "issue:43504|issue:44610", + "issue:43525|issue:43572", + "issue:45491|issue:46002", + "issue:43720|issue:44361", + "issue:44964|issue:45405", + "issue:43643|issue:44561", + "issue:44625|issue:45584", + "issue:44514|issue:45290", + "issue:43493|issue:43825", + "issue:28218|issue:33357", + "issue:44977|issue:46209", + "issue:44554|issue:46365", + "issue:45823|issue:46050", + "issue:43994|issue:46192", + "issue:39692|issue:43295", + "issue:42796|issue:44977", + "issue:43278|issue:43844", + "issue:43493|issue:43844", + "issue:43278|issue:43701", + "issue:43646|issue:44466", + "issue:44568|issue:46489" + ], + "prepared_review_unit_hash": "4b3422f8095ac86b210d08141ffb11803bc32a631a3bda1c1451059e35a5df35", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36539, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is too heterogeneous to treat as a duplicate set. The soft pairs are mostly superficial matches around tokenizers, configs, loading, or training, but they describe different models, different failure modes, and different code paths.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Different problems: Qwen2-VL multi-GPU training setup vs a CustomTrainer API mismatch in compute_loss." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Unrelated model-loading bugs: BEiT legacy field handling vs BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:45405", + "right": "issue:47254", + "accept": false, + "reason": "One is a PEFT version bump; the other is a checkpointing failure with PEFT + DeepSpeed. Different changes and symptoms." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading bug is unrelated to DiaConfig custom token ID loss and generation IndexError." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL from_pretrained weight_only error is not the same as an FA2 long-context performance regression." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig save/load token ID corruption." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "base_model_prefix loading regression is unrelated to missing linear_attn TP plan entries in Qwen3.5." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation bug is unrelated to an MPS attention correctness issue." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different model families and failures: BEiT pretrained loading vs OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both involve config fields, but different models and different missing attributes; not the same bug." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is Gemma3 mixed-length attention embeddings and the other is classification-head NaNs after checkout/init." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet weight-unpacking failure is unrelated to MLukeTokenizer AttributeError on tasks." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal loading failure is unrelated to a PEFT minimum-version bump." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both touch trust_remote_code, but one is missing returned fields and the other is a missing helper breaking remote-code imports." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation is unrelated to Whisper empty-transcription failures after align_special_tokens." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but they fail on different inputs and different branches; not clearly one fix." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 model parity issue is unrelated to a pipeline error-message regression for translation tasks." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing behavior and a MacOS bus error in CLIP are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness issue is unrelated to importing Trainer and datasets dependency conflicts." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-map mismatch is unrelated to sinq quantized save/load breakage." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 wrong outputs are unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Both mention processors/models, but one is a bad documentation example and the other is a v4.57.5 regression in custom processor/tokenizer access." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are different bugs." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift and a DeepSpeed gradient regression are different failure modes with different code paths." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch is unrelated to gradient growth under ZeRO-3." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype issue is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to device-dependent lm_head.weight serialization." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Different tokenizer regressions affecting different models; DeepSeek-Coder's v5 gap is not the same as mdeberta-v3 BOS/EOS failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 28, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:29159", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:43334", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43937", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44464", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44843", + "issue:44849", + "issue:44869", + "issue:44964", + "issue:45072", + "issue:45245", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45812", + "issue:46050", + "issue:46209", + "issue:46285", + "issue:46399", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46832", + "issue:46846", + "issue:47145" + ], + "soft_pairs": [ + "issue:46209|issue:46710", + "issue:43927|issue:44361", + "issue:43575|issue:45405", + "issue:33357|issue:33666", + "issue:44568|issue:45812", + "issue:44849|issue:46209", + "issue:44488|issue:44843", + "issue:43572|issue:44291", + "issue:43334|issue:45759", + "issue:43504|issue:43606", + "issue:43824|issue:44589", + "issue:44849|issue:45357", + "issue:46821|issue:46832", + "issue:44589|issue:45520", + "issue:45245|issue:46710", + "issue:43334|issue:43572", + "issue:44493|issue:46285", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:45072|issue:46832", + "issue:44849|issue:47145", + "issue:43844|issue:44964", + "issue:46399|issue:46846", + "issue:44464|issue:45584", + "issue:43994|issue:44493", + "issue:43873|issue:46050", + "issue:29159|issue:32090", + "issue:43937|issue:46701", + "issue:44869|issue:46752" + ], + "prepared_review_unit_hash": "68e44a9a2b0c5d35e308ad729f7b99047eaf80ddb0cadd18f37df0bc7294fdf6", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36060, + "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 heterogeneous: it mixes unrelated tokenizer, multimodal, quantization, loading, and training issues. None of the soft pairs look like the same underlying bug, so all candidate duplicate links should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out because the items span many unrelated subsystems and failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for the cluster; it is not a coherent duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "Both are model/runtime regressions, but one is FP8/B200 inference and the other is accuracy drift after upgrade; different bugs." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Both involve config/tokenizer attribute problems, but they affect different models and code paths." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "OOM in tensor-parallel model loading is unrelated to an unreleased PEFT version bump." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Different model families and scenarios: MacOS bus error on CLIP vs Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is add_special_tokens behavior for mdeberta and the other is wrong token IDs for Granite." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states behavior is unrelated to FP8 inference on B200." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model load failure for a specific tokenizer is not the same as unconditional model_info() calls breaking offline mode." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is a different issue from init_empty_weights rejecting _is_hf_initialized." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both concern Qwen multimodal configs, but one is a missing pad_token_id and the other is AutoModelForCausalLM text_config unwrapping." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field load failure in BEiT is unrelated to a device-mismatch bug in bark-small CPU offload." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing Qwen2.5-VL and missing Float8 storage are unrelated failures." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 problems: hidden_states output vs incorrect save_pretrained visual encoder keys." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window_size attribute error and RT-DETR feature-level mismatch are different model implementations." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup error is unrelated to flash_attn import handling on Python 3.13." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-count limit error is unrelated to the DeepSeek accuracy regression." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Different Qwen multimodal vs StableLm config regressions with different missing fields." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys across many models is not the same as the CLIP text-model structure change." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A real CPU-offload device mismatch is not the same as a stale CI test failure." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "bfloat16 dtype mismatches in two models are not the same as RT-DETR's feature-level mismatch." + }, + { + "left": "issue:44849", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3.5 hidden_states behavior and FP8 weight_scale loading corruption are unrelated." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "DeepSpeed ZeRO-3 gradient growth is unrelated to loading a specific multimodal model." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Both are Qwen3.5 tensor-parallel/kernel issues, but one is kernel registration and the other is missing TP-plan entries causing OOM/shape errors." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward and Whisper empty-transcription failure are different code paths." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Siglip2 nonsensical outputs are not the same as unexpected position-id keys." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading behavior and sinq save/load breakage are related broadly but not the same bug." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer fast/slow inconsistency is unrelated to Trainer GPU broadcast NoneType errors." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 is not the same as DiffusionGemma pipeline output handling." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper decode crash on trailing replacement characters is different from apply_chat_template failing on an empty list." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 29, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29942", + "issue:30333", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:42947", + "issue:43065", + "issue:43295", + "issue:43381", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44423", + 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All soft edges are false positives.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items are heterogeneous and do not describe the same underlying bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue: none of these issues is a valid representative for a duplicate cluster because the set is broadly unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Different bugs: missing `mm_token_type_ids` default for text-only fine-tuning vs multi-GPU inference CUDA OOM." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both concern Gemma4, but one is CUDA OOM and the other is a `device_map=\"auto\"` device mismatch; not the same fix." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer adds a space after an added token; the other is TrainerState `num_input_tokens_seen` not updating." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective with PEFT LoRA and the other forbids use in eval mode." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "`Can't compile non template nodes` is unrelated to the Python 3.13 `flash_attn` import KeyError." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning and GPT-oss-20b CUDA OOM are unrelated issues." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sinkless crash on `s_aux=None` is unrelated to quantized save/load breakage." + }, + { + "left": "issue:47013", + "right": "issue:47254", + "accept": false, + "reason": "xLSTM return-state unpacking crash and PEFT+ZeRO-3 checkpoint errors are different code paths." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Failing Flash Attention 2 tests and MLFlow job-reporting problems are unrelated." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript `GeneratorExp` export failure is unrelated to SigLIP2 zero-probability outputs." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF/JAX discrepancy and `resume_from_checkpoint` key mismatch are different bugs." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness issue and a wrong PyTorch version check in flex attention are separate problems." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert and DeepSeek accuracy regression are not the same underlying defect." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Dummy `nn.Conv2d` in `Sam3PixelDecoder` and memory overflow in sam3-litetext are different symptoms and fixes." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and DiffusionGemma pipeline failure are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both hit `transformers serve`, but one is multimodal batching `AttributeError` and the other is KV-cache continuation tensor indexing." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Missing `_flash_supports_window_size` import and meta-device model-loading breakage are distinct issues." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor tokenizer regression and batched video-shape bug are different multimodal failures." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatch in inference and Wav2Vec2 save/tokenization failures are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing `_tokenizer` in serve and rope-parameter type conversion errors are separate bugs." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash and Qwen multimodal config unwrapping are unrelated code paths." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor `_tokenizer` regression and quantization offloading issues are not the same problem." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing error and Gemma4 text-only `mm_token_type_ids` default issue are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "StableLmConfig `pad_token_idx` regression and TimesFM `window_size` AttributeError affect different models and paths." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 batched padding/NER crash and `return_tensors` being ignored are different tokenizer bugs." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Bamba torch.compile SDPA failure and ZeRO-3 gradient explosion are unrelated training/runtime issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 30, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + 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I found no strong duplicate PR candidates, and all soft edges should be rejected.", + "confidence": 0.34, + "canonical_issue_reason": "issue:46894 is the most central/open report in the set, with the highest inbound references and a concrete, well-scoped bug description.", + "canonical_pr_reason": null, + "best_issue_reason": "Best anchor for deduping: it is widely referenced, clearly actionable, and specific enough to represent a concrete underlying issue rather than a broad theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Both are processor/model-input problems, but one is a tokenizer/processor API regression and the other is an image-size mismatch for OmDet-Turbo; different bugs." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Device-map forward mismatch and silent return_tensors ignoring are unrelated code paths and symptoms." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video shape bug and a TP OOM on loading Qwen2-57B are not the same underlying issue." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and a transformers version load failure for physical-intelligence/fast are distinct failures." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart generate() UnboundLocalError and Flash Attention 2 test failures do not point to the same code defect." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Import mapping failure for flash_attn on Python 3.13 is unrelated to tensorflow_text backend validation." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors affecting different modules/models; no shared concrete fix path is evident." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting and a forward device mismatch are separate bugs." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to SigLIP2 implementation discrepancy." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Custom processor.tokenizer regression and SigLIP2 HF-vs-JAX discrepancy are different problems." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Documentation/example errors and return_tensors being ignored are not the same underlying defect." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is zeroed assistant masks for multimodal inputs and the other is a crash on tool-call messages; too different to merge." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3MoE FP8 failure and a Qwen2.5-VL import error are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added token and post_init reinitializing output embeddings are distinct behaviors in different parts of the stack." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Wrong vision_position_ids for Qwen2.5-VL video input and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization inconsistency for lm_head.weight and LoRA merge collapse with extended vocab are tied-weights related, but not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Dtype change between train/eval and inefficient Qwen3 MoE training memory usage are different defects." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "CPU allocation in XLNet relative positional encoding and CohereASR double-shift loss bug are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI device override staleness are not the same issue." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default and batched video output shape are different modality-specific bugs." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Importing Qwen2.5-VL and incorrect DeepSeek-Coder detokenization are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading breakage and stale config.dtype after from_config are different lifecycle bugs." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id, but they concern different model configs and likely different fixes." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "AutoTokenizer load failure for FastSpeech2Conformer and Wav2Vec2 save/tokenization failure are separate tokenizer/model bugs." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained and CLIPTextModel structural inconsistency are not the same code-path problem." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and return_tensors being ignored are unrelated processor behaviors." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Text-only mm_token_type_ids defaults and Gemma4 quantized audio/vision dtype casting are separate issues." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Text-only mm_token_type_ids defaults and quantized vision/audio embedder casting are different bugs." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image generation test failure and paged generate warning staleness 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-10000-520", + "nodes": [ + "issue:28282", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43827", + "issue:43901", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44466", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44855", + "issue:44857", + "issue:44898", + "issue:44995", + "issue:45083", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46424", + "issue:46512", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:43819|issue:44112", + "issue:44898|issue:45412", + "issue:43335|issue:43550", + "issue:45200|issue:45325", + "issue:41720|issue:46209", + "issue:44561|issue:46234", + "issue:43819|issue:45083", + "issue:43827|issue:43901", + "issue:44610|issue:44857", + "issue:43606|issue:45083", + "issue:44857|issue:45593", + "issue:43335|issue:43653", + "issue:44206|issue:45584", + "issue:37428|issue:43425", + "issue:43388|issue:43526", + "issue:45759|issue:46285", + "issue:46512|issue:46821", + "issue:29942|issue:32090", + "issue:28282|issue:33357", + "issue:46424|issue:46858", + "issue:38175|issue:45412", + "issue:44995|issue:46858", + "issue:43335|issue:43504", + "issue:43611|issue:44466", + "issue:44855|issue:45083", + "issue:43550|issue:44112", + "issue:45520|issue:46170", + "issue:43335|issue:45083", + "issue:43335|issue:44112", + "issue:37428|issue:44351", + "issue:44448|issue:44743", + "issue:43335|issue:45593" + ], + "prepared_review_unit_hash": "27214aa7f7fc540df5aa753f54a1f29550cf46d8589793e65ddd5e39351cfabd", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 37126, + "estimated_input_tokens": 9282, + "estimated_eval_tokens": 18820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issue reports with only superficial text overlap; all soft edges are false positives.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue: the set spans unrelated import/runtime regressions, model-specific bugs, docs issues, and cache/training problems.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44561 is the cleanest standalone regression here: a broad v5 compatibility break with clear impact and enough detail to triage, but it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Different bug classes: DAC latent/STE mismatch vs GraniteSpeech CI device-override failure." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution/interpolation failure vs RT-DETR memory leak; unrelated models and symptoms." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma mm_token_type_ids defaulting vs Qwen2.5-VL temporal rope indexing; different code paths." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert vs FP8/B200 inference failure; distinct hardware and failure mode." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Different import regressions: fx helper removal vs missing falcon_mamba availability helper." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent/STE mismatch vs qwen3_omni_moe feature-length helper behavior; unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues, but they cover different APIs and deprecations." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor input-size mismatch vs mixed-precision CUDA crash; unrelated failures." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU-offload device mismatch vs qwen3_omni_moe length helper; different subsystems." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Float16/CUDA crash vs missing auxiliary losses when denoising is off; unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Sparse-layer config bug vs BigBird tokenizer special-token registration; different components." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Feature-extractor center-arg crash vs Whisper empty-transcription generation bug." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Specific missing flash-attention symbol vs generic torch 2.10 incompatibility; not the same bug." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Different label-handling bugs in different code paths." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite multimodal config unwrap bug vs CLIP text-model structure inconsistency; unrelated." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "dtype/config state mismatch vs TimesFM window_size AttributeError; unrelated." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures vs Trainer GPU broadcast NoneType error; different issues." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch-missing import error vs MacOS bus error for community CLIP; unrelated." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Quantized-cache max-length bug vs static-cache seq_length tensor arithmetic bug; different cache paths." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Siglip2 zero-probabilities issue vs RT-DETR memory leak; unrelated." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Stale indexer cache on second forward vs device-tensor seq_length arithmetic in static cache; distinct cache bugs." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Sparse-layer config bug vs Beit pretrained preset legacy-field load failure; unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "Model-loading regression from base_model_prefix removal vs lm_head serialization inconsistency; different problems." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 torch.jit import parsing issue vs qwen3_omni_moe helper behavior; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure vs GraniteSpeech stale device override test; unrelated." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "flash_attn import key error on Python 3.13 vs Windows ROCm torch.distributed import/type issue; distinct runtime causes." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Sparse-layer config bug vs qwen3_omni_moe feature-length helper; unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Sparse-layer config bug vs GraniteSpeech stale device override test; unrelated." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import failures, but one is a flash-attention utility symbol regression and the other is a missing top-level API export." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Output mismatch between versions vs recurrent-state reset/cache bug; different model logic." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer config bug vs D-FINE auxiliary-loss omission; 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": 32, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:26413", + "issue:27957", + "issue:28218", + "issue:29127", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44617", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46234", + "issue:46326", + "issue:46431", + "issue:46566", + "issue:46697", + "issue:47000" + ], + "soft_pairs": [ + "issue:43278|issue:43825", + "issue:45290|issue:46326", + "issue:34689|issue:35141", + "issue:42490|issue:43854", + "issue:44514|issue:44521", + "issue:29127|issue:32090", + "issue:45588|issue:45859", + "issue:39692|issue:43526", + "issue:43606|issue:44857", + "issue:43819|issue:44493", + "issue:46431|issue:46566", + "issue:28218|issue:32090", + "issue:45310|issue:45478", + "issue:43720|issue:44112", + "issue:39692|issue:44493", + "issue:43701|issue:45083", + "issue:44448|issue:44779", + "issue:26413|issue:31501", + "issue:44206|issue:45823", + "issue:45127|issue:45245", + "issue:44617|issue:46697", + "issue:45459|issue:46234", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:43550|issue:45083", + "issue:45593|issue:47000", + "issue:44857|issue:45072", + "issue:27957|issue:34689" + ], + "prepared_review_unit_hash": "41b1a36b06818989c73d73918605e33a064bb263b072cf62b7c1693271bc6d7a", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36093, + "estimated_input_tokens": 9024, + "estimated_eval_tokens": 18304 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated issue reports; only one soft edge is a clear duplicate. No pull requests are present.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45310 is the earliest and clearest report of the Qwen3.5-Moe from_pretrained regression, and issue:45478 has the same title and appears to be a later duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative issue because it is the original report of the exact duplicate pair and captures the bug succinctly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Different problems: embedding dtype drift during eval vs a pipeline error message about translation support." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both touch chat templating, but one crashes on tool-call assistant messages while the other is about continue_final_message behavior in mistral_common tokenizers." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Separate code paths: model loading failure for Llama 3.2 Vision vs embedding reinitialization after resize when weights are untied." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Unrelated: local path import warning with trailing slash vs a unit-test loading failure for GLM-4.7-Flash." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same subsystem, different bug: batched chat_template crash with padding=False vs incorrect all-zero assistant masks for multimodal inputs." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different layers entirely: LayoutLMv3 box error messaging vs Trainer _gpu_broadcast_one NoneType failure." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both are model/runtime edge cases, but one is a flash-attention aux-state crash and the other is a CPU-offload rotary embedding issue." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation example errors for SigLIP2 are not the same bug as BeitImageProcessorFast reduce_labels returning only one label." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Different failure modes: CPU offload device mismatch vs float16 AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC from_latents/forward mismatch is unrelated to unexpected position-id keys across many models." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Chat-template missing on a processor is unrelated to DiffusionGemma weights remaining on meta with device_map=auto." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing bug is unrelated to the Trainer NoneType broadcast error." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Identical Qwen3.5-Moe from_pretrained regression reports; same bug and later report duplicates the earlier one." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Accelerate loading of packed BitNet weights is unrelated to a stale GraniteSpeech CI device-override test." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Doc/example failures for SigLIP2 are not the same as position-id key warnings across many models." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Resume-from-checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but one is Pegasus output divergence and the other is Deepseek tokenizer correctness." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Resume-from-checkpoint epoch_iterator failure is unrelated to FineWeb SLM training not starting." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor is unrelated to Gemma4 PLE device placement during forward." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with extended vocab is unrelated to a category-count limit error." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Swin2SR image padding behavior." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer error masking due to missing protobuf is unrelated to a missing import_utils availability helper." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType and MacOS CLIP bus error are different runtime issues." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to Qwen2-57B-A14B-Instruct tensor-parallel OOM." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe output-length helper behavior." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "D-FINE auxiliary-loss handling is unrelated to RTDetrLoss cost-matrix infeasibility." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype/AMP, but they affect different models and different failure sites." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Llama 3.2 Vision model-loading breakage." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only accepted soft edge is the clearly duplicated Qwen3.5-Moe from_pretrained report pair (identical title, later timestamp on 45478), and the remaining soft-edge rejections are conservative and consistent with the issue titles. The note that there are no PRs is also supported by the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 33, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44360", + "issue:44448", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44561", + "issue:44855", + "issue:44871", + "issue:44977", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45440", + "issue:45698", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46421", + "issue:46424", + "issue:46655", + "issue:46858" + ], + "soft_pairs": [ + "issue:38175|issue:44493", + "issue:44464|issue:46424", + "issue:29942|issue:35141", + "issue:29870|issue:32090", + "issue:10000|issue:15354", + "issue:43278|issue:43329", + "issue:45290|issue:45381", + "issue:29870|issue:33290", + "issue:43257|issue:43299", + "issue:44448|issue:44977", + "issue:37428|issue:42175", + "issue:44360|issue:44561", + "issue:43278|issue:43381", + "issue:44855|issue:46399", + "issue:32090|issue:33290", + "issue:45290|issue:46655", + "issue:43927|issue:45698", + "issue:45920|issue:46192", + "issue:40444|issue:43526", + "issue:44977|issue:45229", + "issue:42490|issue:43873", + "issue:43873|issue:45229", + "issue:43381|issue:43701", + "issue:25251|issue:32090", + "issue:46421|issue:46858", + "issue:44448|issue:44466", + "issue:44871|issue:44977", + "issue:43976|issue:45440", + "issue:29127|issue:34567", + "issue:33357|issue:39692" + ], + "prepared_review_unit_hash": "025b34f8e9ce839d3b90b9bde40ff5d1f234c5c8f3b7094605002e011c30f18d", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37000, + "estimated_input_tokens": 9250, + "estimated_eval_tokens": 18756 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated standalone issues. None of the soft-edge pairs look like the same underlying bug or change, so no duplicate merges are justified.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a credible canonical duplicate target here; the set spans many distinct bugs across different subsystems.", + "canonical_pr_reason": "No pull requests are present in this item set.", + "best_issue_reason": "No issue stands out as globally suitable for canonicalization because there is no coherent duplicate cluster.", + "best_pr_reason": "No pull requests are present in this item set.", + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Both mention model-output anomalies, but one is about zero probabilities in SigLIP2 and the other about unexpected position-id keys; different symptoms and code paths." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Both involve cache/generation behavior, but one is inconsistent chunked generation with compiled forward and the other is cache length handling for quantized cache; not the same bug." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash-Attention test failures and embedding reinitialization after resize are unrelated issues in different parts of the stack." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART generate() hits an unbound decoder mask variable, while the Trainer issue is a NoneType broadcast error; different failure points." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel raising an issue and GeneratorExp unsupported by torch.jit.script are unrelated model/export problems." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in evaluation is unrelated to undefined variables in the multimodal token counting video branch." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template crashes on tool-call assistant messages and Qwen2.5-VL video vision_position_ids are different multimodal bugs." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "A generate() mask initialization bug is not the same as Adafactor OOM under DeepSpeed." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both concern Qwen3 MOE loading, but one is accelerate+deepspeed weight conversion and the other is a v5 loading regression; not the same concrete defect." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output drift and Qwen3.5 flash-attention generation failure are unrelated model-specific regressions." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "A missing flash-attention import symbol and TensorFlow being absent from a torch-only install are completely different packaging/runtime issues." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A DSA indexer ReLU complaint and removal of is_torch_fx_available breaking trust_remote_code are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval-mode dtype change and gradient-checkpointing restrictions in eval mode are different behaviors with different causes." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 torch.jit parsing/indentation failure is not the same as a missing decorator on Qwen3.5 rotary-pos-emb registration." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer NoneType broadcast failure and DeepSpeed Adafactor OOM are unrelated training failures." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Assistant tool-call chat template crash and SmolVLM video padding miscalculation affect different code paths." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "One is custom token IDs lost across save/load; the other is the wrong custom module being loaded after save_pretrained; both are serialization bugs but not the same one." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Wrong token IDs across several models and return_tensors being ignored when text_kwargs is explicit are distinct tokenizer regressions." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Multi-image IterableDataset finetuning failure and BeitImageProcessorFast reduce_labels truncation are unrelated preprocessing issues." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU CUDA OOM are different model/runtime problems." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path import warning with a trailing slash and offloading not working with quantization are not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior and multi-GPU inference OOM are separate capacity/configuration issues." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are unrelated training-state issues." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior and Trainer broadcast errors are unrelated." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/compile paths, but one is spurious recompilation from lazy cache init and the other is device-tensor seq-length arithmetic breaking static cache; not the same defect." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different output for Pegasus across versions and lm_head.weight serialization depending on device are separate regression classes." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma-3 EOS token config mismatch and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "A Python-version compatibility break and a DeepSeekV3MoE implementation divergence are different problems." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token counter not updating are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "A MacOS bus error on a community CLIP model and SigLIP2 documentation example errors do not describe 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": 34, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44442", + "issue:44479", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46693", + "issue:47217" + ], + "soft_pairs": [ + "issue:43278|issue:43575", + "issue:44561|issue:44779", + "issue:44361|issue:45198", + "issue:44568|issue:45491", + "issue:44186|issue:45198", + "issue:41720|issue:45229", + "issue:45588|issue:45823", + "issue:44977|issue:45563", + "issue:45198|issue:45803", + "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:43065|issue:43994", + "issue:45491|issue:46693", + "issue:43065|issue:45412", + "issue:29127|issue:35141", + "issue:45372|issue:45588", + "issue:45245|issue:45563", + "issue:43412|issue:45588", + "issue:45440|issue:45593", + "issue:43526|issue:47217" + ], + "prepared_review_unit_hash": "ce52625d34cf21d5e80369d89b9674311a8e19fe7691fa9380381a2be6d248a6", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36720, + "estimated_input_tokens": 9180, + "estimated_eval_tokens": 18616 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a set of loosely related Transformers issues with only superficial topic overlap. None of the soft pairs look like the same underlying bug or change, so all should stay separate. There are no PRs in the set.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Different failures: dtype drift during evaluation vs tensor-parallel OOM on a large Qwen model." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Unrelated code paths: removed helper breaking trust_remote_code vs DeepSeek tokenizer output regression." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Both are tokenizer-related, but they affect different models and different failure modes." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token behavior is unrelated to Gemma3 NaN embeddings in sliding-window attention." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizers and bugs: LayoutLMv2 NER padding/crash vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both are inference/GPU issues, but one is cudaErrorAssert from device mapping and the other is OOM." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs: flash-attention integration crash vs Gemma4 device placement mismatch." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Generation-related only at a very broad level; one is incorrect generation, the other is a stale warning." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Both touch preprocessing, but a save/tokenization failure is not the same as a bare-except bug." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "No shared code path; model-loading base_model_prefix breakage is unrelated to rope-parameter conversion." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "Bart generate() unbound variable and Llama 3.2 vision loading are unrelated regressions." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "FlashAttention test failures do not match void-segmentation-map processing failure." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to recurrent-state reset in modular_qwen3_5." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Different regressions in different components: image feature extractor arg handling vs video input routing." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Both are model-implementation discrepancies, but for different models and different mechanisms." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Mask-token decode bug is unrelated to AutoTokenizer failing to load a speech tokenizer." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Quantization is the broad theme, but one is FP8 config failure and the other is quantized saving failure." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Large-model OOM and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export with torch_compilable_check is a different subsystem than Wav2Vec2 tokenization/save failures." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error messaging and a MacOS CLIP bus error are clearly different issues." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning has no relation to gradient checkpointing in eval mode." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy conv and SigLIP2 nonsensical outputs are different model problems." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Both involve attention/generation performance, but one is NaNs and the other is a speed regression." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "One is a dummy layer in Sam3PixelDecoder; the other is a memory-lifecycle leak in RT-DETR." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Clarity of an error message is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import error and flash-attention s_aux=None crash are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count limit error has nothing to do with a stale warning in paged generate()." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export support issues are unrelated to flash-attention runtime crashing on missing s_aux." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Different model families and different bugs: DeepSeek implementation divergence vs missing auxiliary losses." + }, + { + "left": "issue:43526", + "right": "issue:47217", + "accept": false, + "reason": "Image-label reduction bug is unrelated to VL placeholder handling in user text." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 35, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42915", + "issue:43066", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45381", + "issue:45406", + "issue:45412", + "issue:45459", + "issue:45491", + "issue:45588", + "issue:45712", + "issue:45834", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693", + "issue:46701", + "issue:46821" + ], + "soft_pairs": [ + "issue:45459|issue:45712", + "issue:45406|issue:46701", + "issue:43575|issue:44387", + "issue:43066|issue:44462", + "issue:43421|issue:45491", + "issue:43994|issue:45412", + "issue:45372|issue:45406", + "issue:45412|issue:46369", + "issue:44442|issue:45072", + "issue:45372|issue:45459", + "issue:27957|issue:33290", + "issue:27957|issue:29127", + "issue:43526|issue:45834", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:43824|issue:44279", + "issue:43526|issue:46693", + "issue:44857|issue:45588", + "issue:45250|issue:46640", + "issue:43994|issue:46369", + "issue:43334|issue:43531", + "issue:42915|issue:43931", + "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:44743|issue:44811" + ], + "prepared_review_unit_hash": "e3f3309258e4c137d954bc8b7d070a4230845aa97e19d2758af9c5bb83ce3239", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35677, + "estimated_input_tokens": 8920, + "estimated_eval_tokens": 18096 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the issues span unrelated model families, tokenizer/processor bugs, memory/OOM reports, and FlashAttention/quantization regressions. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them.", + "confidence": 0.96, + "canonical_issue_reason": "issue:46693 is the strongest representative to anchor on if one must be chosen: it is a concrete, high-activity FlashAttention 2 regression with clear user impact and a specific repro/regression window.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46693 has the best mix of specificity, impact, and discussion signal; it reads like a well-scoped regression rather than a vague or model-specific one-off.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking with missing protobuf and leftover dummy classes are different problems in different code paths." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4 processor attribute failure and DiffusionGemma pipeline failure are distinct bugs, not one shared underlying fix." + }, + { + "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 reservation regression." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong decoder type in v5 and ignoring tokenizer.json are separate tokenizer-loading issues." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processing and Gemma3 NaNs under sliding-window attention are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Siglip2 bad outputs and RT-DETR memory not being released are different failure modes in different subsystems." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 import dependency failure and Gemma4Processor missing _tokenizer are separate loading bugs." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "A garbage-collection leak in RT-DETR is unrelated to a SAM3-litetext memory overflow." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2 tokenizer loading and bfloat16 dtype mismatches are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "One is a Gemma4 dependency import breakage; the other is tokenizer exception masking when protobuf is absent." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "FlashAttention2 support for XLMRoberta and a DeepSpeed Adafactor OOM are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "FA2 support for XLMRoberta and a LayoutLMv3 error-message clarity issue do not describe the same bug." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 long-OCR index errors are different image-processing bugs." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "DeepSpeed Adafactor OOM and Llama 3.2 Vision model loading failure are separate load/memory issues." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer OOM and embedding reinitialization during post_init are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "A specific Qwen2.5-VL import error is not the same as a generic dependency issue title with no matching concrete failure." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Label-array reduction and a FlashAttention 2 performance regression are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDETR AMP crash and a flash_attention.py s_aux=None AttributeError are different code paths and symptoms." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "A broad Flash Attention 2 topic and a specific Flash Attention 2 issue title are too vague to treat as the same concrete bug." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Siglip2 nonsense outputs and SAM3-litetext memory overflow are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id loading failure and Qwen3-MoE sliding-window behavior are distinct model bugs." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe and Qwen3-VL weight-shape mismatch are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading behavior are different issues." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Flash attention sink-less crash and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "A rope-validation TypeError from a JSON list and a missing decorator during rotary-pos-emb registration are different root causes." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Batched chat template padding crash and incorrect video vision_position_ids in Qwen2.5-VL are separate processor bugs." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "General custom-model init breakage in Transformers 5.0 and a patchtsmixer post_init rule change are not the same concrete failure." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation problems and a categories-limit runtime error are unrelated." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3_5 recurrent-state reset with cache and Whisper batch_decode skipping special tokens are different processor/model 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": 36, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:27957", + "issue:29870", + "issue:42175", + "issue:42490", + "issue:42617", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43643", + "issue:43701", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44190", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44743", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45216", + "issue:45325", + "issue:45440", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46506", + "issue:46697" + ], + "soft_pairs": [ + "issue:43761|issue:45859", + "issue:44442|issue:44898", + "issue:43262|issue:44206", + "issue:42490|issue:44743", + "issue:43720|issue:44442", + "issue:27957|issue:29870", + "issue:42175|issue:46234", + "issue:44077|issue:44479", + "issue:45003|issue:45440", + "issue:43493|issue:43827", + "issue:43316|issue:43525", + "issue:43873|issue:44871", + "issue:44062|issue:45907", + "issue:43643|issue:44913", + "issue:44855|issue:45137", + "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" + ], + "prepared_review_unit_hash": "a38e3330939bfb9a9ec0bb4af49d35418732f52bf7dc74c1464d5eb1fd450590", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35991, + "estimated_input_tokens": 8998, + "estimated_eval_tokens": 18252 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a heterogeneous mix of unrelated issue reports across models, loading, generation, preprocessing, and backend availability. None of the soft pairs look like the same underlying bug, so no duplicate merges are justified.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43749 has the strongest centrality in this mixed set (high discussion activity and inbound references) and is a concrete regression, so it is the best anchor even though the cluster is not a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "43749 is the most salient/high-signal issue here: broad impact, active discussion, and external references make it the best representative issue among otherwise unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Different models and different failures: CLIPVision hidden_states regression vs Qwen3.5 MoE rotary embedding/offload compatibility." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Both are model/component failures, but they affect unrelated code paths: tokenizer loading vs Perceiver image-size interpolation." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Both involve audio-related code, but one is a chat-template sampling-rate default and the other is a feature extractor argument crash." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Completely different subsystems: local-path import warning vs recurrent-state handling in Qwen3.5 with cache." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Unrelated loading bugs in different areas: BitNet accelerate loading vs FastSpeech2Conformer tokenizer auto-loading." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Different model families and error modes: XLM-R Flash Attention 2 support vs BART generate() decoder mask assignment bug." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Both are backend/import-availability issues, but they target different missing backends and different code paths." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "No shared underlying bug: one is a model post_init API restriction, the other is a video-input regression across Qwen VL variants." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Different bugs: unsafe sys.modules access in modeling_utils vs divergence in DeepseekV3MoE implementation." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "Different domains: SigLIP2 implementation mismatch vs outdated docs referencing pipeline()." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API mismatches, but for different models and different missing fields; not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantized offloading behavior and Gemma eos_token_id inconsistency are unrelated issues." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Token construction bug vs Hub API forwarding bug; no shared code-path or failure mode." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both concern config persistence, but one is missing fields with trust_remote_code and the other is rotary_pct not round-tripping." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Completely unrelated: Python 3.13 JIT parsing/indentation error vs DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Both touch vision/image preprocessing, but they are separate model-specific bugs with different scaling/padding logic." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Related only at a very high level (composite config handling), but the affected models and failure details differ." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "Both are loading-related, but one is FSDP CPU RAM-efficient loading and the other is a Qwen3-VL shape-mismatch load error." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Different problem classes: model loading regression vs backend mapping/import definition error." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Dataset loading in a training script is unrelated to an unrecognized model/config loading error." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both involve model loading/saving, but one is a shape mismatch on load and the other is a bad save_pretrained checkpoint regression." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to CPU-vs-CUDA inference/output divergence." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3D parallel script failure and Qwen2-57B-A14B OOM with tensor parallel are different issues." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer auto-loading and Fuyu tensor conversion exception handling are distinct code paths and bugs." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Different generation/training utilities: sync_gpus model_kwargs update bug vs gather_for_metrics dropping tuple labels." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Both are model-loading failures, but one is OOM from tensor parallelism and the other is a key error on a different model." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 37, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42907", + "issue:43295", + "issue:43316", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43540", + "issue:43572", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44079", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44464", + "issue:44496", + "issue:44514", + "issue:44521", + "issue:44534", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45381", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46421", + "issue:46821", + "issue:46829", + "issue:46894", + "issue:46932", + "issue:47217" + ], + "soft_pairs": [ + "issue: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:43295|issue:44871", + "issue:16998|issue:22355", + "issue:43295|issue:43825", + "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:43540|issue:44514", + "issue:45381|issue:47217", + "issue:43572|issue:46178" + ], + "prepared_review_unit_hash": "197491e7ff3d9f252a9e445934c5f1b50181157c22abd8d090cd0081ffd78d13", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35720, + "estimated_input_tokens": 8930, + "estimated_eval_tokens": 18116 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are largely unrelated issue reports; I did not find any soft pair that looks like the same underlying bug/change. The best representative issue is the open multimodal chat-template bug (#44521), but only as a canonical placeholder, not as a duplicate anchor.", + "confidence": 0.83, + "canonical_issue_reason": "#44521 is the clearest, most broadly referenced issue in the set and has the strongest duplicate-triage signal (open, multiple inbound refs, active discussion).", + "canonical_pr_reason": null, + "best_issue_reason": "#44521 is the best single representative issue if one must be chosen; it is well-scoped and has the strongest evidence of being a live, reusable bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Different bugs: CLIPVisionModel hidden_states regression vs ModelOutput key assignment when prior value was None." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "One is XLMRoberta/FlashAttention-2 support, the other is a Trainer broadcast TypeError with NoneType." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and resume_from_checkpoint key mismatch are unrelated failure modes." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Different code paths: CLIPVisionModel output regression vs torch.compile attention-kernel branching divergence." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output-shape bug is unrelated to AutoModel importing without PyTorch installed." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism output-field mixup and Gemma4 quantized dtype-casting are different model-specific bugs." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one is dequantized model saving and the other is wrong custom-module loading after save_pretrained." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression with images is unrelated to Gemma3 eos_token_id configuration mismatch." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question for DeBERTa-V3 is not the same as an onnx import error." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Different regressions: processor.tokenizer/image handling vs pipeline translation-task error messaging." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription failure are separate issues." + }, + { + "left": "issue:44521", + "right": "issue:47217", + "accept": false, + "reason": "Both are multimodal chat-template issues, but assistant_masks being all-zero and image-placeholder placement failures are distinct bugs." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils symbol and kernels version/revision import failure are different import-time problems." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is unrelated to Mistral image-preprocessor dtype mismatch." + }, + { + "left": "issue:43316", + "right": "issue:46821", + "accept": false, + "reason": "Config API mismatch and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Generic custom-model initialization breakage is not the same as GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init contract change and non-persistent-buffer junk are different v5 regressions." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward is not the same as lazy cache init causing recompilation." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file loading breakage and unrecognized-model/config.json errors are different from_pretrained failures." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token configuration mismatch is unrelated to sinq quantized save/load breakage." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare-except swallowing errors in FuyuBatchFeature is unrelated to importing Trainer when datasets is installed." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and janus test failure are different model/test issues." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "lm_head weight tying in Mistral3ForConditionalGeneration is not the same as Ministral-3 FlashAttention failure." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Load-balancing-loss omission and ASR training double-shift bug are different MoE/training issues." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Video-input processing failure in Qwen3OmniMoe is unrelated to batched apply_chat_template padding behavior." + }, + { + "left": "issue:45381", + "right": "issue:47217", + "accept": false, + "reason": "Wrong vision_position_ids for Qwen2.5-VL video input is not the same as image-placeholder-in-user-text failures." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Missing StableLmConfig pad_token_idx and missing backend mapping for tensorflow_text are unrelated config/import issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 38, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:29870", + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43352", + "issue:43388", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43827", + "issue:43994", + "issue:44190", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45405", + "issue:45406", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46170", + "issue:46202", + "issue:46234", + "issue:46369", + "issue:46424", + "issue:46640", + "issue:46693", + "issue:46832", + "issue:47217" + ], + "soft_pairs": [ + "issue:45632|issue:46424", + "issue:43065|issue:44617", + "issue:45542|issue:46234", + "issue:44610|issue:46369", + "issue:43504|issue:45698", + "issue:44792|issue:45600", + "issue:44792|issue:44977", + "issue:43352|issue:46640", + "issue:45803|issue:46170", + "issue:43650|issue:46202", + "issue:44479|issue:47217", + "issue:43525|issue:43531", + "issue:45127|issue:45200", + "issue:44534|issue:44913", + "issue:41950|issue:43475", + "issue:35141|issue:42490", + "issue:43673|issue:44743", + "issue:43388|issue:43688", + "issue:44190|issue:44964", + "issue:46693|issue:47217", + "issue:44855|issue:45588", + "issue:44792|issue:45405", + "issue:29870|issue:35141", + "issue:44869|issue:46832", + "issue:43827|issue:43994", + "issue:44734|issue:45406" + ], + "prepared_review_unit_hash": "9c435231e7825b542f2af2bfcfc7036788cb1ab0e2119053b46180f9d2ea690a", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35607, + "estimated_input_tokens": 8902, + "estimated_eval_tokens": 18060 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a heterogeneous mix of unrelated bug reports. None of the soft pairs look like the same underlying issue, so no duplicate clusters should be merged here.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits: the items span many unrelated subsystems and bug types, and the soft pairs do not point to one shared root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue is appropriate because this is not a coherent duplicate cluster; each report concerns a different failure mode or feature area.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Different cache bugs: local-model path collision vs max_cache_length behavior." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Different SAM3 problems: dummy Conv2d implementation vs video OOM." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Unrelated import/backend issues; one is TensorFlow backend detection, the other a missing import utility symbol." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Different model/input issues: processor image size mismatch vs memory overflow." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy-field load failure is unrelated to wrong custom-module loading after save/load." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus image-generation test failure and removed Sam3LiteText auto-mapping are different problems." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen/Janus behaviors; one is a test failure, the other a flash-attention generation bug." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Generic FA2 support issue vs a specific model-not-supported error; not the same root cause." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except swallowing interrupts is unrelated to Windows/ROCm torch.distributed import failures." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "The first is not a technical bug report, the second is a Gemma pipeline roundtrip issue." + }, + { + "left": "issue:44479", + "right": "issue:47217", + "accept": false, + "reason": "Different multimodal regressions: Qwen VL video input handling vs image-placeholder-in-user-text parsing." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Llama4 missing pad_token_id and Qwen3-MoE sliding_window are unrelated config bugs." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA/extended-vocab collapse differs from Gemma4 mm_token_type_ids defaulting." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk differs from GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor mismatch is unrelated to SAM3 vision encoder missing attribute." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinit bug is unrelated to slash-path import warning." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache, but they affect different code paths and model behaviors; not the same bug." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric label truncation and auxiliary-loss normalization are distinct training/eval issues." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Dataset loading failure and Phi-4 multimodal model loading failure are unrelated." + }, + { + "left": "issue:46693", + "right": "issue:47217", + "accept": false, + "reason": "Flash-Attention long-context regression is unrelated to image-placeholder parsing in VL models." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 torch.jit parsing issue is unrelated to flash_attention s_aux=None crash." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A failed janus image-generation test is unrelated to an unreleased PEFT version bump." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Bart generate() unbound local error and embedding reinitialization are different model bugs." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper timestamp decoding crash and RT-DETR feature-level TypeError are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs referencing removed pipeline APIs is not the same as SigLIP2 producing bad outputs with AutoModel/pipeline." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Serve KV-cache indexing crash and Gemma4Processor missing _tokenizer are different failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 39, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43854", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:45072", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46082", + "issue:46369", + "issue:46421", + "issue:46617", + "issue:46655", + "issue:46697", + "issue:46858", + "issue:46897", + "issue:46932", + "issue:47013" + ], + "soft_pairs": [ + "issue:45632|issue:46617", + "issue:45245|issue:46858", + "issue:43644|issue:44913", + "issue:45072|issue:46932", + "issue:43335|issue:44855", + "issue:46082|issue:46697", + "issue:25251|issue:27957", + "issue:43931|issue:44060", + "issue:44617|issue:45584", + "issue:44077|issue:44877", + "issue:44242|issue:46897", + "issue:43550|issue:44190", + "issue:45563|issue:45584", + "issue:45381|issue:46369", + "issue:41720|issue:45245", + "issue:44933|issue:45362", + "issue:43673|issue:46421", + "issue:43335|issue:44190", + "issue:43854|issue:44792", + "issue:43065|issue:44610", + "issue:44479|issue:44734", + "issue:45381|issue:46655", + "issue:45588|issue:47013", + "issue:43295|issue:45276", + "issue:44617|issue:46369", + "issue:39692|issue:44190", + "issue:45127|issue:45357", + "issue:44464|issue:45563" + ], + "prepared_review_unit_hash": "aa6359ff400c100ced7d78dbc29fa988fdc299f4443c0f82dbedb6e1a4416bd1", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35589, + "estimated_input_tokens": 8898, + "estimated_eval_tokens": 18052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a collection of largely unrelated issue reports; none of the soft pairs look like true duplicates of the same bug. I would anchor the cluster on the broad core-regression report about non-persistent buffers being filled with junk.", + "confidence": 0.93, + "canonical_issue_reason": "issue #43644 is the broadest, most cross-cutting regression here and is a better cluster anchor than the many narrow model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "#43644 is the most generally applicable infrastructure-level bug in the set, so it is the best single issue to represent the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both concern trust_remote_code caching, but one is a leaf-directory collision and the other is a cache FileNotFoundError; different failure modes." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Unrelated bugs: a category-count runtime error vs. a static-cache/tensor-slice issue under torch.compile." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Core buffer initialization regression vs. GPTNeoXConfig round-trip losing rotary_pct; different code paths." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both are dtype-related, but they affect different models and mechanisms; not the same concrete bug." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer config validation bug vs. Python 3.13 torch.jit parsing/IndentationError; unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "LlamaConfig head_dim validation and Swin2SR padding are unrelated issues." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting bug vs. XLMRoberta Flash Attention 2; no shared underlying defect." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Both involve Qwen3 weights, but one is a model shape-load failure and the other is a tied-weights warning bug." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video and Whisper empty-transcription failure are distinct problems." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both touch config loading, but they are model-specific validation/compatibility issues with different causes." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Both are loss-related, but one is router/load-balancing loss gating and the other is a training-loss double-shift bug." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba vs. local dataset loading in an example script; unrelated." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Stale generate warning vs. Whisper empty-transcription crash; different generation paths and symptoms." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Different SAM/vision preprocessing issues: Qwen2.5-VL video position IDs vs. Sam3-litetext memory overflow." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 device-mapping cuda assert is unrelated to the category-limit runtime error." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils vs. Qwen3.5 chat crash; no shared bug." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention cache and chunked prefill, but one is a missing cache regression and the other is recompilation due to lazy cache init." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Config bug in SwitchTransformers vs. dataset loading script failure; unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading failure and Janus image-generation test failure are separate issues." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs. OmDet-Turbo processor size mismatch; different bugs." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Qwen VL video-input regression vs. serve KV-cache indexing crash; not the same underlying problem." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video preprocessing, but they target different models and different mistakes (vision_position_ids vs. padding calculation)." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Flash-attention sink handling and xLSTM return-value unpacking are unrelated runtime errors." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression vs. gemma4 embedding resize not propagating; different code paths." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related in Sam3 variants, but one is video-model OOM and the other is litetext memory overflow; not enough to treat as the same bug." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 documentation example errors are unrelated to the local-dataset example issue." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA/extended-vocab collapse and Qwen3.5 save_pretrained visual-key regression are different failures." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward generation inconsistency is distinct from a stale warning about num_return_sequences." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 40, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42796", + "issue:43404", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:44112", + "issue:44246", + "issue:44279", + "issue:44295", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46234", + "issue:46489", + "issue:46506", + "issue:46697", + "issue:46752", + "issue:46858", + "issue:47217" + ], + "soft_pairs": [ + "issue:44779|issue:46489", + "issue:45276|issue:45584", + "issue:43540|issue:44734", + "issue:45290|issue:46752", + "issue:25251|issue:29870", + "issue:44112|issue:45600", + "issue:44462|issue:45907", + "issue:43643|issue:44496", + "issue:44521|issue:45381", + "issue:44938|issue:45542", + "issue:43854|issue:44964", + "issue:44246|issue:45003", + "issue:27957|issue:35141", + "issue:43526|issue:46697", + "issue:43673|issue:46858", + "issue:44964|issue:45600", + "issue:44737|issue:45803", + "issue:44112|issue:44964", + "issue:42175|issue:44279", + "issue:44496|issue:47217", + "issue:32090|issue:35141", + "issue:45632|issue:46234", + "issue:42796|issue:44521", + "issue:36246|issue:41628", + "issue:36246|issue:38617", + "issue:43404|issue:45216", + "issue:43531|issue:45600", + "issue:44295|issue:46506" + ], + "prepared_review_unit_hash": "416d0bae54258e6f9bd481a1377e8c3c9358a6a62dbf4b598d3e24a224b838e0", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35797, + "estimated_input_tokens": 8950, + "estimated_eval_tokens": 18156 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: the proposed soft pairs span unrelated bugs in tokenization, chat templates, model loading, generation/cache, packaging, and CI. None look like the same underlying change or defect.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: there is no single underlying bug that plausibly explains most of these items, so deduping them together would be unsafe.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: the set has no clear hub or shared fix target; even the most generic-looking reports are about different code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Both concern DeepSeek tokenizers, but they target different model families/regressions and 46489 is tied to a specific PR gap; not enough evidence of the same bug." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Different subsystems and symptoms: Gemma4 embedding resizing vs Whisper generation on empty transcription." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "One is a Qwen3OmniMoe video-input validation error, the other a KV-cache indexing crash in transformers serve." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both involve apply_chat_template, but the failure modes differ: tool-call assistant messages vs an empty input list." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Unrelated code paths: pipeline top_k output shape vs a BART generate() decoder_attention_mask bug." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both mention CI, but they are distinct failures in different areas and with different causes." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Repository file listing/revision forwarding is unrelated to AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are config/model-loading issues, but one is missing fields from trust_remote_code and the other is an unrecognized model/model_type problem." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal-related, but one is assistant mask generation and the other is vision_position_ids for Qwen2.5-VL video inputs." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Different packaging/runtime failures: Python 3.14 import failure vs missing TensorFlow backend when installing the torch extra." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading failures, but they concern different models and likely different loading paths." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access are related at most loosely; they are not the same concrete bug." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention support for XLMRoberta is unrelated to token embedding reinitialization after resize." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Both are image-processor bugs, but one is label reduction and the other is over-padding; different logic and outputs." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both touch generation/cache, but one is a missing cache in v5.0.0 and the other is a device-tensor arithmetic issue in _prefill." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Completely different failures: a specific multimodal model load issue vs stale auto_mappings entries breaking CI." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU allocation bug and Fuyu's bare except swallowing exceptions are unrelated." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A GraniteSpeech CI test flake is not the same bug as a Phi-4 multimodal model loading failure." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Both are dependency-related, but one is a concrete packaging omission and the other is a generic dependency issue." + }, + { + "left": "issue:44496", + "right": "issue:47217", + "accept": false, + "reason": "Model-config import failure and VL image-placeholder handling are different code paths with different symptoms." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast of NoneType is unrelated to token embedding resizing and post_init reinitialization." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Trust-remote-code cache-path collisions are unrelated to a missing import_utils helper." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling and multimodal apply_chat_template assistant masks are different bugs." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they are for different symbols and different package surfaces; not the same missing export." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Qwen2_5_VLImageProcessor import failure is unrelated to missing layer_type_validation in configuration_utils." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Untied lm_head weights in Mistral3 are not the same issue as Qwen3.5 save_pretrained checkpoint regression." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior has nothing to do with removed Sam3LiteText config references." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Reading position_ids after buffer registration is unrelated to CPU/CUDA divergence in PPDocLayoutV3." + } + ] + }, + "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-10000-520", + "nodes": [ + "issue:41950", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43582", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44220", + "issue:44279", + "issue:44327", + "issue:44336", + "issue:44496", + "issue:44683", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45375", + "issue:45405", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:46082", + "issue:46121", + "issue:46123", + "issue:46369", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46614", + "issue:46752", + "issue:46932", + "issue:47085", + "issue:47217" + ], + "soft_pairs": [ + "issue:43295|issue:45335", + "issue:41950|issue:44016", + "issue:46082|issue:46121", + "issue:43673|issue:46424", + "issue:45083|issue:46506", + "issue:44496|issue:45042", + "issue:43976|issue:44987", + "issue:43673|issue:44336", + "issue:43526|issue:43901", + "issue:43901|issue:44496", + "issue:43582|issue:46932", + "issue:44683|issue:45446", + "issue:43381|issue:45593", + "issue:44016|issue:44220", + "issue:42907|issue:43441", + "issue:43650|issue:44220", + "issue:44016|issue:44062", + "issue:43976|issue:44279", + "issue:44792|issue:46424", + "issue:43441|issue:45588", + "issue:43824|issue:44933", + "issue:43479|issue:45375", + "issue:44279|issue:46515", + "issue:45335|issue:45584", + "issue:43901|issue:47217", + "issue:43299|issue:45216", + "issue:46614|issue:47085", + "issue:46123|issue:46369", + "issue:44327|issue:46752", + "issue:43295|issue:44779", + "issue:44279|issue:45405" + ], + "prepared_review_unit_hash": "3ad2cc81587be72eab8d03043d80762386dc59985ee2f5563e426a4fe02f3f0d", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36827, + "estimated_input_tokens": 9207, + "estimated_eval_tokens": 18670 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is semantically noisy: most items are distinct Transformers bugs across unrelated subsystems. None of the soft pairs are safe duplicate merges; they only share broad topics like tokenizers, vision, or cache behavior, not the same concrete failure mode.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43295 is the broadest and most central regression in the visible neighborhood: it describes a v4.57.5 processor/tokenizer API break affecting image inputs, which is the closest anchor among these mostly tokenizer/vision-related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43295 is the best representative issue for this set, but only as a loose topical anchor; it is not a true umbrella duplicate for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Different bugs: processor/tokenizer regression vs t5gemma embedding resize not propagating to decoder.embed_tokens." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Unrelated: video-classification pipeline processor lookup vs a notebook syntax error." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Different code paths: LlamaConfig head_dim validation vs rope-parameter JSON list handling." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both cache-related, but one is a missing GenerationMixin cache in chunked prefill and the other is max_cache_length being ignored outside quantized cache." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Unrelated: qwen3_omni_moe helper length calculation vs CPU/CUDA output divergence in PPDocLayoutV3." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Different failures: model-class detection in config loading vs PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Separate issues: Python support matrix vs loading a specific model repo." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache missing in generation vs ANSI escape handling in loading_report; no shared bug." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Different features: BeitImageProcessorFast reduce_labels bug vs docs mismatch for return_all_scores." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs/behavior mismatch for text classification vs model-import/config loading failure." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "Apple Silicon TypeError in warmup vs Gemma4 quantized vision/audio dtype casting." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Related subsystem, but different bugs: torch>=2.9 flex_attention compilation failure vs PyTorch version check for AuxRequest import." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Different models and failure modes: eval-mode gradient checkpointing vs D-FINE auxiliary-loss handling." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error is unrelated to _torch_extract_fbank_features() behavior." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Different Ministral problems: saving dequantized models vs flash-attention failure in v5 RC." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Unrelated: vague data request vs audio feature extraction error." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax issue vs AddedToken keyword-argument error; different code paths." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python version compatibility vs generic dependency issue with transformers." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to cache max length behavior." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but one is a Ministral model failure and the other is a sink-less-model s_aux=None AttributeError." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both import-related, but different symbols and root causes: missing Qwen2_5_VLForConditionalGeneration vs nonexistent image_utils import." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different config bugs: None-initialized Phi4MultimodalConfig defaults vs missing deepstack_visual_indexes field." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency trouble vs explicit torch 2.4.1 incompatibility; not the same bug." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated: embedding resize propagation vs Whisper empty transcription after align_special_tokens." + }, + { + "left": "issue:43901", + "right": "issue:47217", + "accept": false, + "reason": "Docs mismatch for text classification vs VL models failing on image placeholder placement." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both Qwen-related, but one is model loading regression and the other is incorrect save_pretrained output." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Stale phonemizer backend state vs tokenizer thread safety; different components and symptoms." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch dropping in MaskGenerationPipeline vs memory overflow in sam3-litetext." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA decode_spans kth-out-of-bounds vs empty-list crash in apply_chat_template." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizers, but one is a processor/tokenizer API regression while the other is Deepseek tokenizer output corruption." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Dependency issue with transformers vs PEFT minimum-version bump; 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": 42, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43299", + "issue:43381", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43931", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44291", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45588", + "issue:45593", + "issue:45812", + "issue:45823", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46399", + "issue:46512", + "issue:46851", + "issue:47000", + "issue:47145" + ], + "soft_pairs": [ + "issue:39692|issue:43901", + "issue:43577|issue:45216", + "issue:44075|issue:44368", + "issue:42796|issue:43650", + "issue:41950|issue:45020", + "issue:44351|issue:45278", + "issue:43976|issue:45405", + "issue:44779|issue:45812", + "issue:43381|issue:47000", + "issue:44466|issue:45276", + "issue:46082|issue:46399", + "issue:43653|issue:45593", + "issue:43299|issue:45357", + "issue:46082|issue:46512", + "issue:41950|issue:45823", + "issue:43644|issue:47145", + "issue:43650|issue:46209", + "issue:44242|issue:45200", + "issue:44462|issue:45081", + "issue:43299|issue:43854", + "issue:43931|issue:47145", + "issue:44683|issue:45542", + "issue:44016|issue:44291", + "issue:45588|issue:47000", + "issue:44336|issue:46851", + "issue:45081|issue:45907", + "issue:43479|issue:43525" + ], + "prepared_review_unit_hash": "aeeb64e5413e4da6dc66d1ae9888a604df8449ec084217af7092b2bfc63836c8", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35411, + "estimated_input_tokens": 8853, + "estimated_eval_tokens": 17962 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous; the soft pairs are mostly false positives spanning unrelated docs, tokenizer, config, loading, and training regressions. I would reject all soft edges and not treat this as a single duplicate cluster.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue cleanly represents the cluster: the items cover many unrelated bug classes, so any one issue would be misleading as a duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global representative exists; if forced, issue 45278 is the broadest umbrella, but it is too generic to serve as a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are documentation-related, but they describe different examples and behaviors in different pipeline areas; not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Both involve save/load or dtype regressions, but they affect different models and code paths with different failure modes." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Unrelated problems: SGD optimizer args being ignored vs a tied-weights warning during fine-tuning." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to the placeholder/lack-of-detail issue in 43650." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Different regressions: video pipeline processor lookup vs remote_code model loading breakage." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad umbrella of import errors, but this is a specific missing import; not enough evidence they are the same code-path bug." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python compatibility failure and an unreleased dependency version bump are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer code paths." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing eval-mode handling is unrelated to RTDetrLoss infeasible cost matrix errors." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both touch embedding/serialization behavior, but one is tied-weight serialization and the other is Gemma4 resize propagation." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "A config validation issue and a kernel registration crash are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss logic are different subsystems and bugs." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Same model family, but one is a loading failure and the other is incorrect save_pretrained serialization." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Both involve config/dtype behavior, but one rejects head_dim inputs while the other leaves config.dtype stale." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma/video pipeline issues with no shared concrete failure path." + }, + { + "left": "issue:43644", + "right": "issue:47145", + "accept": false, + "reason": "Both are loading-related, but one is junk-filled buffers and the other is missing FP8 weight_scale application." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "No meaningful overlap: the former is a vague placeholder issue, the latter is an FP8 inference failure on B200." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Different multimodal training issues; one is missing load-balancing loss, the other is defaulting mm_token_type_ids." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both concern tokenizers, but one is repository tokenizer.json precedence and the other is a Mistral regex patch crash." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model loading failures with different models and symptoms." + }, + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "Weight-shape mismatch on Qwen3-VL loading is unrelated to FP8 frozen checkpoint scaling." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and tf backend detection are unrelated bugs." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights argument incompatibility are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "flash_attention s_aux=None crash and RTDetrLoss infeasible cost matrix are different model/runtime issues." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI-reporting output issue and Qwen3.5 variable-length position_ids failure are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patch crash and list_repo_files revision forwarding are different API bugs." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config initialization bugs in different models; not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 43, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:33290", + "issue:42175", + "issue:42796", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43525", + "issue:43575", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44186", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44336", + "issue:44373", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", + "issue:44987", + "issue:45103", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:46851", + "issue:47000", + "issue:47145", + "issue:47176", + "issue:47177", + "issue:47217" + ], + "soft_pairs": [ + "issue:44623|issue:44749", + "issue:42994|issue:43317", + "issue:43441|issue:45834", + "issue:33290|issue:45656", + "issue:44261|issue:44263", + "issue:43873|issue:47145", + "issue:45859|issue:46851", + "issue:44246|issue:47217", + "issue:45103|issue:45372", + "issue:44623|issue:45397", + "issue:42175|issue:43976", + "issue:47176|issue:47177", + "issue:45600|issue:45712", + "issue:44671|issue:44779", + "issue:43901|issue:44246", + "issue:43525|issue:43881", + "issue:43673|issue:43761", + "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:44987|issue:45542", + "issue:43723|issue:44162", + "issue:42796|issue:43441" + ], + "prepared_review_unit_hash": "2f2db4b71942bf1f88854a876550ddd39af2d736fa3325723cf96820c6adca8f", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34948, + "estimated_input_tokens": 8737, + "estimated_eval_tokens": 17730 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of unrelated Transformers bug reports, so no soft duplicate edges should be merged. The broadest open issue is the quantization/offloading report, but it is only a weak umbrella anchor, not a true duplicate hub.", + "confidence": 0.31, + "canonical_issue_reason": "issue:43873 is the most general and active open report here, with multiple inbound references and discussion around quantization/offloading behavior, making it the best available cluster anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the broadest scope among the listed issues and is still open, so it is the most suitable representative issue for this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing save-files bug vs data filtering slowdown regression; different code paths and symptoms." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both touch quantization/loading, but one is saving failure and the other is dequantized model offload/loading failure." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different models and failures: FlashAttention incompatibility vs OCR long-input index error." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed/optimizer, but one is OOM with Adafactor while the other is a double-step bug." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Unrelated subsystems: MLA layernorm precision issue vs torch.split return handling in a different indexer." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "Both involve quantization/offloading themes, but they are different concrete bugs: offload behavior vs missing FP8 weight_scale application." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Same model family, but one is CPU-offload incompatibility and the other is variable-length position_ids handling." + }, + { + "left": "issue:44246", + "right": "issue:47217", + "accept": false, + "reason": "Import latency vs multimodal placeholder parsing failure; no shared underlying bug." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Docstring parsing with future annotations vs Gemma 4 processor import failure; unrelated failures." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "processor.save_pretrained missing files is not the same as gemma-4 zero3 from_pretrained failure." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Dependency/backend packaging issue vs Python version compatibility issue; different root causes." + }, + { + "left": "issue:47176", + "right": "issue:47177", + "accept": false, + "reason": "Distinct security issues: shell allowlist bypass vs tar/zip slip arbitrary file write." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are CI/repo hygiene problems, but one is stale auto-mapping references and the other is leftover dummy classes." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different model behaviors: CamemBERT MLM predictions vs DeepSeek tokenizer correctness." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for a pipeline API vs intermittent import slowness; not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing config attribute vs model loading failure; no clear shared code-path." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Both are v5 regressions, but one is GenerationMixin cache/chunked_prefill and the other is CLIPVisionModel hidden_states handling." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile vs ANSI codes in loading_report; unrelated." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "Tokenizer padding/truncation crash vs RTDetrLoss infeasible cost matrix; different components and failures." + }, + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "Both involve large-model loading/quantization themes, but the concrete bugs are different." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Utility output formatting bug vs wrong docstring; unrelated." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error vs device mismatch during forward; different layers entirely." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for a missing VL class vs Python version/package-compatibility issue; not the same problem." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both are config-related, but one is missing pad_token_id and the other is missing fields from trust_remote_code config loading." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model loading failure for a specific package vs TensorFlow backend installation issue; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading issue vs ESM2 model breakage; too broad and not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but tokenizer BPE marker handling is separate from FlashAttention failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 44, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43299", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43784", + "issue:43976", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44485", + "issue:44496", + "issue:44589", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:46132", + "issue:46291", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851", + "issue:47145", + "issue:47217" + ], + "soft_pairs": [ + "issue:44589|issue:45362", + "issue:45325|issue:46851", + "issue:44297|issue:45397", + "issue:44246|issue:44496", + "issue:45083|issue:46851", + "issue:44871|issue:47145", + "issue:46291|issue:46399", + "issue:41628|issue:43976", + "issue:46655|issue:46726", + "issue:43784|issue:45542", + "issue:46399|issue:46851", + "issue:45003|issue:47217", + "issue:43526|issue:45003", + "issue:43540|issue:46752", + "issue:45103|issue:46399", + "issue:44295|issue:45397", + "issue:45072|issue:46829", + "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:36246|issue:42757" + ], + "prepared_review_unit_hash": "829bca47581ea143a07f6ae0efca1e70ae94c7342a094d0dc7055dd76d9ff780", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35966, + "estimated_input_tokens": 8992, + "estimated_eval_tokens": 18240 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All candidate pairs are only superficially related; they span different models, code paths, and failure modes, so none look like true duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this set: the issues cover unrelated import errors, model-loading regressions, tokenizer bugs, quantization problems, and test/runtime edge cases.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative; the set is too heterogeneous for one issue to safely summarize the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Different failures: FP8 storage deserialization vs Qwen3.5 chat crash." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both mention position ids, but they affect different Qwen model families and different code paths." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to gemma-4 zero3 loading." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import performance regression is not the same bug as unrecognized model/config loading." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Qwen3_omni_moe feature-length helper bug is distinct from Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:44871", + "right": "issue:47145", + "accept": false, + "reason": "Gemma eos_token_id config mismatch is unrelated to silent FP8 weight_scale corruption." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both involve kernels, but one is a dependency/version import failure and the other is a missing decorator registration crash." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import error and Python version compatibility failure are different issues." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video padding math bug is separate from missing-vision-backend error handling in AutoProcessor." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers nn import failure and tf backend misconfiguration are unrelated dependency errors." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "One is a kernels registration crash; the other is a variable-length position_ids bug." + }, + { + "left": "issue:45003", + "right": "issue:47217", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to VL image-placeholder handling in user text." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug has no connection to sys.modules access." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and empty-chat-list IndexError are different subsystems." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring annotation parsing crash is unrelated to Qwen3.5 kernel registration." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Buffer position_ids read error is not the same as gemma-4 zero3 from_pretrained failure." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "dtype mismatch under bfloat16 inference is a different bug from output field misassignment in VideoPrism." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist race in testing utils and stale num_return_sequences warning are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowness and Gemma eos_token_id inconsistency do not share an underlying bug." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is distinct from Qwen3.5 chat crash." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI code leakage in loading_report is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash-attention s_aux=None crash and variable-length position_ids bug are different code paths." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3/MoE, but one is a LoRA compatibility issue and the other is a model-loading regression; not the same bug." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer backend state and from_pretrained-in-class inconsistency are different behaviors." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile + SDPA failure is unrelated to CPU/CUDA result divergence." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading failure and AttentionInterface.register behavior change are separate issues." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Different import errors: Qwen2_5_VLImageProcessor vs huggingface_hub.is_offline_mode." + } + ] + }, + "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-10000-520", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:41950", + "issue:43257", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43901", + "issue:44038", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44295", + "issue:44351", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44877", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46655", + "issue:46726", + "issue:46752", + "issue:46897", + "issue:47000", + "issue:47217" + ], + "soft_pairs": [ + "issue:44779|issue:45292", + "issue:36246|issue:44351", + "issue:43901|issue:45003", + "issue:46726|issue:47217", + "issue:43257|issue:45137", + "issue:41950|issue:44220", + "issue:43540|issue:46655", + "issue:44451|issue:46752", + "issue:45375|issue:45759", + "issue:44295|issue:44749", + "issue:44479|issue:46655", + "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:44623|issue:46726", + "issue:44877|issue:45375", + "issue:44242|issue:44857", + "issue:43526|issue:46897", + "issue:44987|issue:45459", + "issue:29870|issue:30333", + "issue:43352|issue:45250" + ], + "prepared_review_unit_hash": "88991e327b31b1397de4b255e7478c0b554ffb1311bd34dbb9a617e8a51a7610", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36101, + "estimated_input_tokens": 9026, + "estimated_eval_tokens": 18308 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share only broad subsystem/theme words (video, Qwen, DeepSpeed, config, embedding) but not the same concrete bug or change. I would not merge any of the proposed soft edges.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44479 is the clearest standalone bug report in the set: it names a specific regression, identifies affected model families, and describes a concrete failure mode. The other issues are mostly unrelated or much narrower variants of different problems.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the most actionable and representative issue here because it is well-scoped, regression-oriented, and has broad enough impact to stand as a cluster representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Both are model behavior bugs, but one is a DeepSeek tokenizer regression and the other is resize_token_embeddings not updating output embeddings; different code paths and symptoms." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve unrelated missing symbols in different modules and different root causes." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:46726", + "right": "issue:47217", + "accept": false, + "reason": "One is missing-vision-backend handling in AutoProcessor; the other is VL placeholder handling in user text. Different failures." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed, but one is MOE weight conversion/loading and the other is a ZeRO3 deque index error; not the same bug." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "A video-classification pipeline image-processor lookup issue is unrelated to a feature-extraction helper problem." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both concern video inputs, but they affect different models and appear to be separate processor bugs with different symptoms." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Cannot load a specific model versus chat-template crashing on an empty list; unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both are multimodal config issues, but one is a missing config field dropped by strict validation and the other is incorrect from_config unwrapping behavior." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Registering position_ids as a buffer versus a performance regression during filtering are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related regressions, but they target different model families and different processor logic." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 model breakage is unrelated to Gemma 4 token-type-id defaults for text-only fine-tuning." + }, + { + "left": "issue:45292", + "right": "issue:47000", + "accept": false, + "reason": "Resize-token-embeddings behavior is unrelated to RT-DETR loss infeasibility." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both mention Qwen3.5/MoE rotary code, but one is CPU-offload incompatibility and the other is a kernel-registration decorator error; different concrete fixes." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 deque failure is unrelated to stale auto_mappings references to removed configs." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor/tokenizer API regression is unrelated to embedding resize propagation." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to a pytest-xdist race in testing utils." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "An import error for a VL image processor is unrelated to a DeepSpeed/BertModel IndexError." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both involve embedding weights, but one is serialization inconsistency by device and the other is resize_token_embeddings not propagating to decoder.embed_tokens; not the same bug." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "A missing attribute on a SAM3 output object is unrelated to a memory overflow in sam3-litetext." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "A Qwen3-VL-Moe issue in transformers 5.0 is unrelated to PPDocLayoutV3 CPU/CUDA divergence." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing files in processor.save_pretrained and AutoProcessor backend-missing behavior are different issues." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both are strict-config problems, but they concern different models and different missing fields/validation paths." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing load-balancing loss and an AMP/CUDA image loss crash are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "A BEiT label-reduction bug and Florence2 double-shift training loss are different code paths and different failures." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading a model configuration and tokenizer error masking from protobuf exception handling are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "A BART generate() UnboundLocalError is unrelated to MLflow not being marked finished after training failure." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Generic Flash Attention 2.0 support request/issue is not the same as a Nemotron-specific unsupported-model error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 46, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:42199", + "issue:42886", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43653", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44479", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45200", + "issue:45229", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46832", + "issue:46851", + "issue:46894", + "issue:47068", + "issue:47145" + ], + "soft_pairs": [ + "issue:44479|issue:46170", + "issue:43526|issue:46894", + "issue:42199|issue:46851", + "issue:45397|issue:45656", + "issue:44060|issue:44077", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:44877|issue:46170", + "issue:43475|issue:43540", + "issue:45412|issue:46123", + "issue:42886|issue:45229", + "issue:43723|issue:46710", + "issue:46170|issue:46832", + "issue:44188|issue:46202", + "issue:43065|issue:43408", + "issue:43931|issue:44368", + "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:45987|issue:46082", + "issue:44995|issue:45588", + "issue:45685|issue:46431", + "issue:44361|issue:44749", + "issue:44297|issue:44623" + ], + "prepared_review_unit_hash": "df69be5134ee42cdf8ca28b62452f671a08f23dcac6fb678cd83e0119d209ec4", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36230, + "estimated_input_tokens": 9058, + "estimated_eval_tokens": 18372 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: most items are unrelated model, tokenizer, config, or runtime bugs that only share broad Transformers vocabulary. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 44297 is a clear, self-contained serialization bug with a concrete failure mode and broad enough wording to serve as the cluster's best representative among these otherwise unrelated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44297 is the strongest representative because it is specific, reproducible, and directly about a core save/load path rather than a model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Different subsystems: video-input regression across Qwen VL models vs Windows/ROCm distributed import failure." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "One is a BEiT image processor label-reduction bug; the other is a CohereASR training-loss shift issue." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality/background-class bug is unrelated to Qwen3.5 variable-length position_id handling." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 Zero3 from_pretrained loading is not the same as deepspeed causing double optimizer steps." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init policy are different configuration concerns." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration is unrelated to the ESM2 breakage report." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tied-embeddings warning during LoRA fine-tuning is not the same bug as flash-attention generation failure." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to the Windows/ROCm torch.distributed import issue." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Missing fpn_position_embeddings in SAM3 video output is not the same as Qwen3OmniMoe video ValueError." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory release and MaskGenerationPipeline partial-batch handling are different lifecycle bugs." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM do not share a code path." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading in v5 is unrelated to DeepSeek accuracy regression after upgrade." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Import-time distributed dependency issues do not match RTDetrModel.forward feature-level mismatch." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to Gemma pipeline roundtrip token handling." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as the sam3_video vs sam3_tracker warning." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to the Qwen3.5 tie_word_embeddings warning." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and a transformers upgrade slowdown are distinct failures." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale cache crash is unrelated to Gemma4 mm_token_type_ids defaults." + }, + { + "left": "issue:46132", + "right": "issue:47145", + "accept": false, + "reason": "AttentionInterface.register behavior change is not the same as FP8 checkpoint weight_scale corruption." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat-completions request rejection is a server/API issue, not the Gemma token roundtrip bug." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of another issue does not make this the same underlying Gemma pipeline bug." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Attention-kernel divergence and cache lazy-initialization recompilation are different performance problems." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "Missing auxiliary losses in D-FINE is unrelated to host synchronization in deepspeed_sp_compute_loss." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type mismatch and LlamaConfig head_dim validation are separate configuration/runtime issues." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "A stale indexer cache crash is not the same as flash_attention.py failing on s_aux=None." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram support for Int tensors is unrelated to missing chat templates in processor.apply_chat_template." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer task AttributeError and a throughput regression after upgrade are not the same defect." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained-related, but one is a tokenizer_class metadata mismatch and the other is missing processor files; 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": 47, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:41628", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43994", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44373", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44964", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45656", + "issue:46123", + "issue:46132", + "issue:46463", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46851", + "issue:46858", + "issue:46877", + "issue:47000", + "issue:47020", + "issue:47217" + ], + "soft_pairs": [ + "issue:45103|issue:46858", + "issue:43701|issue:44749", + "issue:44749|issue:45656", + "issue:43065|issue:46123", + "issue:43994|issue:46726", + "issue:44623|issue:45656", + "issue:43646|issue:44162", + "issue:44964|issue:45137", + "issue:44871|issue:46132", + "issue:46752|issue:47020", + "issue:45375|issue:45478", + "issue:43475|issue:46821", + "issue:45230|issue:45397", + "issue:44373|issue:46851", + "issue:43475|issue:43643", + "issue:45561|issue:47217", + "issue:44188|issue:46851", + "issue:42994|issue:43482", + "issue:43232|issue:43673", + "issue:44038|issue:44623", + "issue:45310|issue:45375", + "issue:28282|issue:30990", + "issue:41628|issue:44933", + "issue:39692|issue:46726", + "issue:46463|issue:46877", + "issue:46877|issue:47000", + "issue:42994|issue:43525", + "issue:44869|issue:45356" + ], + "prepared_review_unit_hash": "7f13368cd5961eec6e25c93d920fa482b0f30dacf53d7e438bd69aaed0e42cf1", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35256, + "estimated_input_tokens": 8814, + "estimated_eval_tokens": 17884 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous mix of unrelated Transformers bug reports. Only one soft edge looks like a true duplicate: the Qwen3.5 MoE from_pretrained regression and the missing deepstack_visual_indexes field report. No pull requests are present.", + "confidence": 0.84, + "canonical_issue_reason": "There is no single strong canonical for the whole cluster, but issue:45375 is the best anchor for the only clear duplicate set because it names the concrete root cause (missing deepstack_visual_indexes dropped by @strict) behind the Qwen3.5 MoE loading failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45375 is the most actionable representative among the near-duplicates: it identifies the specific field/config regression rather than only the downstream from_pretrained error.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Different subsystems and failure modes: auto_docstring annotation handling vs cache.get_seq_length/static-cache arithmetic." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to the Chinese text-processing slowdown report." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "A slowdown regression and a double optimizer-step bug under deepspeed are not the same underlying issue." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 PixelDecoder dummy Conv2d vs MaskGenerationPipeline dropping partial-batch results are unrelated bugs." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Both touch vision/model loading, but one is incorrect SigLIP2 outputs and the other is a missing-backend image-processor error." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor.save_pretrained missing files is unrelated to DeepSpeed causing optimizer.step to run twice." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Generic custom-model-init breakage and ESM2-specific workflow breakage are not the same concrete bug." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading failure and DeepSpeed ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma-3 eos_token_id inconsistency is unrelated to AttentionInterface.register changing callback behavior." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty chat-template input IndexError and XLMRobertaTokenizer/Unigram constructor mismatch are different code paths." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "These are the same Qwen3.5 MoE from_pretrained regression; the field-dropping report plausibly explains the generic loading error." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "SAM3 vision encoder missing attribute and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A placeholder bug report and gemma-4 zero3 from_pretrained failure do not match." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Wrong docstring for position_ids is not the same as a runtime failure in Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Missing fpn_position_embeddings in SAM3 output and trust_remote_code dropping config fields are different bugs." + }, + { + "left": "issue:45561", + "right": "issue:47217", + "accept": false, + "reason": "pytest-xdist race on captured_info.txt is unrelated to VL image-placeholder failures." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "torch.compile attention-kernel divergence and Qwen3.5 position_ids handling are different issues." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving and Qwen2.5-GGUF loading are opposite operations with different failure modes." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and missing GenerationMixin cache in chunked_prefill are distinct generation bugs." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe/v5 bug report is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": true, + "reason": "Same Qwen3.5 MoE from_pretrained failure; the more specific field-drop report is a plausible root cause for the generic loading error." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-not-found ImportError and Sentence Transformers hanging on load are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import/export problems, but they refer to different missing symbols and different import paths." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 docs/model mismatch with quantization failure is not the same as an AutoProcessor missing-backend error." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "T5 decoder-input validation messaging and auto_docstring stdout diagnostics are unrelated." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Import-time doc-lint logging and RTDetrLoss infeasible-cost-matrix crash are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and missing pad_token_id in Llama4Config are different bugs." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash and Kimi tokenizer codec regression are both tokenization-related but not the same concrete failure." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "auto_docstring annotation handling and static-cache slice arithmetic on non-CUDA backends are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The one accepted Qwen3.5 pair is well supported by the titles, and the note that no pull requests are present matches 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": 48, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44661", + "issue:44743", + "issue:44792", + "issue:44857", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45405", + "issue:45406", + "issue:45561", + "issue:45593", + "issue:45753", + "issue:46202", + "issue:46326", + "issue:46399", + "issue:46701", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47068" + ], + "soft_pairs": [ + "issue:43723|issue:46326", + "issue:42371|issue:45092", + "issue:43873|issue:44945", + "issue:45137|issue:47000", + "issue:41628|issue:44351", + "issue:36010|issue:41628", + "issue:43784|issue:46399", + "issue:44038|issue:45310", + "issue:44945|issue:45753", + "issue:42994|issue:43824", + "issue:45561|issue:47059", + "issue:44661|issue:47059", + "issue:44857|issue:46877", + "issue:44222|issue:45310", + "issue:45593|issue:46877", + "issue:45406|issue:46202", + "issue:45081|issue:45103", + "issue:46202|issue:46701", + "issue:43232|issue:44792", + "issue:42831|issue:44222", + "issue:42673|issue:43704", + "issue:42175|issue:44933", + "issue:44743|issue:47068", + "issue:43976|issue:44933", + "issue:44496|issue:45561", + "issue:45405|issue:46877", + "issue:30333|issue:33290", + "issue:30990|issue:35141", + "issue:42898|issue:44568" + ], + "prepared_review_unit_hash": "c0af8a500f8f58117c263bd6cc4c85adb312e8d8ffd384c0033cdfa3e91827d8", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36231, + "estimated_input_tokens": 9058, + "estimated_eval_tokens": 18372 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated issues that were grouped by loose textual similarity. The only clear duplicate pair is the Qwen3ForCausalLM VRAM leak report; the rest should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": "issue:42673 is the clearest canonical issue because it is an exact duplicate of issue:43704, has the fuller discussion history, and describes the bug more completely.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best representative issue in this set: it matches its duplicate exactly and is the most complete record for that bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but one is an AutoTokenizer loading issue and the other is a mistral_common continue_final_message bug; different code paths." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings and InternVL2 meta-initialization incompatibility are unrelated problems." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior does not match pipeline-parallelism output correctness." + }, + { + "left": "issue:45137", + "right": "issue:47000", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque failure and RTDetr loss cost-matrix infeasibility are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different modules." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different missing imports: GenerationMixin versus AutoImageProcessor." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import NameError and Qwen3.5 kernel-registration crash are separate bugs." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen3 MOE models, but they affect different versions and different failure modes." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallelism output corruption and Qwen3.5 image infinite loop are not the same bug." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving and missing Qwen2.5-VL import are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "pytest-xdist file races and huggingface_hub CLI attribute errors are different test/runtime issues." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "Model-registration logic and CLI completion attribute failure are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "CUDA AMP loss crash and auto_docstring stdout logging are separate problems." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained failure and Qwen3.5 from_pretrained error are different code paths." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior and docstring lint output are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma processor _tokenizer crash and Gemma roundtrip token issue are not the same concrete bug." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral regex patching failure and auto_docstring annotation crash are unrelated." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both mention Gemma, but one is token roundtripping and the other is an image-text pipeline failure." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwarg update after sync_gpus and a Janus image-generation test failure are different issues." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy degradation and FP8 save_pretrained failure are distinct problems." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and bug: Qwen3ForCausalLM VRAM leak in multiple dataloader threads." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging/backend dependency issue and missing image_utils import are unrelated." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset and DeepSpeed host synchronization are different bugs." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and image_utils import failure do not match." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config issue and pytest-xdist race condition are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "PEFT version bump and docstring lint output are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed jobs and DeepSpeed Adafactor OOM are different failures." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading stall and token-embedding reinitialization are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer behavior changes, but they affect different APIs and symptoms." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet: the only clear duplicate pair is issue:42673 / issue:43704, and the other soft-edge rejections are suitably conservative based on the titles and 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": 49, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:36331", + "issue:39692", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42898", + "issue:43295", + "issue:43479", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44016", + "issue:44075", + "issue:44079", + "issue:44186", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44843", + "issue:44869", + "issue:45092", + "issue:45103", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46829", + "issue:46909", + "issue:47059", + "issue:47085" + ], + "soft_pairs": [ + "issue:42175|issue:45712", + "issue:43479|issue:46829", + "issue:44568|issue:47085", + "issue:44623|issue:45310", + "issue:44186|issue:47085", + "issue:45600|issue:47059", + "issue:46077|issue:46123", + "issue:42673|issue:46693", + "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", + "issue:27957|issue:30333", + "issue:42673|issue:47085", + "issue:44843|issue:47085", + "issue:43479|issue:44079", + "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:30333|issue:36331", + "issue:44734|issue:45103", + "issue:22355|issue:28282", + "issue:44222|issue:44297", + "issue:44075|issue:46231" + ], + "prepared_review_unit_hash": "8688c96a2fc4e12fd6054d926a75596c5a3fdca287e2ef131521f0e2dbc0b12b", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36395, + "estimated_input_tokens": 9099, + "estimated_eval_tokens": 18454 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft pairs appear to be unrelated issues across different subsystems, models, or failure modes; none looks like the same underlying bug/change, so all soft edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue: the candidate set spans many unrelated regressions, import errors, docs bugs, tokenizer changes, and model-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduping; none of the issues is a representative duplicate target for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Different problems: backend extra dependency missing TensorFlow vs cleanup of leftover dummy PyTorch classes." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Different models and bugs: default multimodal config initialization vs incorrect hidden_states output in VideoPrism." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "Tokenizer special-token regression is unrelated to tokenizer thread-safety." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Save-pretrained missing files is unrelated to a from_pretrained load error for Qwen3.5 MoE." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash on NER/padding is a different bug than fast tokenizer thread safety." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "auto_mappings CI break from removed configs is unrelated to huggingface_hub CLI test failure." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Wrong attention mask construction for Gemma4 is unrelated to batch-finalization logic in MaskGenerationPipeline." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM under multithreaded loading is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they describe different symptoms and likely different root causes." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Generic AutoTokenizer loading issue is not the same as missing BOS/EOS insertion for one tokenizer." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config defaults and Whisper word-timestamp decode crash are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error is unrelated to a documentation parameter-name mismatch." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Different broken documentation examples for different models and different failure modes." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Importing sentence-transformers failing on nn is unrelated to missing Qwen2.5-VL export." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizer regressions, but one is cleanup-space behavior and the other is Deepseek token IDs; not the same concrete bug." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to MLflow reporting on failed training jobs." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to tokenizer thread-safety." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Offline-mode break in AutoTokenizer patching Mistral regex is unrelated to tokenizer thread-safety." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config defaults are unrelated to ModelOutput key assignment when values were previously None." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow failure handling is unrelated to Llama 3.2 Vision model-loading regression." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch API on a processor class is unrelated to remote-code checkpoint incompatibility with meta initialization." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenizer cleanup-space behavior change is unrelated to processor.tokenizer / image-to-tokenizer regression." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "position_ids buffer access error is unrelated to duplicated optimizer stepping with deepspeed." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Kimi-K2.5 codec-handling regression and warning issue are not the same as clean_up_tokenization_spaces behavior." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage is unrelated to Gemma 4 mm_token_type_ids defaults for text-only fine-tuning." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Failed MLflow reporting is unrelated to the new num_items_in_batch argument in CustomTrainer.compute_loss." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation indexing crash in serve is unrelated to auto_docstring failing under future annotations." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and missing PyTorch backend are different import/setup problems." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained for MoE models is unrelated to tokenizer_class metadata mismatch." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer argument handling bug is unrelated to a documentation parameter-name 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": 50, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43504", + "issue:43644", + "issue:43723", + "issue:44060", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45245", + "issue:45310", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46655", + "issue:46762", + "issue:46932", + "issue:47059" + ], + "soft_pairs": [ + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:44297|issue:45656", + "issue:42831|issue:44623", + "issue:44933|issue:45712", + "issue:44222|issue:44623", + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:44060|issue:45125", + "issue:43479|issue:43644", + "issue:45245|issue:46132", + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:44360|issue:46762", + "issue:41628|issue:42757", + "issue:45071|issue:46082", + "issue:43723|issue:44977", + "issue:44222|issue:44484", + "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:46209|issue:46431", + "issue:43232|issue:45834", + "issue:30990|issue:38175", + "issue:44190|issue:46082", + "issue:43475|issue:46305", + "issue:44263|issue:44360", + "issue:46305|issue:46655", + "issue:42831|issue:45310" + ], + "prepared_review_unit_hash": "7aa020a2985404ecddba7f4ff5a9c2324fa49d47925be46f69ee3711b3303be6", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37298, + "estimated_input_tokens": 9325, + "estimated_eval_tokens": 18906 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports across different models, APIs, and regressions. No soft pair looks like the same underlying bug/change closely enough to merge, and there are no PRs in the set.", + "confidence": 0.79, + "canonical_issue_reason": "If one issue must anchor the group, #43723 is the broadest repository-level regression (v5 tokenizer loading) with the clearest generic user impact; the rest are mostly narrower model-specific or unrelated defects.", + "canonical_pr_reason": null, + "best_issue_reason": "#43723 is the strongest standalone issue: it describes a concrete, reproducible v5 loading failure and is broadly relevant compared with the more specialized reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Both are example-script failures, but they involve different scripts, datasets, and failure modes; not the same bug." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "One is a dependency version bump problem; the other is leftover dummy classes breaking repo checks. Different issues." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save-pretrained metadata mismatch vs deepspeed optimizer stepping twice; no shared code-path bug." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy regression and processor save-pretrained missing files are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Import exposure from image_utils vs dummy class cleanup; distinct problems." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8/MoE serialization and the other is processor file output; different fixes." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Different output in a model pipeline vs an attention registration behavior change; not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE-marker handling and AutoTokenizer loading are both tokenizer-related but describe different failure modes and code paths." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning vs missing tensor-parallel plan; unrelated model-specific bugs." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Default config initialization and non-persistent buffer junk are different initialization problems." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-limit runtime error vs attention registration semantics; no overlap." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring correction for position_ids is not the same as a RoPE implementation discussion." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save-pretrained metadata mismatch is separate from Qwen3.5 MoE from_pretrained errors." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer activation concern vs Minimax attention numerical differences; different subsystems and bugs." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and packages; not the same regression." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type-checking breakage and LlamaConfig head_dim validation are distinct issues." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading failure vs flash-attention generation issue; separate code paths." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE serialization bug and a question about max_shard_size are not duplicates." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "Legacy field model-loading issue vs CLI breakage from huggingface_hub API change; unrelated." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer version-difference report and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state vs quantized vision/audio embedder dtype casting; different bugs." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA indexer torch.split behavior vs remote-code checkpoint meta-initialization incompatibility; different failures." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "DSA indexer split behavior and a position_ids docstring fix are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Registered-buffer position_ids read error vs missing processor save_pretrained files; distinct bugs." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs update after sync_gpus vs cache-length handling; related only broadly to generation, not the same bug." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template on a processor are separate issues." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation bookkeeping vs OCR long-input index error; unrelated." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Model loading hang and zero-probability outputs are different symptoms on different models." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 attribute error and MoonshineStreaming off-by-one masking are different model bugs." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention DSA, but one is a split-return issue and the other is a missing ReLU; not the same concrete bug." + }, + { + "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; different code paths." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FP8 accuracy issue and Qwen3.5 MoE from_pretrained error are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 51, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43644", + "issue:43824", + "issue:43986", + "issue:44038", + "issue:44188", + "issue:44261", + "issue:44279", + "issue:44327", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44829", + "issue:44964", + "issue:45092", + "issue:45278", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46172", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46726", + "issue:46909", + "issue:47059", + "issue:47217" + ], + "soft_pairs": [ + "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:44964|issue:47059", + "issue:44829|issue:46002", + "issue:45381|issue:46305", + "issue:44483|issue:45406", + "issue:43408|issue:46402", + "issue:42831|issue:45753", + "issue:39379|issue:46172", + "issue:22355|issue:28218", + "issue:44188|issue:44373", + "issue:43644|issue:46305", + "issue:44327|issue:47059", + "issue:43986|issue:47217", + "issue:39401|issue:44568", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:42886|issue:43066", + "issue:27957|issue:30990", + "issue:42796|issue:43122", + "issue:43408|issue:46369", + "issue:43232|issue:45593", + "issue:45381|issue:46909" + ], + "prepared_review_unit_hash": "0f02df327c562f6e5ce423c7ebdc1e79c11293b808de538ac5bbe67db804a269", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36345, + "estimated_input_tokens": 9087, + "estimated_eval_tokens": 18430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous; I found no strong duplicate pairs. Most soft links are only topical similarity, not the same concrete bug or code path.", + "confidence": 0.24, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set, covering multiple import regressions after the version jump, so it is the best representative issue if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most general user-facing regression report among these issues and the closest thing to a cluster anchor, even though the set does not form a true duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "Different problems: SAM3-LiteText memory overflow vs a broken DIA docs example." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Import error for transformers.onnx is unrelated to XLM-R Flash Attention 2 behavior." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve saving quantized models, but they are different failures on different model paths." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both mention missing vision backends, but one is a video-model AutoProcessor crash and the other is an unrecognized image processor error." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Dependency trouble is not the same bug as a SequenceFeatureExtractor.pad performance issue." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both are multimodal regressions, but they target different models and different save/init paths." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FP8 accuracy problems and Qwen3-VL-Moe bugs are not the same code-path issue." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "A q_a_layernorm epsilon precision issue is unrelated to remote-code meta-initialization incompatibility." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "These are separate missing-import errors for different symbols." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Model loading failure and a CLI incompatibility with huggingface_hub are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Degenerate training under flash_attention_3 is not the same as NaNs in classification heads after checkout/init." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Different subsystems: Qwen2.5-VL video position IDs vs MoonshineStreaming mask off-by-one." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "API request rejection is unrelated to a Gemma4Processor attribute crash in transformers serve." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "A model-type warning for sam3_video vs sam3_tracker is not the same as missing text-encoder weights." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy regressions and an infinite-loop bug on one image are different failures." + }, + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "MLLA mask handling and a deepseek-v4 dtype/transpose bug do not share the same code path." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "transformers.onnx import failure is unrelated to tokenizer spacing after added tokens." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring typo." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer initialization junk and streaming mask off-by-one are different bugs." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA top-k span decoding crash and a CLI completion attribute error are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:47217", + "accept": false, + "reason": "Missing torchvision crash is not the same as handling an image placeholder inside user text." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Wrong offset mapping and missing BOS/EOS insertion are different tokenizer regressions." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing huggingface_hub import is only one possible symptom of a broader import-regression report, not the same concrete bug." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache loading failure and quantized model saving failure are separate issues." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Tokenizer cache loading offline is unrelated to the wrong decoder type in Transformers v5." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 on XLM-R and Sentence Transformers getting stuck loading are different problems." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "A specific BPE-marker bug in Ministral tokenizer is not the same as broader tokenization drift across versions." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "sam3 model-type warning and SAM3-LiteText memory overflow are different failures." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwarg handling after sync_gpus is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and a DIA documentation example 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-10000-520", + "nodes": [ + "issue:22355", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42907", + "issue:43122", + "issue:43329", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:46002", + "issue:46172", + "issue:46326", + "issue:46762", + "issue:46909", + "issue:47059" + ], + "soft_pairs": [ + "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", + "issue:41628|issue:45278", + "issue:43784|issue:45600", + "issue:43756|issue:44060", + "issue:42907|issue:43937", + "issue:43329|issue:47059", + "issue:44117|issue:44704", + "issue:39401|issue:44488", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "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:42907|issue:43452", + "issue:22355|issue:29159", + "issue:44038|issue:44222", + "issue:45216|issue:45478" + ], + "prepared_review_unit_hash": "9382f5fb4d482c26ac383a9b0a778e84727d1dc89acf443eeed241bbfcabe726", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35734, + "estimated_input_tokens": 8934, + "estimated_eval_tokens": 18124 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated Transformers bugs/regressions around tokenization, model loading, multimodal processors, and save/load behavior. None of the soft-linked pairs look like the same concrete bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Different subsystems and failure modes: Qwen3Omni video processing vs a broken DIA documentation example." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "One is a 5.0 custom model initialization regression; the other is NaNs in classification heads after checkout/init." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Unrelated bugs: buffer access for position_ids vs tokenizer_config class mismatch on save_pretrained." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Different code paths: dequantized model saving vs incorrect output under pipeline parallelism." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "CLI command breakage vs an import-time NameError in sentence-transformers integration." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both mention loading problems, but one is Sentence-Transformers hanging and the other is a MacOS bus error in a CLIP model load." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized weights is not the same bug as failing to load a multimodal Phi-4 model." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility regression is unrelated to incorrect outputs from pipeline parallelism." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance and a torch.split return-value issue are different problems." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "General import errors after upgrade are too broad; the specific missing AutoImageProcessor import is a different concrete failure." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Importing sentence-transformers failing with nn undefined is unrelated to auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model implementation bugs: Smollm3 RoPE layer dropping vs Qwen3-Next tied-weights warning." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Save-pretrained failure for one model family vs invalid GenerationConfig for GLM-5." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Undefined multimodal token helper usage is unrelated to a CLI completion attribute error from huggingface_hub." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not passing kwargs to cached_file are distinct API bugs." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping in Qwen3 tokenizer is unrelated to failing to load a specific BERT model." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset mapping and all-zero assistant masks in multimodal chat templates are different symptoms and code paths." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is unrelated to flash_attention_3 causing degenerate training." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is not the same as a RoPE implementation discussion for GLM-5." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Different attention/math issues in different models; not the same underlying numerical bug." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Passing kwargs to cached_file is unrelated to apply_chat_template crashing on tool-call assistant messages." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe loading issues are unrelated to tokenizer_class mismatch on save_pretrained." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Version-to-version tokenization differences are not the same as continue_final_message behavior for mistral_common tokenizers." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "General tokenization drift across versions is unrelated to assistant_mask generation for multimodal inputs." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "These are different bugs: Qwen3-VL-Moe loading vs position_ids buffer access." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM3 video-related, but one is a model-type warning and the other is a missing attribute on encoder output; not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized model saving and gguf_file loading failures affect different APIs and failure paths." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "ONNX module import failure is unrelated to slow vs fast tokenizer inconsistency." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Different Qwen/moe issues: model loading regression vs FP8 save_pretrained behavior." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Related model family, but save_pretrained producing a bad checkpoint and from_pretrained failing are different concrete problems and should not be merged without stronger evidence." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 53, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:36296", + "issue:38617", + "issue:39379", + "issue:39401", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43278", + "issue:43493", + "issue:43611", + "issue:43824", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44351", + "issue:44355", + "issue:44483", + "issue:44485", + "issue:44610", + "issue:44625", + "issue:44779", + "issue:44938", + "issue:44945", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46877", + "issue:46909", + "issue:47217" + ], + "soft_pairs": [ + "issue:43824|issue:44351", + "issue:43122|issue:44779", + "issue:43116|issue:45200", + "issue:39401|issue:46614", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:22355|issue:29127", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:39379|issue:43232", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:46231|issue:46877", + "issue:43937|issue:44485", + "issue:42898|issue:46614", + "issue:38617|issue:45278", + "issue:44483|issue:47217", + "issue:43976|issue:45446", + "issue:44038|issue:45478", + "issue:43611|issue:46002", + "issue:43066|issue:44779", + "issue:44355|issue:46231", + "issue:45357|issue:45478", + "issue:44625|issue:46002", + "issue:42673|issue:45072", + "issue:43116|issue:43493", + "issue:45083|issue:45446", + "issue:44610|issue:46909", + "issue:42371|issue:43874" + ], + "prepared_review_unit_hash": "9909a566cfc925fa94f96edd08e98ea635f8a2b5b693b347b34ccb0a06973f5b", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35976, + "estimated_input_tokens": 8994, + "estimated_eval_tokens": 18244 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft-similarity pairs are mostly broad thematic overlaps rather than true duplicates. I would reject all of them: they mention related areas like imports, tokenizers, or Qwen models, but each pair points to a different concrete failure mode or code path.", + "confidence": 0.9, + "canonical_issue_reason": "issue:44779 is the clearest standalone bug report in the set: it is a specific, user-visible tokenizer regression with a version boundary and concrete failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44779 is the best representative issue overall because it is narrowly scoped, reproducible, and describes a concrete regression better than the more generic import/error reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different root causes; not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both concern tokenizer regressions in v5, but they involve different tokenizer families and different failure modes." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "One is an example-script classification output issue; the other is a Gemma multimodal config/field default issue." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Both are tokenizer-related, but one is offset mapping and the other is phonemizer backend state; different code paths." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Same surface symptom category, but different packages and missing imports; no shared underlying change is evident." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training and multi-label classification example output are unrelated failures." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "These are unrelated: an import failure for transformers.onnx versus a LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Different bugs: dtype drift between train/eval versus incorrect output under pipeline parallelism." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "One is install-time backend packaging, the other is Python 3.14 load failure; not the same problem." + }, + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "Different model areas and different generation/mask behaviors; no concrete overlap." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different model families and failure modes: SigLIP2 implementation mismatch versus Qwen3_5 infinite loop." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence and array-to-list padding inefficiency are unrelated." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Docs parameter mismatch versus import-time doc-lint logging; different fixes and code paths." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Same model family, but one is invalid GenerationConfig handling and the other is RoPE implementation discussion; not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer cleanup behavior in v5 is unrelated to stale phonemizer language backend state." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A single missing import symbol is not the same as a broad post-upgrade import-breakage report." + }, + { + "left": "issue:44483", + "right": "issue:47217", + "accept": false, + "reason": "An API request validation problem is unrelated to VL image placeholder handling." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Different version-check bugs in different subsystems; no common code-path issue." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3 MoE variants, but the titles point to different model variants and different loading failures; too broad to merge." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model-loading prefix handling and NaNs in classification heads are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "A decoder-type change and a Deepseek tokenizer regression are different tokenizer issues, not the same bug." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and documentation parameter mismatch are unrelated." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 loading/saving, but one is save_pretrained key layout and the other is from_pretrained loading; not the same concrete defect." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-extractor length computation and a PyTorch version check in flex_attention are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Processor input-size mismatch and a broken documentation example are different types of issues." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 settings guidance and a missing image-processor method 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": 54, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:39379", + "issue:39401", + "issue:42222", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43618", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43937", + "issue:43992", + "issue:44075", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44380", + "issue:44466", + "issue:44704", + "issue:44936", + "issue:44995", + "issue:45071", + "issue:45092", + "issue:45405", + "issue:45446", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46328", + "issue:46640", + "issue:46697", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:46762", + "issue:46829", + "issue:46897", + "issue:46981", + "issue:47000", + "issue:47116" + ], + "soft_pairs": [ + "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", + "issue:43827|issue:45446", + "issue:33453|issue:39401", + "issue:45092|issue:46762", + "issue:42673|issue:42796", + "issue:44263|issue:46762", + "issue:44995|issue:46697", + "issue:43673|issue:46328", + "issue:43824|issue:46981", + "issue:43064|issue:43673", + "issue:39379|issue:43688", + "issue:43937|issue:45563", + "issue:42222|issue:47000", + "issue:45405|issue:45446", + "issue:44380|issue:46077", + "issue:42222|issue:43441", + "issue:44117|issue:45588", + "issue:44291|issue:45071", + "issue:42222|issue:46752", + "issue:44466|issue:46002", + "issue:39379|issue:46897" + ], + "prepared_review_unit_hash": "dac98093ba321092db3de3fe178827ff962b30a3fadad91a1e4fbd33e08a1dd1", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35903, + "estimated_input_tokens": 8976, + "estimated_eval_tokens": 18208 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a true duplicate cluster: it spans unrelated tokenizer, attention, training, processor, and docs regressions. None of the proposed soft pairs look like the same underlying bug/change.", + "confidence": 0.93, + "canonical_issue_reason": "No strong canonical issue exists because the items are heterogeneous; if forced to pick a broad representative, issue:46640 is the most generic flash-attention-related ticket, but it does not cover the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46640 is the broadest umbrella title in the set, but only for a narrow flash-attention subset, so it is not a good global duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer arg handling vs trainer lifecycle failure; different code paths and symptoms." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-field regressions, but in different model heads and different tensors; not the same bug." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Missing vision backend error vs repeated 429 retries during config fetch; unrelated processor/network issues." + }, + { + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "Padding inefficiency in feature extraction vs streaming pipeline regression; no shared underlying defect." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Feature request to add GPT-2 flash-attn support vs a generic flash-attn issue; not the same concrete change." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Model weight loading bug vs AutoProcessor kwargs forwarding; different components." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regression vs model accuracy regression after upgrade; too broad and not one bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example script classification output bug vs pipeline v5 error-message bug; unrelated." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still reference removed pipeline API vs PyTorch version check in flex_attention; different areas." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both concern tokenizers, but one is a generic loading regression and the other is a model-specific offset_mapping bug." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-init incompatibility for remote-code checkpoints vs numerical differences in a different attention implementation." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in threaded causal LM use vs tokenizer BPE-marker handling; unrelated." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "torch.split indexing bug vs attention numerical mismatch; different failures." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "Stale indexer cache on second forward pass vs image over-padding; no shared code path." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache regression vs feature extractor padding inefficiency; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "ImportError for a missing model class vs repeated HTTP 429 retry behavior; different subsystems." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Distributed optimizer-state corruption vs generation cache missing; not the same bug." + }, + { + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "Mllama mask handling vs MoE auxiliary-loss normalization; distinct model-specific issues." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig vs stale warning about num_return_sequences; different generation-layer problems." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "VitPose model breakage vs RTDetr loss infeasibility; unrelated model families." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Dependency version bump issue vs flex_attention import version check; different concerns." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT-2 attention scaling ignored under SDPA/FlashAttention vs Gemma4 bidirectional mask construction; both attention-related but not the same bug." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose breakage vs Ministral flash-attention failure; unrelated models and failure modes." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None handling vs flash_attention.py sink-less-model AttributeError; unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "init_empty_weights constructor argument bug vs PretrainedConfig type-checking regression; both v5-related but distinct." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose model breakage vs empty-list chat template crash; unrelated." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "State serialization/tied-weights inconsistency vs NaNs in classification heads; different symptoms and likely causes." + }, + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "Different model families and bug classes; no evidence of the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 55, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43122", + "issue:43408", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44496", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45478", + "issue:45561", + "issue:45632", + "issue:45656", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46617", + "issue:46762", + "issue:46981", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:44410|issue:45310", + "issue:43937|issue:44977", + "issue:39401|issue:44779", + "issue:45071|issue:46512", + "issue:45071|issue:47059", + "issue:44704|issue:47110", + "issue:45341|issue:46328", + "issue:44829|issue:45216", + "issue:43450|issue:43986", + "issue:44117|issue:45081", + "issue:45341|issue:45561", + "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:42371|issue:44261", + "issue:39401|issue:46209", + "issue:43937|issue:44496", + "issue:44261|issue:46762", + "issue:44484|issue:45310", + "issue:44933|issue:45278", + "issue:42371|issue:46617", + "issue:44410|issue:45478", + "issue:44075|issue:45656", + "issue:38617|issue:44220", + "issue:44263|issue:44485" + ], + "prepared_review_unit_hash": "e956724c545b87e839747e10a2996fbf70efca30b3bf4fa7370bbc694c40fae3", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "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 set is mostly a grab bag of unrelated issues across tokenizers, model loading, processors, training, and docs. I found only weak thematic overlap and no true duplicate pairs, so I reject all soft-edge matches.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45278 is the broadest umbrella in the set (multiple import errors after an upgrade) and is the closest thing to a cluster representative, though it is still not a true duplicate of most items here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 best represents the only clear recurring theme in this group: upgrade-related import breakage. It is broader than the other issue titles and most likely to anchor any related triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen-family loading failures: missing projections in one case vs a from_pretrained error in the other." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Both concern generation behavior, but one is an invalid GenerationConfig and the other is a flash-attention generation regression." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different outputs (offset mapping vs general tokenization)." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "One is a PretrainedConfig type-checking regression; the other is a stale dtype field after from_config(dtype=...)." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "Config type-checking and CLI completion breakage are unrelated code paths." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "AutoProcessor kwargs forwarding to cached_file is unrelated to special_tokens being a list instead of a mapping." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A testing_utils bug and a SequenceFeatureExtractor.pad performance issue are different fixes." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration and Qwen3.5 save_pretrained checkpoint corruption are different concrete bugs." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Both involve video processing, but one is a batched-shape bug and the other is a torchvision dependency crash." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and the Mistral regex patch crash are separate tokenizer-loading problems." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Generic testing_utils behavior and a pytest-xdist race on captured_info.txt are not the same defect." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Cache-path collision for trust_remote_code models and repeated 429 retries in AutoProcessor are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A 3d_parallel.py runtime failure does not match a small testing_utils bug." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "sam3 model-type warning and a MobileLLM loading key error are different failures." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different API breakages." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer output regression and noisy logging are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading and a documentation parameter-name mismatch are not the same bug." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose model breakage and a backend-mapping validation error are different issues." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API settings and missing rms_norm_eps in MLA q_a_layernorm are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping and FP8 inference on B200 are completely different code paths." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "A bad GenerationConfig and an unrecognized-model/config.json load error are not the same defect." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both mention numerical correctness, but one is a missing config value and the other is an attention-parity discrepancy." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "A save_pretrained shard-size question and a Qwen3.5 MoE from_pretrained failure are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "They share a broad import-regression theme, but not the same concrete missing import or fix." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 behavior settings and a cache FileNotFoundError are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen-related loading issues, but they concern different models and different concrete symptoms." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD arguments being ignored and a double optimizer step under deepspeed are different optimizer bugs." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "An import error and a _torch_extract_fbank_features bug do not point to the same underlying change." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A torch.split handling issue and a GLM-5 RoPE implementation discussion are distinct 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": 56, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42757", + "issue:42886", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44077", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45375", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45588", + "issue:45753", + "issue:46123", + "issue:46172", + "issue:46369", + "issue:46752", + "issue:46894", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:43066|issue:43122", + "issue:43208|issue:46894", + "issue:43097|issue:44493", + "issue:44077|issue:46981", + "issue:46752|issue:47116", + "issue:43673|issue:45341", + "issue:43931|issue:44410", + "issue:41628|issue:45071", + "issue:43874|issue:44261", + "issue:44483|issue:45464", + "issue:27957|issue:43352", + "issue:44484|issue:45478", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43441|issue:44829", + "issue:43931|issue:44038", + "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:43874|issue:44263", + "issue:45753|issue:46369", + "issue:44117|issue:44987", + "issue:43097|issue:45588", + "issue:45440|issue:46172", + "issue:44410|issue:45375", + "issue:43673|issue:46123", + "issue:44038|issue:44410", + "issue:38617|issue:42757" + ], + "prepared_review_unit_hash": "864234e03ffddb82d91809b3c1c6b94605781c36f58995c1e30f65b4cbeb703a", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36931, + "estimated_input_tokens": 9233, + "estimated_eval_tokens": 18722 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports; the soft pairs share superficial subsystem or version keywords but not the same underlying bug or change. No PRs are present. If a single issue must represent the cluster, 43097 is the broadest v5 regression-style report, but the set is too heterogeneous to be a true duplicate cluster.", + "confidence": 0.8, + "canonical_issue_reason": "issue:43097 is the broadest, most central regression report in the set and has inbound references, so it works best as a loose representative headline.", + "canonical_pr_reason": null, + "best_issue_reason": "Best as a cluster representative, though only weakly: it is broad and user-facing, but the surrounding items are too diverse for a strong duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both involve tokenizer behavior in v5, but one is a wrong decoder type and the other is a broader tokenization change; not the same underlying bug." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "Both are training bugs, but they affect different models and failure modes; no evidence they share a single code-path defect." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "One is about a removed config flag, the other about unexpected position-id keys; these are different regressions." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "Completely different areas: PatchTSMixer init behavior vs AutoProcessor retrying HTTP 429s." + }, + { + "left": "issue:46752", + "right": "issue:47116", + "accept": false, + "reason": "Empty-list chat templating crash and streaming pipeline regression are separate code paths." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache/chunked prefill vs a testing utility bug; unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen model families with different load-time shape/projection issues." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking regression are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Image patch-count support vs MLA layernorm epsilon/config precision issue; not the same bug." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but one is a broad API acceptance issue and the other is a model-specific streaming failure." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they are different models and different support/compatibility problems." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Save-pretrained shard sizing and a Qwen3.5 MoE load error are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different tensor/indexing bugs in different model code paths." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA indexer ReLU omission vs DeepSeek tensor transpose issue are separate defects." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both involve flash attention, but one is a model incompatibility and the other is a training-degeneration bug." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen-VL-related, but they describe different model/load failures and different architectures." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "One is a compile-time warning, the other is an incorrect dtype state on load; related theme, different bug." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Config removal regression vs gguf_file loading breakage; not the same issue." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Layernorm epsilon precision bug and GLM-5 RoPE implementation issue are distinct." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Missing torchvision crash in AutoProcessor vs a testing utility bug; unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "sys.modules access bug and testing_utils bug are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:46981", + "accept": false, + "reason": "Offline cache loading and repeated 429 retries are different network-handling failures." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug and a testing utility bug do not share an underlying cause." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Image-patch counting and torch.split return-value handling are different code paths." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Infinite-loop image issue and memory overflow in another model are not the same defect." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping returning None may contribute to loading failures, but the evidence is too indirect to treat these as the same bug." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Config removal regression vs flash_attention.py crashing on s_aux=None are unrelated." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek model versions and different tensor/implementation failures." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing QKV/gate projections and a missing vision-config field are separate model-definition bugs." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache/chunked prefill bug and mask pipeline final-batch dropping are different pipeline issues." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen-related, but one is a Qwen3-VL-Moe compatibility issue and the other is a missing-projection bug in qwen3next." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they come from different modules and different missing symbols." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 57, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:38617", + "issue: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:44062", + "issue:44117", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44451", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45372", + "issue:45712", + "issue:45753", + "issue:46050", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46897", + "issue:47116" + ], + "soft_pairs": [ + "issue:43097|issue:46050", + "issue:43986|issue:45372", + "issue:43064|issue:44315", + "issue:43208|issue:46897", + "issue:46655|issue:46664", + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:46298|issue:46752", + "issue:43097|issue:43873", + "issue:43986|issue:44484", + "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:43012|issue:44368", + "issue:43992|issue:44484", + "issue:43827|issue:47116", + "issue:43352|issue:43976", + "issue:43208|issue:43550", + "issue:43066|issue:43906", + "issue:43825|issue:44655", + "issue:43352|issue:44380" + ], + "prepared_review_unit_hash": "1a8c1951a00154f7aab0cd50d675e9bb323d267c5199934244fe28ece70e0a2f", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37466, + "estimated_input_tokens": 9367, + "estimated_eval_tokens": 18990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated bug reports across different models, APIs, and failure modes. None of the soft pairs look like the same underlying issue/change, so I would not merge any of them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "If one issue must serve as the anchor, issue 43097 is the broadest v5 regression report and has inbound references, but the set is too heterogeneous to treat as a single duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43097 is the best representative solely because it is a broader platform regression with follow-up attention; however, it is not a strong canonical for the full set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Different problems: v5 config removal vs quantized save/load breakage." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Different import/loading failures affecting different processors and missing packages." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Different training-path bugs: FSDP2 optimizer state mismatch vs Liger kernel not applied." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "Different model-specific training bugs; only vague loss/shape similarity." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same subsystem, but padding calculation and num_frames semantics are distinct bugs." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Unrelated: flaky test seeding vs a noisy logging message." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and code paths." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer constructor argument conflict vs mapping None handling are different defects." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging is unrelated to empty-list chat template crash." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Different v5 API removal vs quantization/offloading behavior." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Video processor import crash vs save_pretrained shard-size default question." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "PyTorch bf16 warning is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping fallback bug vs pipeline output/type mismatch." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "DeepSeek tensor transpose issue vs accuracy regression after upgrade." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Local-files-only network leakage vs missing embed_tokens weight during load." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Cached-file kwarg forwarding bug vs auto-docstring annotation crash." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer.evaluate after train vs import failure caused by datasets installation are different." + }, + { + "left": "issue:44451", + "right": "issue:47116", + "accept": false, + "reason": "Model loading failure vs streaming pipeline regression; different code paths." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Attention scaling ignored in SDPA/FlashAttention vs cache lazy-init recompilation bug." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import failure vs unsupported backend mapping error." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "Training optimizer-state bug is unrelated to streaming pipeline regression." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Save/load quantization bug vs image-specific infinite loop in a different model." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model persistence vs pipeline save_pretrained support are different issues." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy class cleanup/check_repo problem is unrelated to logging noise." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "BF16 warning is not the same as torch.compile failing on SDPA." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Precision warning vs tie_word_embeddings config warning are different." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing encoder weights on load is unrelated to shard-size default behavior." + }, + { + "left": "issue:43827", + "right": "issue:47116", + "accept": false, + "reason": "Docs referencing removed pipeline APIs vs runtime streaming regression are distinct." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Model-specific Flash Attention support vs Python-version compatibility are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and Bamba compile/SDPA failure are different models and failures." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type vs an isolated reproduction of another issue." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Incorrect pipeline error message vs saving Pipeline objects are not the same bug." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Flash Attention support missing vs attention scaling being ignored are different model/backend 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": 58, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42757", + "issue:42890", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43582", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43937", + "issue:44038", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:44734", + "issue:45276", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:46077", + "issue:46132", + "issue:46172", + "issue:46298", + "issue:46365", + "issue:47059", + "issue:47116" + ], + "soft_pairs": [ + "issue:44734|issue:47116", + "issue:43097|issue:46298", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44162|issue:46172", + "issue:44077|issue:46365", + "issue:44222|issue:45478", + "issue:42890|issue:47059", + "issue:42757|issue:43824", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:43064|issue:44380", + "issue:42175|issue:46365", + "issue:43012|issue:44683", + "issue:44483|issue:44514", + "issue:38617|issue:43502", + "issue:43756|issue:44485", + "issue:43618|issue:44380", + "issue:36010|issue:42757", + "issue:45276|issue:46077", + "issue:43618|issue:43761", + "issue:44038|issue:44230", + "issue:42994|issue:44655", + "issue:43208|issue:43526", + "issue:43299|issue:43867", + "issue:44625|issue:46365", + "issue:43352|issue:43937", + "issue:43611|issue:44655", + "issue:36683|issue:43475", + "issue:44625|issue:46077" + ], + "prepared_review_unit_hash": "b82dba026398195356554e93063606a9a53068b03bd84426fc3229441f780f43", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36397, + "estimated_input_tokens": 9100, + "estimated_eval_tokens": 18456 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated regressions across different models, APIs, and dependency failures; none of the soft pairs look like true duplicates of the same underlying bug/change.", + "confidence": 0.94, + "canonical_issue_reason": "Use issue:43097 as the representative because it is a concrete, widely relevant v5 regression with downstream references; the rest are mostly isolated model- or dependency-specific problems.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 is the best single representative: clear regression, well-scoped, and broader than most others in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44734", + "right": "issue:47116", + "accept": false, + "reason": "Both involve serving regressions, but they hit different endpoints and failure modes (KV-cache indexing vs streaming pipeline behavior)." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "One is a compatibility regression, the other is a logging nuisance; no shared underlying bug." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper generation bug and Trainer import conflict are unrelated subsystems." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Both touch attention, but one is backend-specific GPT2 scaling loss and the other is an API behavior change in registration." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "Completely different model bugs and code paths." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "xLSTM post_init validation and Trainer import failure are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both mention MoE/fp8, but one is save_pretrained and the other is from_pretrained loading; different concrete failures." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "Test flakiness from missing seeds vs CLI incompatibility with huggingface_hub are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols from different packages and different root causes." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3 config attribute bug and Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention backend scaling regression and sequence-classification zero-loss bug are different issues." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer-state corruption and GPT2 attention scaling are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Dependency/backend packaging problem vs Trainer import conflict; no same code-path." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A warning on bfloat16 compilation is not the same bug as flex_attention failing on newer torch." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat-completions API request rejection and processor batched-template crash are different layers and failures." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Missing internal import and unwanted network requests are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both concern RoPE, but they affect different models and different implementation defects." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP attentions assignment regression and GPT2 attention scaling are different model/backend issues." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different modules and symbols with no shared underlying fix." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Gemma4 token embedding resize and bidirectional-attention mask construction are separate bugs." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Same model family, but one is missing attentions and the other missing hidden_states; distinct behaviors." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Generic Qwen3-VL-Moe breakage vs fp8 inference support are not the same concrete bug." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and pipeline save_pretrained failure are different object types and paths." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction bug are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are load-model failures, but the trigger and root cause differ." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 config propagation bug and Trainer import issue are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Nemotron FlashAttention support and GLM-5 GenerationConfig validation are different model-specific failures." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Model loading with base_model_prefix and saving Pipeline objects are different code paths." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3 config attribute error and SAM3 video missing output attribute are unrelated model bugs." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "One is config propagation for Qwen3.5, the other is Gemma4 attention-mask logic." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 59, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43502", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44655", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45850", + "issue:46050", + "issue:46077", + "issue:46202", + "issue:46285", + "issue:46365", + "issue:46512", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:44355|issue:46877", + "issue:44655|issue:46050", + "issue:43976|issue:44938", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:44938|issue:47059", + "issue:36683|issue:47110", + "issue:46077|issue:46512", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:29870|issue:36296", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:43992|issue:45310", + "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:43867|issue:45375", + "issue:41669|issue:44246", + "issue:42890|issue:45561", + "issue:43618|issue:44077", + "issue:43010|issue:43976", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:43502|issue:44062" + ], + "prepared_review_unit_hash": "5fc120693457ca339aefe8acc44f6b13452f9612f972ca34b8582f4fec7d876b", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37292, + "estimated_input_tokens": 9323, + "estimated_eval_tokens": 18902 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues across model configs, loading, training, and test infra. The only soft duplicate pair that looks like the same underlying problem is import-time performance: removing `import *` in models vs. reports that `import transformers` is slow.", + "confidence": 0.84, + "canonical_issue_reason": "issue:41669 is the most concrete root-cause issue in the set: it identifies import-time slowdown from `import *` usage and points to the specific fix, making it a better canonical anchor than the more symptom-level import-slow report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the best representative issue here because it is specific, actionable, and matches the clearest duplicate candidate on import performance.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Both involve import/run-time oddities, but one is about compiled Python files and the other is doc-lint output at import time; different bugs." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Both mention save/pretrained flows, but one is about Pipelines and the other is quantized models; too different to be the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are version-specific load failures, but they target different Python versions and likely different failure modes." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Different models and different problems: missing `vocab_size` vs. an invalid optional `post_init` on patchtsmixer." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both are checkpoint/loading related, but one is a generic state_dict ordering issue and the other is a Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Unrelated failures: Python 3.14 import/load issue vs. CLI completion breakage from huggingface_hub." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "No clear overlap: missing config attribute vs. tokenizer special-tokens type error." + }, + { + "left": "issue:46077", + "right": "issue:46512", + "accept": false, + "reason": "Different code paths: attention-mask construction vs. `from_config(dtype=...)` metadata staleness." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Different models and bugs; CLIPOutput attentions assignment is unrelated to Qwen3.5 checkpoint saving." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are config-attribute complaints, but they concern different models and different missing fields." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "A generation-time Bart decoder mask bug is unrelated to a tensor-parallel training bug." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Training/optimizer state corruption is unrelated to a typo in cache strategies." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "A specific cache-method decorator issue is not the same as a broad set of import errors after upgrade." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer argument handling is unrelated to Trainer import failure tied to datasets." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are from_pretrained issues, but they affect different models and different missing pieces." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs not being forwarded has nothing to do with Qwen3.5 variable-length position_ids." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Different subsystems: Qwen3-VL bbox output vs. RTDetr loss infeasibility." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Both involve roundtrip/load behavior, but the actual failure modes and models are different." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart decoder-mask error and tokenizer-loading regression are separate bugs." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-file import errors and a Python 3.13 torch.jit parsing problem are different import failures." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a training bug and the other is OOM on model loading." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A specific cache update bug is not the same as a vague report that many models broke after 5.0." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Generic state_dict loading issues do not match a missing config field in Qwen3_5MoeVisionConfig." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both point to the same import-time performance problem; 41669 provides the concrete root cause (`import *` overhead), while 44246 is the user-facing symptom report." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test-related, but one is seed-related flakiness and the other is an xdist race in captured_info.txt." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Different model issues with no shared code path." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update semantics and Python-version load failures are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "A generic load/state_dict issue is not the same as incorrect visual encoder keys being saved for Qwen3.5." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Both are correctness complaints, but they concern different components and different implementations." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only network leakage is unrelated to `AddedToken(..., special=...)` argument duplication." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet, and the only accepted soft pair (issue:41669 vs issue:44246) is a conservative, evidence-backed match on import-time slowdown. The remaining false verdicts read appropriately cautious given the issue titles and do not overstate similarity." + }, + "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": 60, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:42548", + "issue:42757", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43352", + "issue:43502", + "issue:43576", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:44112", + "issue:44222", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44749", + "issue:44961", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46132", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42898|issue:46664", + "issue:44222|issue:45125", + "issue:44734|issue:46617", + "issue:43723|issue:44556", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:45850|issue:47110", + "issue:43824|issue:46617", + "issue:43576|issue:46132", + "issue:43010|issue:43065", + "issue:44387|issue:44556", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:42548|issue:44351", + "issue:43827|issue:44961", + "issue:45125|issue:45375", + "issue:44355|issue:44749", + "issue:30990|issue:31795", + "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:44485|issue:44961", + "issue:44315|issue:44360", + "issue:43352|issue:44961", + "issue:44351|issue:46617" + ], + "prepared_review_unit_hash": "4d65ec9338732627f70a1f327620f1b8cd7c843bc0e8117e2fcf78a2a6ca3251", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 39005, + "estimated_input_tokens": 9752, + "estimated_eval_tokens": 19760 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly unrelated issue reports with only broad topical overlap (loading, v5 regressions, CLI, model-specific bugs). I reject all soft edges because none look like the same underlying bug/change. No PRs are present.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45478 is the best canonical anchor: it is a concrete, self-contained loading regression with a specific model/version and clear failure mode, unlike the broader or more ambiguous reports here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45478 is the most triageable standalone issue: specific model family, specific version regression, and a direct from_pretrained failure path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Flaky test seeding vs model loading failure; different bugs." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/test-related, but the failure modes are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization cleanup semantics vs video frame-count semantics." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained bug vs missing tensor-parallel plan; different code paths." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation crash vs cache FileNotFoundError; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading in v5 vs checkpoint reload after upgrade; too broad to merge." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only network leak vs GLM-5 RoPE implementation; unrelated." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-processor method vs trust_remote_code cache file error." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "Generic v5 complaint vs special_tokens list/keys error; not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Missing exported class vs cache loading FileNotFoundError; different causes." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "CLI env command breakage vs AttentionInterface.register behavior change." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "no_grad decoration for cache updates vs dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "int4 quantization OOM vs model reload failure after upgrade." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but tensor-parallel metadata vs generic from_pretrained error are not clearly the same bug." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting issue vs tokenizer loading regression; unrelated." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Two different import errors for different symbols; not duplicates." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() vs an unrelated racoon issue." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Tensor-parallel support bug vs missing config field; different defects." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors vs training slowdown after upgrade." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading hang vs confusing forward docs; different topics." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Network requests despite local_files_only vs unrelated racoon issue." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "local_files_only bug vs FP8 moe save_pretrained bug; unrelated." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Video num_frames semantics vs missing-vision-backend AutoProcessor error." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache update no_grad request vs sync_gpus generation kwargs issue." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow reporting failure vs tensor parallel training bug." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL loading regression vs checkpoint reload regression; too different." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "Generation UnboundLocalError vs forward docs confusion." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression vs Llama 3.2 vision model loading breakage." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file execution errors vs PreTrainedConfig type-checking regression." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing hub import vs broken transformers env CLI; not the same issue." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI command breakage vs config type-checking regression." + }, + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "Different CLI failures with different dependency breakpoints." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation ambiguity vs import error for layer_type_validation." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Unclear racoon issue vs Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation issue vs unrelated racoon issue." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash Attention support error vs unrelated racoon issue." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application bug vs DSA indexer discussion; unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "HybridCache import error vs trust_remote_code cache FileNotFoundError." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 61, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:36296", + "issue:41628", + "issue:41669", + "issue:42371", + "issue:42548", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43867", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44315", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45375", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46218", + "issue:46617", + "issue:46664", + "issue:47059", + "issue:47110", + "issue:47176" + ], + "soft_pairs": [ + "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:43867|issue:47110", + "issue:43525|issue:47110", + "issue:44315|issue:46209", + "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:44273|issue:45003", + "issue:44360|issue:46664", + "issue:41669|issue:43673", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:44393|issue:45753", + "issue:43525|issue:45850", + "issue:44230|issue:46095", + "issue:43572|issue:45850", + "issue:44556|issue:45092", + "issue:44492|issue:45850", + "issue:45850|issue:47059", + "issue:42371|issue:44492", + "issue:43408|issue:44315", + "issue:41669|issue:46218", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43576|issue:47176", + "issue:43576|issue:44908", + "issue:43352|issue:44393" + ], + "prepared_review_unit_hash": "02b62c479e3373799358b6e505b8872f2c3f02b6cc3feb586a8d00ccb8d83fba", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37448, + "estimated_input_tokens": 9362, + "estimated_eval_tokens": 18980 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidate edges are broad-similarity false positives. I\u2019d only merge the lazy-loading/import-speed pair; the rest are different concrete bugs or too loosely related to treat as duplicates.", + "confidence": 0.69, + "canonical_issue_reason": "issue:44273 is the best umbrella issue here: it is the broader, more actionable lazy-loading regression, while issue:44246 reads like a symptom report about import slowness.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44273 is the strongest representative overall: concrete, user-facing, and broad enough to subsume the related lazy-loading/import slowdown report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug vs text-classification docs; unrelated bug and surface area." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "Different failure modes and code paths: SAM 3 video attribute error vs remote-code cache FileNotFoundError." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both RoFormer-related, but one is kwargs propagation and the other is attention-interface usage; not clearly the same bug." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are top-level import failures, but for different symbols and likely different missing exports/root causes." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained vs FP8 inference support are different operations and likely different bugs." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "Missing config field in Qwen3_5MoeVisionConfig vs a special_tokens shape error; unrelated." + }, + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "State_dict load ordering issue vs special_tokens keys error; unrelated." + }, + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Llama4Config pad_token_id attribute bug vs special_tokens list/keys error; different failures." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel model_init hook issue vs FP8 inference on B200; different code paths." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "RoPE implementation discussion vs video num_frames inconsistency; unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A specific Qwen3.5 chat crash vs a broad meta-issue about many models breaking in v5." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked-prefill cache regression vs a cache-strategies typo; not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "A concrete processor.save_pretrained file-missing bug vs a placeholder 'Bug report' title; no evidence of duplication." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy-loading regression vs a TensorFlow backend dependency problem; different underlying causes." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "General Qwen3-VL-Moe bug vs missing tensor-parallel plan for Qwen3_5Moe; related model family but different issue." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import/lazy-loading behavior, but 45003 is specifically about unsafe sys.modules access and is not clearly the same bug." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA ReLU discussion vs video processor num_frames semantics; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Removing import * from models vs cache missing in chunked_prefill; different concerns." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL 2D bbox output issue vs PretrainedConfig type-checking breakage; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env command vs checkpoint reload compatibility; same version context, but not the same bug." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-VL/vision-related, but one is bbox output hallucination and the other is an infinite loop on a specific image." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific Llama4 config attribute error vs a broad 'v5 breaks too many models' complaint." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support issue vs a weight-conversion-script question; different intents." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression vs a broad v5 breakage report; too general to merge." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both involve old checkpoint loading under v5, but one is a general upgrade failure and the other is a specific remote-code/meta-init incompatibility; not clearly the same concrete bug." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo vs a broad compatibility complaint; not the same issue." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "General v5 breakage vs a specific CLI regression with huggingface_hub; different concrete failures." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API-setting behavior vs cache-strategy typo; unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning during instantiation vs Liger Kernel application with model_init; different bugs." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-* removal/performance issue vs missing Qwen3_5 module import; unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": true, + "reason": "Both describe the same lazy-loading/import regression; slow import is a symptom of lazy loading not working properly." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in tests vs inverse_sqrt scheduler kwargs handling; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:47176", + "accept": false, + "reason": "Broken env command vs shell-operator allowlist bypass security issue; completely different." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Env command regression vs scheduler kwargs bug; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Nemotron Flash Attention support warning vs Qwen3-VL bbox output issue; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted soft edge is phrased conservatively: the import-slowdown issue is plausibly a symptom of the lazy-loading regression. The other pairwise rejections also stay on the cautious side and do not overclaim duplication." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 62, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43704", + "issue:43976", + "issue:44077", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45071", + "issue:45230", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46894", + "issue:47110", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44492|issue:46328", + "issue:44704|issue:44908", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43976|issue:47176", + "issue:44485|issue:47176", + "issue:44360|issue:45468", + "issue:43576|issue:44273", + "issue:43519|issue:46655", + "issue:44315|issue:44829", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:44485|issue:47177", + "issue:43519|issue:44485", + "issue:45468|issue:46894", + "issue:44655|issue:44861", + "issue:43976|issue:47177", + "issue:43519|issue:44908", + "issue:43576|issue:46218", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:45850|issue:47177", + "issue:45850|issue:47176", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:46218|issue:47177", + "issue:46018|issue:46172", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:43352|issue:46218", + "issue:44351|issue:46218", + "issue:44861|issue:47110", + "issue:42913|issue:43066" + ], + "prepared_review_unit_hash": "cf728d0fc658c34fe381435f532f8b93f804712c176fc408c9cabb937a36f317", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 46, + "serialized_chars": 40695, + "estimated_input_tokens": 10174, + "estimated_eval_tokens": 20604 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of Transformers v5-era bug reports and regressions, but the soft pairs mostly point to different symptoms and code paths rather than true duplicates. I would not merge any of the candidate pairs.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella in the set (\u201cSince 5.0 version it breaks too many models\u201d), so it is the most representative cluster-level issue, even though it is too vague to be a precise duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "45850 is the most cluster-representative issue because it captures the general v5 breakage theme better than the narrow model- or component-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Different bugs: position_ids buffer access error vs an unspecified generic bug report; no shared code-path evidence." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "tokenizer.save_pretrained metadata mismatch is unrelated to the generic report; not the same underlying issue." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility failure is unrelated to Qwen3-VL bounding-box output behavior." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are separate code paths with different failure modes." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "A cache-strategy typo is unrelated to SequenceFeatureExtractor.pad's numpy/list conversion inefficiency." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor cached_file kwargs forwarding is unrelated to inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup/performance issue is not the same as the HybridCache import failure." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Model import cleanup is unrelated to a testing_utils bug." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python support mismatch and module import failure are different regressions." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "patchtsmixer post_init policy and _tied_weights_keys AttributeError are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about forward args is not the same as tokenizer loading regression." + }, + { + "left": "issue:43976", + "right": "issue:47176", + "accept": false, + "reason": "Python version compatibility and shell command allowlist bypass are unrelated concerns." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "RoPE implementation discussion is unrelated to the shell-substitution security bypass." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer activation choice and Gemma-4 audio positional encoding are different model-specific bugs." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken transformers env command and lazy loading failure are unrelated features." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3VL timestamp calculation and SmolVLM video padding are separate processor bugs." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application in model_init and flash_attention_3 training degeneration are distinct issues." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report and Qwen3.5 Moe from_pretrained error are not the same concrete defect." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading behavior and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "GLM-5 RoPE implementation and tar/zip-slip RCE are completely different classes of bugs." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp math is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma-4 audio positional encoding and CohereASR double-shift training loss are different model/training bugs." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure and tied-weights key handling are unrelated save/load paths." + }, + { + "left": "issue:43976", + "right": "issue:47177", + "accept": false, + "reason": "Python version support and archive extraction RCE are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp calculation and scheduler kwargs are different subsystems." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env CLI and Qwen3_5ForCausalLM import failure are not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "import * removal and VRAM leak in multi-threaded dataloader usage are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Forward-doc confusion is unrelated to Llama 3.2 model loading breakage." + }, + { + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "A broad v5 regression theme does not make this the same bug as a shell/archive RCE vulnerability." + }, + { + "left": "issue:45850", + "right": "issue:47176", + "accept": false, + "reason": "General v5 breakage reports are too broad to match a specific command-substitution bypass vulnerability." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "RoPE implementation and audio positional encoding are separate model internals." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak under dataloader threads is unrelated to GLM-5 RoPE behavior." + }, + { + "left": "issue:46218", + "right": "issue:47177", + "accept": false, + "reason": "Module import failure and archive RCE are different layers and failure modes." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Shared expert gating and comb.to(dtype).transpose(-1, -2) shape/dtype issue are unrelated DeepSeek-v4 bugs." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network calls and Qwen3VL timestamp calculation are separate problems." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance is unrelated to a VRAM leak bug." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad statement that many models break is not the same as a specific Qwen3_5 import failure." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and processor.save_pretrained missing files are different bugs." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split return values and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA rms_norm_eps precision issue and Gemma-4 audio positional encoding are different implementation bugs." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching support for audio models is unrelated to DeepSeek-v4 weight conversion questions." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation in a processor and multi-thread VRAM leak are not the same code path." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2 support for NemotronHForCausalLM is unrelated to a Qwen3_5 import error." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "HybridCache import exposure and Qwen3_5 module import failure are distinct packaging/import issues." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "tied-weights key handling and special_tokens list-vs-dict error are unrelated attribute/type errors." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Unexpected tokenizer behavior differences and wrong tokenizer decoder type are related to tokenizers generally, but these are different concrete v5 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": 63, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:42936", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45850", + "issue:46018", + "issue:46144", + "issue:47059", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:44861|issue:47059", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44998|issue:47177", + "issue:44998|issue:47176", + "issue:44492|issue:44998", + "issue:44998|issue:45850", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:29870|issue:31515", + "issue:31515|issue:36296", + "issue:30333|issue:31515", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43668|issue:43813", + "issue:43240|issue:43668", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "65907bddb4c65d2066b0cbff1a1daa56195fef904551a6483edec7effeaf90a1", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993436, + "estimated_input_tokens": 248359, + "estimated_eval_tokens": 496974 + }, + "budget": { + "node_count": 31, + "item_count": 31, + "soft_pair_count": 29, + "serialized_chars": 26078, + "estimated_input_tokens": 6520, + "estimated_eval_tokens": 13296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issues with superficial title overlap. The only recurring theme is Flash Attention 2.0, but the matching items are still different model-specific or feature-level requests rather than exact duplicates, so I would not merge any soft edge.", + "confidence": 0.63, + "canonical_issue_reason": "issue:45250 is the broadest clean representative of the recurring Flash Attention 2.0 theme; the nearby flash-attention items are narrower model-specific requests, while the rest of the cluster is unrelated noise.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45250 is the best overall anchor because it is concise, technical, and closest to the small flash-attention subtheme in this noisy set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Different failures: tied-weight helper AttributeError vs CLI/huggingface_hub completion regression." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but one is GPT2LMHeadModel-specific support and the other is a generic feature request, not the same change." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwarg bug and an unrelated spam title are not the same issue." + }, + { + "left": "issue:44998", + "right": "issue:47177", + "accept": false, + "reason": "Unemployment spam is unrelated to a shell-operator command-substitution security bypass." + }, + { + "left": "issue:44998", + "right": "issue:47176", + "accept": false, + "reason": "Unemployment spam is unrelated to a shell allowlist bypass under ALLOW_SHELL_OPERATORS=true." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Typo in cache strategy docs and the spam issue share no underlying bug or fix." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Spam title does not correspond to the broad version-breakage report." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weights AttributeError and chat-template tool-call crash are different code paths." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading and missing import of layer_type_validation are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support and processor.save_pretrained missing files are different bugs." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both are Flash Attention 2.0 related, but they target different models and request separate support work." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate() decoder mask bug is unrelated to slow from_pretrained checkpoint loading." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint load performance and tensor-parallel training bug are different problem domains." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow run-finalization reporting and slow checkpoint loading are not the same underlying issue." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "from_pretrained performance and forward-API documentation confusion are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 inference support and Qwen3.5 MoE from_pretrained error are different model/features." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models is unrelated to FP8 Qwen inference support." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior and RoFormer attention interface usage are different code paths." + }, + { + "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": "ModernBERT norm_eps typing and tokenizer regex warnings are different issues." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value handling and loss-kwargs propagation are not the same fix." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs plumbing and RoFormer attention interface usage are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Different subsystems: segmentation loss handling vs tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former loss behavior and RoFormer attention implementation are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value and a quantization-operation typo are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect type hint in ModernBERTConfig and a quantization typo are different issues." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs forwarding and ModernBERT type hint correctness are unrelated." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4TextL2Norm/RMS norm question is unrelated to a ModernBERT config type hint." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value handling and ModernBERT type hint correctness are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 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": "215aefd70a2a34cba6740b0ff0530c9a4642316e42f8d446af872d5d8b1eed76", + "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 unrelated feature requests in different areas: tokenizer truncation behavior, learning-rate scheduling, and Wav2Vec2 word timestamps. None should be deduplicated together.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue emerges because the topics are unrelated; if a representative issue had to be chosen, #10519 is the clearest self-contained feature request, but 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 domains and user needs: tokenizer truncation direction vs Wav2Vec2 word boundary offsets. Similarity is only superficial at the feature-request level." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "One asks for truncation-from-beginning behavior; the other asks for ReduceLROnPlateau-like scheduling. No shared bug or code path." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Learning-rate scheduler functionality and audio word timestamp extraction are unrelated; not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "880c07c7e39aa0c2216be6ce1fcc96bd33427dbafd6dc282df3ae1518fde412c", + "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 three issues do not look like duplicates: one is about Tapas tokenization differing from TensorFlow, one about a misleading private-model download error, and one about failing to load bert-base-uncased. The cluster is only loosely related by Transformers/model-loading context.", + "confidence": 0.91, + "canonical_issue_reason": "issue:16618 is the broadest and most representative user-facing failure in the set; it also has the strongest discussion activity. The other two are narrower and concern different underlying problems.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:16618 is the best single issue to keep as the cluster representative because it is the most generic model-loading bug and closest to the shared theme suggested by the soft similarity links.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tokenization mismatch for Tapas and a model-loading failure for bert-base-uncased are different code paths and different user problems." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "A bad error message for unauthenticated private-model download is not the same underlying bug as a failure to load bert-base-uncased." + } + ] + }, + "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": "8342f49131c9e51c665eaec35a10dab56df7d397749682c1dd0195495449a92b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate community-contribution feature requests: one for Flash Attention 2 support and one for GGUF support. They target different architectures and different implementation work, so they are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a duplicate of the other; if forced to pick a representative, #33260 is the more recent and slightly more central request, but both should remain separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different requested features for different model/runtime support paths (Flash Attention 2 vs GGUF); they do not 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": 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": "c501c0e4223cbbf00306715f2ecbf0696dbf7cbc08ec1604d53d79b7f3729004", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15985, + "estimated_input_tokens": 3997, + "estimated_eval_tokens": 8250 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15985, + "estimated_input_tokens": 3997, + "estimated_eval_tokens": 8250 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only the Thai pair 46222/46226 looks like a likely duplicate from visible metadata: identical title, identical body length, and creation one day apart. The other i18n issues share template-like titles, but there isn\u2019t enough evidence in the packet to call them duplicates.", + "confidence": 0.81, + "canonical_issue_reason": "issue:46222 is the best canonical issue because it is the earlier open copy of the likely duplicate Thai pair and has the stronger visible reference/activity signal.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46222 is the strongest issue representative in the cluster because it sits in the only high-confidence duplicate pair and remains open.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Same i18n-style template, but the visible titles point to different translation requests and there is no concrete evidence of the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Template similarity alone is not enough; the packet does not show these as the same request." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "These look like separate translation issues; no direct evidence ties them to one duplicate report." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different visible language-tagged translation issue, so not the same concrete issue." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish translation requests are distinct from the visible metadata." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Shared template wording is not enough to show the same underlying change or bug." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "No direct evidence that these are the same translation request rather than two separate issues." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "These appear to be separate language-specific translation issues, not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "The packet only shows similar template text, not the same concrete issue." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Visible metadata suggests different translation issues; the shared template is not enough to merge them." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "No evidence beyond template similarity that these are the same request." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "These look like separate instances of the translation template, not one duplicate issue." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different visible titles and no body text evidence to support the same underlying request." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different visible titles and no body text evidence to support the same underlying request." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "High textual similarity comes from the template title, but that alone does not justify a duplicate merge." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Same placeholder-style title, but the packet does not prove they report the same issue." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "No concrete evidence of the same underlying issue beyond a shared template pattern." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "No concrete evidence of the same underlying issue beyond a shared template pattern." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "The titles differ enough that this is not clearly the same translation request." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Identical template text is suggestive, but the packet does not show enough to confirm a duplicate." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "No evidence beyond similar i18n template wording that these are the same issue." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "No evidence beyond similar i18n template wording that these are the same issue." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "This appears to be a different Thai-titled issue, not the same request." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Same template family, but there is no direct evidence that the underlying request matches." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Same template family, but there is no direct evidence that the underlying request matches." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Different visible title content, so not the same issue." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Likely duplicate: identical visible title, identical body length, and close creation time; the packet supports merging this pair even though the body text is not shown." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": false, + "reason": "Different title/content, so it does not look like the same issue." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Different title/content, so it does not look like the same issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the duplicate call on 46222/46226 is plausible from identical titles, same body length, and close timing, but the packet does not show the body text, so claims like \u201ceffectively identical issue content\u201d or \u201csame title/body\u201d are overstated. The summary also generalizes several placeholder-titled i18n issues as language-specific without direct packet evidence. Keep the conclusions more conservative, e.g. \u201clikely duplicate\u201d based on visible metadata only." + }, + "evaluator_used": true, + "retried": true, + "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": "c92e03e85b207aacd75f9b64df0ca70c24fa74e72d0ae021fcb110f770750002", + "component_budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28609, + "estimated_input_tokens": 7153, + "estimated_eval_tokens": 14562 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28609, + "estimated_input_tokens": 7153, + "estimated_eval_tokens": 14562 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is only superficially similar: it groups many unrelated model/support requests that share an 'Add/Support X' template, not the same underlying bug or change. No soft edge should be merged, and there is no true canonical issue/PR here.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the items span unrelated model requests (vision, audio, text, keypoint, architecture/config changes), so the similarity is largely title-template noise.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for duplicate triage; any single issue would misrepresent the cluster because the requests are distinct and not mergeable into one change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "RoMa matcher vs LoMa detector/matcher are different model requests, not the same change." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Keypoint matcher request and MiniCPM3 architecture request are unrelated." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config work and DEIMv2 support are different model additions." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config and Qwen3-TTS support are unrelated model requests." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config and RF-DETR model support are different changes." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert config and XiaoMi MiMo are distinct models." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are separate model support requests." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR vision model support is unrelated to LFM2.5 Audio 1.5B." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR support and the weight-sparse transformer request target different code paths/models." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different model additions." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model support requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT support and weight-sparse transformer support are unrelated." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio 1.5B do not describe the same change." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are distinct model requests." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT models are separate additions." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture and Qwen3-ASR support are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the weight-sparse transformer request are different changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 architecture work and ModernVBERT model support are not the same issue." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral-4B-TTS-2603 are different model requests." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model additions." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT model support and Qwen3-ASR support are distinct requests." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT models and Qwen3-TTS are different model families." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT and XiaoMi MiMo are not the same underlying change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral-4B-TTS target different model support." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT support and BERT-like models with RoPE are related only broadly, not the same request." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "BERT-like models with RoPE and XiaoMi MiMo are unrelated." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like models with RoPE and a person-name issue are clearly not the same change." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "XiaoMi MiMo and SAM3-LiteText are different model requests." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "XiaoMi MiMo and Qwen3-TTS support are unrelated." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are distinct model additions." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "XiaoMi MiMo and a person-name issue do not describe the same task." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are different modalities and separate requests." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS support and Voxtral-4B-TTS support are different model additions." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated changes." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and weight-sparse transformer support are different code-path requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different audio model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR support and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and weight-sparse transformer support are different changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are unrelated models." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and Granite SWA+sink are different model/config changes." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer and EUPE are unrelated requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral-4B-TTS are different audio-related models, not the same change." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral-4B-TTS are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR support and DeepSeek-OCR2 are different model additions." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different model requests." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models and a person-name issue are not the same underlying item." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral-4B-TTS support and a person-name issue are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 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": "af69a29810f984cf0d1a988bd12985f5799b5f95f67600c40dec40dee69548b3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a docs request for adding Pruna as an optimization framework, and the other is a Vision RoPE refactor. No duplicate or same-underlying-bug relationship is evident.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue must be chosen, issue 46443 is the more substantive technical refactor; issue 38740 is a standalone documentation request and not a likely duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and scopes: documentation about Pruna vs a Vision RoPE code refactor. They do not 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": "83bb4830e8070e0e7a238e1c6433e2002413b6f1f38c11c02164372cf0d79adb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues do not appear to be duplicates: one is about block decoding, the other requests DeepSeek v3.2 support. The soft similarity is only topical and there is no shared codepath, target, or concrete overlap.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying requests: a decoding behavior change vs. adding model support. No explicit linkage, shared targets, or evidence they should be resolved by the same fix." + } + ] + }, + "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": "452e1c32914d058d73bc9b4f06ff23296906442a31c2c5739e71aba48032e31a", + "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 issues are both about tiled/memory-saving model components, but they describe different feature requests in different code paths: one is about exposing a TiledFusedLogitsLoss/LigerFusedLinearCrossEntropy flag in from_pretrained(), the other is about integrating TiledMLP for lower memory use. They should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #41306 is the more concrete API integration request, centered on a specific from_pretrained() flag and one implementation path.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #41306 is the best representative of the cluster because it is the more specific, actionable request; #41826 is a separate feature request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Reject: both are memory-related, but they target different features and code paths (FLCE flag in from_pretrained vs TiledMLP integration), so 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": "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": "542e4d55f898ee47cc1fabbdadb19a68b290546d56ea2cf6adc4cab54accf741", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are related only at a very broad Trainer-customization level, but they describe different problems: one is about `remove_unused_column` behavior/customizability, the other about FLOPS estimation for custom trainers. They should not be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #43598 is the more concrete and representative Trainer-customization request; #43600 is a separate accounting/metrics concern.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the best single issue to represent this cluster because it centers on a specific Trainer configuration pain point, whereas #43600 is about a different FLOPS-estimation path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They share the broad theme of custom trainers, but the underlying bugs are different: `remove_unused_column` customizability vs. FLOPS estimation. They would not plausibly be fixed by one change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 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": "1c2784d8f2484ae5f4d8a4a22862950d3a8faeecad40ad85067166877f6a5da1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1610, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1610, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at the broad level of Qwen model support, but they request different capabilities for different model/config families. They do not look like duplicates or the same underlying fix.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different requests: one is about registering Qwen3-Omni with AutoModel/AutoModelForConditionalGeneration, the other is about adding AutoModelForSequenceClassification support for Qwen3.5. Different task heads and model families, so not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "88b725c97e538a66cfc9239c34d30a6829b36d35b2b191a6fa66281d41d5bf09", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues titled \"huggingface\" look like the same report; \"Fett\" appears unrelated. Among the duplicate-looking issues, 43859 is the best representative because it matches the shared title and has the most discussion activity.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43859 is the strongest representative of the duplicate-looking \"huggingface\" reports: same title, latest of the three, and it has discussion activity while the others are otherwise indistinguishable.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43859 is the best issue to keep as canonical because it aligns with the duplicate group and has slightly more signal than 43845/43846.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no concrete evidence of the same underlying problem; this looks like a separate issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no shared concrete bug details; not enough to treat as the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "\"Fett\" does not match the repeated \"huggingface\" reports and there is no shared issue detail to justify a duplicate merge." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title, near-identical metadata, and very high similarity suggest these are the same underlying report." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same title and strongly overlapping metadata indicate the same underlying issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same title and strongly overlapping metadata indicate the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 43845/43846/43859 share the same title and have strong soft-similarity, while 43835 has a different title and no concrete overlap evidence. The canonical choice of 43859 is conservative and supported by being the latest of the repeated-title issues plus the only one with discussion activity. No overstatement beyond the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-6", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937", + "issue:47036" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:47036", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:47036", + "issue:44572|issue:44937", + "issue:44573|issue:47036", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "672953d83cc85deb4bdfac99a4ee6a5f5a60b2c199cd154d9314053115c74609", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7352, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7352, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly spammy or placeholder issues with no concrete shared bug report; the cluster is heterogeneous and does not support duplicate merging.", + "confidence": 0.23, + "canonical_issue_reason": "If a canonical issue must be chosen, issue #44418 is the least obviously spammy and has the most plausible generic title, but it is still not a meaningful duplicate anchor for the rest of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#44418 is the only item that resembles a normal issue title, so it is the best placeholder representative; however, it should not be treated as evidence that the cluster is a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both titles are spam placeholders and provide no shared concrete bug or change." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are generic spam issues with no identifiable common underlying problem." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam, the other is a generic documentation suggestion; no same issue is evident." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "A spam placeholder and a community benchmark tip are unrelated." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and a Google LLC-related title do not indicate the same bug or request." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement and spam placeholder are not the same underlying issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "A generic docs suggestion and a spam issue do not plausibly duplicate each other." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "They are both spam titles, but there is no concrete evidence they report the same underlying problem." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder and benchmark tip are unrelated topics." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and Google LLC title are not the same bug or change." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "A spam placeholder and a benchmark tip do not describe the same issue." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and a Google LLC-related issue are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "a392a3a32a56ab295f54141ee7a37aae5b98d8a94b2460d9451d2b10a114348a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues have identical titles and similar body lengths, with a moderate soft-similarity signal. That makes them a plausible duplicate pair, but the evidence in the packet is limited, so the match should be stated cautiously.", + "confidence": 0.76, + "canonical_issue_reason": "Issue #45145 is the better canonical choice because it was created first and already has one inbound reference, making it slightly more established in the issue graph.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45145 is a reasonable representative for this cluster because it is the earlier issue and has marginally stronger graph presence than #45151.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Identical titles, close body lengths, and the moderate soft-similarity signal are enough to treat this as the same issue topic, though the packet does not expose direct body-content evidence." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pair is plausibly the same issue, but the write-up is a bit too strong for the evidence in the packet. We only know the titles are identical, the body lengths are similar, and the soft-similarity signal is moderate; we do not have direct body-content evidence or a deterministic duplicate match. Please tone down claims like \"same scope,\" \"highly similar content,\" and \"duplicates of the same underlying proposal\" unless you can ground them more explicitly in the packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "aa504c0d212ca693bf9764dcbfc873e82b89b6361156410c13b6b46594458a63", + "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 appear to be unrelated personal-name placeholders with different names and dates, not duplicate reports of the same bug or request.", + "confidence": 0.97, + "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": "The titles refer to different people and different dates, with no body or shared technical context; they do not look like 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": 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": "e7a1759756d9437c301146548cdc42b9db88a39d4e19ef45842d9962a949015a", + "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": "Both items look like unrelated placeholder/spam-style issues with personal names and dates; there is no evidence they describe the same bug or request.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue: the two issues have different titles and no bodies, links, or shared technical context to establish a single underlying report.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong canonical candidate because both are content-free and unrelated on the available evidence.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "The titles are different personal-name/date strings and there is no shared technical context, body text, or references 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": "cca0919d95d3832353997f172a4c056fce9d1c0c1696fa16664aee91e2bf8e04", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated feature requests: one asks for a Qwen3_5 token-classification/value-model head, the other asks for FP8 training support. They should not be treated as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 45810 is the more concrete, narrowly scoped request and best represents a specific actionable enhancement.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45810 is the clearest issue to keep as the representative item because it describes a precise model capability request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying features: model-specific token classification/value head vs FP8 training support. No shared code path or explicit linkage." + } + ] + }, + "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": "557e22cb082a367c35a3bfd8df78a7e73cd148e6785958e9b301c8e35e43d25e", + "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 set contains two clear duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is finance-themed but describes a dataset/sample offering, so it does not match the example or scraping-service requests.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 45872 is a strong canonical representative: it is specific, self-contained, and has an exact duplicate in 45873 with the same title/topic.", + "canonical_pr_reason": null, + "best_issue_reason": "45872 is the best overall issue because it is the most concrete, clearly scoped request and appears to anchor one of the exact-duplicate pairs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different underlying request: one is a dataset/sample promotion, the other is an example for financial time series prediction." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different underlying request: dataset bundle vs. financial prediction example; not the same bug/change." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact same title and apparently same issue content; these look like duplicate reports of the same example request." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both are finance/DataForge-themed, but one is an example issue and the other is a scraping-service plus time-series request; not the same concrete request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same reason as 45870/45872: related topic, but different underlying request and scope." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different concrete request despite shared finance/DataForge wording; not plausible as one merged issue." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete request despite shared finance/DataForge wording; not the same underlying item." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact same title and topic; these look like duplicate reports of the same scraping-service/time-series request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the duplicate judgments are conservative. The two accepted pairs are supported by identical titles/body sizes and very high similarity, while the rejected cross-topic pairs are reasonably distinguished by scope. No overstatement detected." + }, + "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": "35ccf5726682070477c23135d45098bbdcc581bfc2619b8d892e5098b2b9eba6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are only loosely related by the static-cache/linear-attention theme, but they describe different failure modes: 46439 is a shape-corruption RuntimeError, while 46441 is a Qwen3.5 KeyError for `linear_attention`. I would not merge them as the same issue or treat one as a clear symptom of the other.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 46439 is the better representative issue because it is the more root-cause-oriented report about static-cache early initialization corrupting linear-attention layers, but the evidence is not strong enough to treat 46441 as the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the best single issue to keep because it is broader and more diagnostic, describing the underlying corruption rather than a model-specific crash surface.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Reject: the overlap is only thematic. 46439 reports shape corruption leading to a RuntimeError, while 46441 reports a distinct `KeyError: 'linear_attention'` in Qwen3.5. The packet does not justify treating these as the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The linkage is too strong for the evidence in the packet. The only pair evidence is soft similarity, and the titles point to different failure modes: 46439 reports shape corruption leading to a RuntimeError, while 46441 reports a Qwen3.5 KeyError for 'linear_attention'. It is reasonable to say they may be related, but not to accept them as the same issue or as a clear broader/specific symptom pairing." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "6b7c53208f9196fb527106b30fef22fa9278de60f25e81082c60f1d5769b4080", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are near-perfect duplicates: identical titles, identical body length, and matching soft-similarity evidence for the same Wav2Vec2CTCTokenizer v5 special-token bug. The open issue with existing references is the better canonical tracker.", + "confidence": 0.99, + "canonical_issue_reason": "issue:46552 is open and already has inbound references, so it is the better living tracker for this bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46552 is the best issue overall because it is open, referenced, and describes the exact same concrete tokenizer regression as the duplicate closed issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title, same described bug, same tokenization regression; these are duplicate reports of the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is well grounded in the packet: both issues have identical titles and identical body lengths, and the pair is marked with soft_similarity. Choosing the open issue with 3 inbound references as the canonical tracker is conservative and supported by the metadata." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "b2db242500903988e2d0b8aa66b9e6ddb621ff0388c8d09cac7d6a079124f43c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1570, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1570, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues do not look like duplicates: one reports a tensor shape mismatch during object-detection training, while the other reports gradual out-of-memory during RT-DETR v2 training. They affect different failure modes and likely different code paths.", + "confidence": 0.89, + "canonical_issue_reason": "Issue #46657 is the broader, more generic training-failure report and is the better representative issue if this cluster must choose one.", + "canonical_pr_reason": null, + "best_issue_reason": "#46657 is the best issue candidate because its title describes the more general object-detection training problem, whereas #46692 is a narrower RT-DETR v2 memory-leak/OOM symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different underlying problems: tensor size mismatch vs out-of-memory after several epochs. The shared training context is too broad to treat as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "a7aaf3bc224de8dafe5394c448154c7b58b3eaafb8126bd6494ae6611cd1a0c2", + "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 are two different bug reports in different loading paths: ZeRO-3 `zero.Init` partitioning for a composite multimodal submodule vs. 4-bit `device_map='auto'` + `max_memory` incorrectly offloading to CPU. They should not be clustered as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 46822 is the more specific and higher-signal report: it names the concrete failure mode, the affected submodule, and the OOM symptom during multi-GPU load.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46822 is the best representative of the cluster because it is the clearest, most actionable repro of a distinct loading/partitioning bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different root causes and code paths: ZeRO-3 `zero.Init` partitioning vs. 4-bit auto device mapping/max_memory dispatch. Shared theme is model loading, but they are not the same underlying bug and would not be merged into one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "b67e5254a8a41f7a9c6bd0024d3b67beb2c6f4c85c07a620536d3399f635b250", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 46, + "serialized_chars": 24374, + "estimated_input_tokens": 6094, + "estimated_eval_tokens": 12444 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 46, + "serialized_chars": 24374, + "estimated_input_tokens": 6094, + "estimated_eval_tokens": 12444 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are a run of dated Serge integration-failure triage issues, not duplicates of one concrete bug. They look like daily tracking/triage tickets for successive dates, so they should stay separate; the newest open ticket is the best representative for the cluster.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 47227 is the newest open triage ticket and the best single representative of this dated series.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47227 is the most current open item in the series and is the most suitable cluster anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same template and subsystem, but different triage dates; no evidence they are the same underlying failure." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Adjacent daily triage tickets, not a single concrete bug report." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Different dated triage runs; too generic to merge as duplicates." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Separate daily integration triage tickets, not one shared issue." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "Same series but different day-specific triage entry." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Different dates in the same recurring triage workflow; not duplicate bugs." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "No concrete shared failure beyond the generic triage label." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "Daily triage tickets, not the same underlying problem." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "Same subsystem and template, but distinct dated reports." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Different day stamps indicate separate triage items." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "Recurring triage series, not one bug fix target." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "No evidence of a shared concrete failure mode." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "These are successive triage tickets, not duplicates." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Same broad topic, but each issue tracks a different date's failures." + }, + { + "left": "issue:46969", + "right": "issue:47091", + "accept": false, + "reason": "Different dated integration triage reports; not mergeable." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Generic triage entries for different days, not the same bug." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "Separate daily failure triage issues." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "Same template, but distinct day-specific reports." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "Not enough concrete overlap beyond the recurring triage label." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "These appear to be sequential triage tickets, not duplicates." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "Different dates and likely different CI runs; not the same issue." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "Same series, but no evidence of one underlying defect." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Day-specific triage items rather than duplicate bug reports." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "Recurring integration triage, not a single fixable problem." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Adjacent triage tickets with no concrete shared code-path evidence." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "Different daily triage reports, not one bug." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "Same family of reports, but distinct instances." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "No indication these describe the same failure event." + }, + { + "left": "issue:47037", + "right": "issue:47182", + "accept": false, + "reason": "Separate dated integration triage tickets." + }, + { + "left": "issue:47037", + "right": "issue:47227", + "accept": false, + "reason": "Latest ticket is a new triage run, not a duplicate of the earlier one." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Different dates and no concrete overlap beyond the template." + }, + { + "left": "issue:47049", + "right": "issue:47091", + "accept": false, + "reason": "Sequential triage issues, not the same underlying bug." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "These look like daily integration-failure trackers, not duplicates." + }, + { + "left": "issue:47049", + "right": "issue:47120", + "accept": false, + "reason": "No evidence of one shared failure mode across the two days." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "Same broad subsystem, but separate triage tickets." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "Day-specific report, not a duplicate bug report." + }, + { + "left": "issue:47053", + "right": "issue:47120", + "accept": false, + "reason": "Recurring triage issue series; keep separate." + }, + { + "left": "issue:47053", + "right": "issue:47182", + "accept": false, + "reason": "No concrete code-path or failure-instance match." + }, + { + "left": "issue:47053", + "right": "issue:47227", + "accept": false, + "reason": "Newer triage ticket in the same series, but not the same underlying issue." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "Different dated triage reports with no shared bug details." + }, + { + "left": "issue:47102", + "right": "issue:47120", + "accept": false, + "reason": "Same generic label, but they track different dates/cases." + }, + { + "left": "issue:47102", + "right": "issue:47182", + "accept": false, + "reason": "Separate day-specific integration-failure triage items." + }, + { + "left": "issue:47102", + "right": "issue:47227", + "accept": false, + "reason": "Not enough evidence that these are the same failure or fix target." + }, + { + "left": "issue:47120", + "right": "issue:47182", + "accept": false, + "reason": "Recurring triage tickets; no basis to merge as duplicates." + }, + { + "left": "issue:47120", + "right": "issue:47227", + "accept": false, + "reason": "Different triage days, likely different CI instances." + }, + { + "left": "issue:47182", + "right": "issue:47227", + "accept": false, + "reason": "Latest ticket follows the same pattern, but is a separate report." + } + ] + }, + "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": "84456e418853ee88961c996db3ee228de60fa6266d328e0ae24ffa4f8dc9f70f", + "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": "These two closed issues are likely duplicates requesting RWKV7 model support: they have the same title and very similar content, but the evidence only supports a strong likelihood rather than certainty.", + "confidence": 0.76, + "canonical_issue_reason": "Issue #46984 is the better canonical choice because it has the same title and slightly more discussion activity, making it the more active representative thread.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46984 is the best cluster representative for the likely duplicate request, mainly because it is the more discussed of the two near-identical issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title and highly similar bodies make this look like the same feature request, though the evidence is only strong enough for a likely duplicate rather than a certain one." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster is plausibly a duplicate pair, but the analyst overstates certainty. The packet only provides same titles plus a soft-similarity signal (jaccard 0.84) and slightly more discussion on one issue; it does not directly substantiate 'near-certain' or 'same underlying request' as strongly as claimed. Please downgrade the confidence and phrase this as a likely, not certain, duplicate relationship." + }, + "evaluator_used": true, + "retried": true, + "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": "82a0820f6abf265f51abc39216664c4f92317a9b5c4b9c5cf88618f9c3f94ef8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues share a broad AI/cybersecurity vulnerability-discovery theme, but the titles point to different writeups rather than the same underlying issue. I would not treat them as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "No clear canonical duplicate: both are generic topic posts with only broad thematic overlap, not the same concrete issue.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick one, issue 47007 is slightly better as the earlier and somewhat more specific title, but neither is a strong canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "Shared subject area only; the titles describe different angles ('lessons from using advanced LLMs' vs 'novel application of transformers'), so they do not clearly resolve to 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": "594d1722f6212dbc75342e142f51148d47275375c5bb5784486090bf36177cf1", + "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 exact duplicates: same title, same apparent report, and high textual similarity. Issue 47139 is the better canonical issue because it already has inbound references and is likely the more discovered/linked thread.", + "confidence": 0.99, + "canonical_issue_reason": "issue:47139 has the same report as issue:47138 and already has inbound references, making it the better canonical thread.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47139 is the best issue candidate because it appears to be the duplicate that others already reference.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47138", + "right": "issue:47139", + "accept": true, + "reason": "Exact duplicate issues: identical title and no evidence of differing scope or content." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: both issues have identical titles, identical body length, and a soft-similarity score of 1.0. Using issue 47139 as canonical is also supported by its higher inbound references (2 vs 0). The soft-edge verdict is conservative enough given the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 4, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-69", + "nodes": [ + "pull_request:44517", + "pull_request:46174", + "pull_request:46196", + "pull_request:46266", + "pull_request:46376", + "pull_request:46395", + "pull_request:46780", + "pull_request:46834", + "pull_request:46903", + "pull_request:46912", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46974", + "pull_request:46995", + "pull_request:47003", + "pull_request:47069", + "pull_request:47072", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47089", + "pull_request:47090", + "pull_request:47105", + "pull_request:47108", + "pull_request:47113", + "pull_request:47129", + "pull_request:47163", + "pull_request:47166", + "pull_request:47173", + "pull_request:47179", + "pull_request:47181", + "pull_request:47184", + "pull_request:47202", + "pull_request:47204", + "pull_request:47207", + "pull_request:47210", + "pull_request:47212", + "pull_request:47218", + "pull_request:47223", + "pull_request:47229", + "pull_request:47231", + "pull_request:47232", + "pull_request:47234", + "pull_request:47239", + "pull_request:47241", + "pull_request:47243", + "pull_request:47255" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780", + "pull_request:46780|pull_request:47234", + "pull_request:46174|pull_request:47234", + "pull_request:46834|pull_request:47223", + "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:47204|pull_request:47243", + "pull_request:47072|pull_request:47229", + "pull_request:47108|pull_request:47202", + "pull_request:47105|pull_request:47129", + "pull_request:47077|pull_request:47212", + "pull_request:47173|pull_request:47184", + "pull_request:46266|pull_request:46957", + "pull_request:47234|pull_request:47241", + "pull_request:47113|pull_request:47232", + "pull_request:47166|pull_request:47173", + "pull_request:44517|pull_request:47082", + "pull_request:46912|pull_request:47179", + "pull_request:47163|pull_request:47173", + "pull_request:46995|pull_request:47163", + "pull_request:46196|pull_request:47210", + "pull_request:46395|pull_request:47181", + "pull_request:46376|pull_request:47202", + "pull_request:47003|pull_request:47204", + "pull_request:47069|pull_request:47089", + "pull_request:47202|pull_request:47241", + "pull_request:46196|pull_request:46995", + "pull_request:47078|pull_request:47239", + "pull_request:47239|pull_request:47255", + "pull_request:46376|pull_request:46995", + "pull_request:46912|pull_request:47173", + "pull_request:47089|pull_request:47231", + "pull_request:47089|pull_request:47113", + "pull_request:46995|pull_request:47181", + "pull_request:47207|pull_request:47218" + ], + "prepared_review_unit_hash": "f0cf84a76f9ae4e1557d3e3aa5e54f39fb31fdbe0c608853a4cbdfb7fcdd65d6", + "component_budget": { + "node_count": 69, + "item_count": 69, + "soft_pair_count": 188, + "serialized_chars": 244447, + "estimated_input_tokens": 61112, + "estimated_eval_tokens": 122480 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 126117, + "estimated_input_tokens": 31530, + "estimated_eval_tokens": 63316 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous. 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They share only broad topical similarity, not the same concrete change or bug.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47096 is the most central and broadly representative code-change PR in the set, but the cluster is not a duplicate group; the other PRs are separate features or fixes.", + "best_issue_reason": null, + "best_pr_reason": "PR 47096 has the widest and most technically representative scope among these unrelated PRs, touching exporter internals and model-specific exportability rather than only docs, tests, or a single model addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47003", + "right": "pull_request:47143", + "accept": false, + "reason": "OpenVINO exporter infrastructure vs NeuCodec model support; different targets and code paths." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47163", + "accept": false, + "reason": "Kimi exportability/code-path changes vs XPU paged-attention test coverage; not the same underlying bug or change." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47241", + "accept": false, + "reason": "New NeuCodec support vs a DETR-family torch.compile precision fix; unrelated functionality." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47096", + "accept": false, + "reason": "Nemotron Omni support vs Kimi exportability; both are model-related but they affect different models and distinct integration paths." + } + ] + }, + "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": 29, + "review_unit_index": 1, + "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": "4f2d07df6632600ef3a9b43a7002845c496203c1c1bf352e6f3dad15c9f2773e", + "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 covariate-based forecasting support for TimesFM, the other adds DINOv3 image-classification support. They do not fix the same bug or implement the same change path, so they should not be clustered as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "Neither PR is a duplicate of the other. If a single canonical PR had to be chosen for the cluster, neither fits as a cluster-wide representative because they target different models, different subsystems, and different user-facing capabilities.", + "best_issue_reason": null, + "best_pr_reason": "No PR is a suitable global representative for both artifacts, since the changes are semantically unrelated and touch different code paths (time-series forecasting vs vision classification).", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "TimesFM covariate forecasting and DINOv3 image-classification support are unrelated features; they do not share the same underlying bug or change, and could 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": 29, + "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": 29, + "review_unit_index": 1, + "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": "6551aed72c91928755d321b8d8e695f99e89972c9965757ae70f545e72994646", + "component_budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 17, + "serialized_chars": 31597, + "estimated_input_tokens": 7900, + "estimated_eval_tokens": 16056 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 17, + "serialized_chars": 31597, + "estimated_input_tokens": 7900, + "estimated_eval_tokens": 16056 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Most PRs in this cluster are unrelated despite superficial similarity (model additions, processors, tests, and infra tweaks). The only true duplicate-like pair is the two `fixed_cross_entropy` PRs, which make the same kwargs-support change in the same loss utility function.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best canonical PR for the duplicate loss fix: it targets the same `fixed_cross_entropy` code path as 43254, explicitly links issue 43240, and has the clearest discussion/history among the pair.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest global representative here because it is the only clear duplicate anchor in the set and most directly matches the underlying bug being fixed.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Different features: Mistral tokenizer API additions vs executorch dynamic-shape export tests." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Unrelated code paths: tokenizer method additions vs a new MobileLLM model implementation." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness and a new model implementation are not the same underlying change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs support is unrelated to adding MobileLLM model files." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "`fixed_cross_entropy` kwargs support and Mistral4 test fixes address different bugs in different subsystems." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export tests do not overlap with Mistral4 test/model fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic export test coverage is unrelated to model creation." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model addition vs `cls.config` resolution ordering bug; different concrete problems." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM implementation and Falcon output-capture refactor are different model-specific changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactor is unrelated to the model-creation skill scaffold." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-interface refactor and Mistral4 test fixes are not the same code-path problem." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and `layrnorm`->`layernorm` renaming are unrelated; one is test/model behavior, the other conversion/mapping cleanup." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes do not match the TDT loss kernel integration change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 tests and config-resolution order fix are separate bugs in different areas." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Test fixes for Mistral4 are not the same as adding a new model-creation skill." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "A new model implementation and a repo skill/documentation PR are not the same underlying change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs modify `src/transformers/loss/loss_utils.py` to add the same `fixed_cross_entropy` kwargs support (`weight` and `label_smoothing`) for the same loss code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative. The only clearly duplicate-like pair is 43251/43254: both touch `src/transformers/loss/loss_utils.py`, target issue 43240, and make the same `fixed_cross_entropy` kwargs change. The other pair rejections are reasonable given the different files and bug areas, and the summary does not overclaim beyond the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 29, + "review_unit_index": 1, + "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": "36afb6adc0fd5b3baad8145900c4e38356448aa24ed6ee4bde75628e9cf8504e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs bulk-upgrade GitHub Actions workflows, but they target different change sets: #42975 is specifically about Node 24 compatibility for several core workflow actions, while #42976 is a broader/latest-version bump focused on Docker build actions and a few other workflow pins. They overlap in files, but they do not look like the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "#42975 is the better canonical PR for this cluster because it has the clearer, more specific purpose (Node 24 compatibility) and touches a larger set of workflow action upgrades.", + "best_issue_reason": null, + "best_pr_reason": "#42975 is the best representative PR since it describes a concrete compatibility-driven workflow update rather than a generic version bump.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Not a duplicate: the PRs update different action families for different reasons (#42975 for Node 24 compatibility, #42976 for latest-version bumps such as docker/build-push-action). Shared workflow files alone are not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 29, + "review_unit_index": 1, + "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": "2b98c250265c61a5be939d406507af938b4c8e96824ca61a08b7876da431ed03", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13045, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13045, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are four separate model-addition PRs (ViT NEPA, Molmo, CTSM, Step3p7) that overlap on common integration files like docs and auto-mapping, but they target different models and different code paths. They are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo); shared auto/doc files are boilerplate for separate integrations, not the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are unrelated model implementations; overlap is only in generic registry/docs files, so they should not be merged as duplicates." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM add different models with distinct configs/code paths; same subsystem touchpoints are not enough to treat them as one PR." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are separate model additions with different model-specific files and tests; they are 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": "pull_request", + "component_index": 7, + "component_count": 29, + "review_unit_index": 1, + "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": "843c13b53c109baad0977b02cefb5769f51f5f04d7370eefdede971dfe2187ce", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19601, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19601, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs that only look similar at a high level (tests, model fixes, CI, quantization). The only true duplicate pair is the two YOLOS PRs, which both address the same device_map=\"auto\" device-mismatch path in modeling_yolos.py.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46922 is the most complete YOLOS fix: it patches the actual forward-path device mismatch and also updates _no_split_modules, subsuming the narrower 46886 change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46922 is the best representative because it directly fixes the concrete YOLOS runtime bug and appears more complete than the earlier YOLOS PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different models and failure modes: Whisper tokenizer/test changes vs CLIP/ViT test edits." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decode/test work is unrelated to fp8 dequantization and model loading." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper test/tokenizer changes are unrelated to generation watermarking validation." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper test/tokenizer fix and YOLOS device-mismatch fix are different code paths and bugs." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Unrelated areas: model tests for CLIP/ViT vs fp8 loading/integration code." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Both are test-related in the broad sense, but they fix different subsystems and failures." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Test edits for CLIP/ViT are not the same bug as Phimoe CI/integration test environment fixes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "Different models and issues: CLIP/ViT tests versus YOLOS runtime device placement." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "fp8 dequant/loading changes are unrelated to CI memory/test harness changes." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Different functionality: quantization/loading fix vs generation-config validation fix." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "No shared bug or code path: fp8 quantization vs YOLOS device mismatch." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation watermarking validation and Phimoe CI test setup are different problems." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Generation-config validation is unrelated to YOLOS device-map behavior." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "Phimoe integration-test/CI environment fix is unrelated to the YOLOS model runtime bug." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both target the same YOLOS device_map=\"auto\" mismatch in the same file/issue; 46922 effectively extends/subsumes the earlier fix with the actual device move." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The non-YOLOS pairs are reasonably treated as unrelated despite soft similarity, and the YOLOS pair is a plausible same-bugfix sequence in the same file/issue, with 46922 subsuming 46886 rather than contradicting it." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 29, + "review_unit_index": 1, + "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": "d97427381b2efd8b2304a9f98fa0e623ccbdc17e70644caa2008f31caedff709", + "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 pull requests are synthetic \"don't merge\" changes and do not fix the same underlying problem. They overlap only loosely on CI/testing or a shared test file, so this is not a duplicate cluster.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical PR exists here; if one must anchor the set, 43532 is the broadest/most central synthetic change because it spans several CI/test-related files and shares one test file with 43488.", + "best_issue_reason": null, + "best_pr_reason": "43532 is the best representative only by breadth of touched CI/test files, but it is still not the same change as the other two PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes entirely: setup/dependency/version and test-bot plumbing versus a workflow trigger change for the security gate." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "They only share a test file; one is a repo-bot/setup tweak, the other rewrites CI/comment-handling workflows and related utilities. Not the same bug/change." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch workflows, but they address different concrete paths: self-comment/testing automation versus the PR security gate trigger. Too broad to treat 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": 29, + "review_unit_index": 1, + "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": "2b1216e0896e12acf4baeb5e5c9c976c54e32b4ab9acc0fc3e67957adbcd3514", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at the infrastructure level: both add new pipeline docs, registration, and tests, but they implement different features and code paths (promptable concept segmentation vs promptable visual segmentation). They should not be treated as duplicates or merged into one PR.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for duplication: 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation with different models and pipeline logic.", + "best_issue_reason": null, + "best_pr_reason": "If a representative PR is needed, 43613 is the broader standalone feature addition, but it is not a substitute for 43612 because it targets a different segmentation task and model set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying features and code paths. Shared docs/registration/test plumbing is superficial; concept segmentation and visual segmentation are distinct pipelines and not plausibly merged as one fix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 29, + "review_unit_index": 1, + "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": "537898f3bb7f06edd7bb23a455088c65dae5d4b00c13adc56004aff5445b1752", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch src/transformers/trainer.py, but they address different trainer behaviors: 43651 changes gradient-accumulation loss scaling, while 43663 adds an override hook for input signature column filtering. They are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "43651 is the more concrete bug fix in training_step; 43663 is a separate extensibility refactor for signature-column filtering.", + "best_issue_reason": null, + "best_pr_reason": "43651 is the clearest representative of the cluster because it fixes a specific training-step behavior with a small, direct code change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different code paths and different goals: loss scaling in training_step vs. dataset column filtering via signature inspection. They could not plausibly be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 29, + "review_unit_index": 1, + "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": "fd75c9259e2310a005e76800bea768e1cb96babc4eb1ed05ffabb621b486e3b9", + "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": "Both PRs touch `src/transformers/cli/serve.py` and are typing/import-related, but they appear to address different scopes: PR 43656 is a broader annotations/future-import cleanup, while PR 43842 is a narrower `TypeAdapter`/`pydantic` TYPE_CHECKING guard for a specific NameError. The packet does not show them as the same concrete fix.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the more direct, narrowly scoped fix for the concrete `TypeAdapter`/`pydantic` NameError path; PR 43656 looks like a broader typing cleanup rather than the same bugfix.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 best matches the specific failure mode described in its title and diff, and is the cleanest standalone fix among the two.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Shared file and similar typing symptoms are not enough here; 43656 is a broader annotations/future-import cleanup, while 43842 targets a narrower `TypeAdapter`/`pydantic` TYPE_CHECKING issue. The packet does not clearly show one mergeable PR for the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pair verdict is too strong for the packet. PR 43656 is a broader annotations/future-import cleanup in `cli/serve.py`, while PR 43842 is a narrower `TypeAdapter`/`pydantic` TYPE_CHECKING guard. The shared file and similar symptom are evident, but the packet does not clearly show they are the same concrete bugfix or that they should be treated as one mergeable PR for the same issue. The summary also overstates this by calling them the same bug rather than overlapping typing-related fixes." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 29, + "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": 29, + "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:44018|pull_request:44066", + "pull_request:44066|pull_request:44068", + "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:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44086", + "pull_request:44018|pull_request:44071", + "pull_request:44059|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44017|pull_request:44722", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:44073|pull_request:44161", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "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:44018|pull_request:44161", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "e6f2b20d5bd6441991390036079750594f2b3de3f9bc24743db9783b4e07468e", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84503, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76936, + "estimated_input_tokens": 19234, + "estimated_eval_tokens": 38724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a broad theme cluster of output-tracing refactors across unrelated model families, not one duplicate PR set. The clearest true duplicates are within the GPT-Neo and GPT-J/CodeGen subgroups; most other pairings only share the same modernization pattern or issue target.", + "confidence": 0.61, + "canonical_issue_reason": null, + "canonical_pr_reason": "44722 is the strongest anchor for the GPT-J/CodeGen subcluster: it is the most complete/latest concrete refactor in this set and overlaps the same output-tracing code paths as the nearby GPT-J PRs. It is not a canonical for the whole cluster, but it is the best single PR representative here.", + "best_issue_reason": null, + "best_pr_reason": "Best overall PR candidate is 44722 for the same reason: it is the most complete and recent instance of the recurring output-tracing refactor pattern in the only clearly duplicate-like subcluster. The rest of the cluster is too heterogeneous to collapse into one PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families (CVT/FNet vs GPT-J); shared issue/tag is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different models and code paths (CVT/FNet vs DeBERTa-v2)." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor in the same file family; 44066 also touches CodeGen, but the GPT-J change overlaps and could be merged." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet/ResNet-style refactor vs EfficientNet are different code paths and model families." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are unrelated model changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen vs EfficientNet; same theme, not the same bug/change." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa-v2 are unrelated model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; different concrete code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are different models with separate output-tracing implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors in the same model/file set; they look like the same change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen are different model families." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo are not the same underlying change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet-style output tracing and GPT-J/CodeGen output tracing are different model changes." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are unrelated model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are different implementations and fixes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are unrelated model-specific changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert/XLM are different code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated output-tracing changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model families." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are separate model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated model-specific changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are different code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are unrelated refactors." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT output handling vs Flaubert/XLM attention tracing are different model changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 and MGP-STR are unrelated implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 and MPT are different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT2 are different model families; only the refactor style matches." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT2 and GPT-J/CodeGen are separate concrete changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are unrelated model refactors." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing refactor; 44722 appears to be the more complete follow-up/duplicate of the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model-specific changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet vs RegNet/ResNet/RT-DETR are different model families." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa-v2 and SpeechT5 are unrelated output-tracing implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa-v2 and ViTS are different model families." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor with overlapping file changes; 44722 is the stronger duplicate-like follow-up." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet vs SegFormer are different model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet and LongT5 are unrelated changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44722", + "accept": false, + "reason": "SqueezeBert and GPT-J/CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are different model-specific changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different model families." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are separate output-tracing changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa-v2 are unrelated model changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa-v2 and TextNet are different code paths." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are unrelated model-specific refactors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the broad theme cluster. The chosen PR anchor (44722) is supported by the data as the latest, most complete GPT-J/CodeGen refactor, and the true soft-edge accepts are limited to clearly overlapping GPT-Neo and GPT-J/CodeGen pairs. No pair verdict appears overstated for mergeability." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 29, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "b12705ec3ea8095f8d8e032ac375b6ebc60e54de41e6b78c562570d34a7fb2fb", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84503, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13067, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are all per-model refactors to standardized output tracing/capture in different architectures, not duplicates of one underlying bug or change. The cluster is related by theme, but the code paths and merge candidates are distinct.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: each PR touches a different model implementation and changes that model\u2019s output-capture plumbing independently, so they are not the same mergeable change.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the strongest representative only because it has the clearest concrete scope and an explicit issue target, but it is still model-specific and not a universal canonical fix for the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are output-tracing refactors, but for different models (VisualBert vs TextNet) with different forward paths and tests; they are not the same underlying change and would not plausibly merge into one PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Same refactor pattern, but different model code paths (MPNet vs VisualBert) and different recorder mappings; these are separate model-specific changes, not duplicates." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are standardized output-capture refactors, but they target different architectures and implementation details, so they are not the same concrete fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model implementations; despite similar decorator migration, the PRs address separate code paths and are not mergeable as one change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 both migrate output tracing, but SpeechT5 is a different model with its own issue target and layer behavior; this is a theme match, not a duplicate 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": 29, + "review_unit_index": 1, + "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": "01a0d85501663c6ca987cec83343efefe3c4484dd47875490d973ff90893e1d2", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40183, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40183, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "A bundle of independent, model-specific PRs that all refactor output tracing/can_return_tuple handling, but they are not duplicates: each targets a different architecture and code path.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the most representative anchor: it has the largest concrete tracing refactor and spans two related implementations (falcon_mamba and mamba), showing the pattern most clearly.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the best single representative of the cluster because it is the broadest substantive change among these output-tracing refactors, while still being a single coherent code change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor theme, but different model files and code paths (timm_backbone vs upernet). Not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different model families and implementations; these are parallel refactors, not one shared fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model code paths (timm_backbone vs univnet); same pattern, not a duplicate PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and files; one is timm_backbone, the other mamba/falcon_mamba, so they should not be merged as one PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model implementations (timm_backbone vs rwkv); same refactor style only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated code paths; similar output-handling cleanup does not make them duplicates." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model classes and files; not the same bug or change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "MobileNetV1 vs DepthAnything are different implementations; this is a shared pattern, not a single fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different wrapper/model families (mobilenet_v1 vs vision_encoder_decoder); not one concrete code-path problem." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different models and files; similar output tracing refactor, but not mergeable as one PR." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are unrelated code paths; same refactor motif only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model implementations (vision_text_dual_encoder vs upernet); not the same underlying change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and files; too broad to treat as one duplicate change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different architectures and code paths; both refactor tracing, but not the same PR-worthy fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated models; not a duplicate despite similar output-handling edits." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model implementations and files; these are separate refactors, not one bug fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different code paths (univnet vs depth_anything/prompt_depth_anything); no shared concrete fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are different model families and code paths; same theme only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and files; not the same underlying bug or change." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Mamba/FalconMamba and SuperPoint are unrelated implementations; output tracing refactor alone is not enough to merge." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model code paths (mamba/falcon_mamba vs codegen); these are separate changes." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "TimmBackbone and CodeGen are unrelated models; same refactor style, not the same fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen are distinct code paths; not duplicate PRs." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen touch different model stacks; do not merge as one PR." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and behavior; same broad refactor pattern only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "DepthAnything/prompt_depth_anything and vision_encoder_decoder are different model families and code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder-decoder vs depth-estimation code paths; not the same concrete change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "DepthAnything family and SuperPoint are unrelated models; similar tracing cleanup only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model implementations (depth_anything vs rwkv); not a duplicate." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "DepthAnything and DPR are distinct code paths; same refactor motif but not mergeable as one PR." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "VisionEncoderDecoder and RWKV are unrelated model families; not the same underlying fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are different wrapper models; similar edits, not one code-path bug." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model implementations and files; not a duplicate change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "VisionEncoderDecoder and DPR are different code paths; same tracing refactor pattern only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated models; not the same fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and code paths; similar output tracing cleanup only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "SpeechEncoderDecoder and DPR are different implementations; not mergeable as one PR." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated code paths; same theme, different changes." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint and DPR target different model stacks; not duplicates." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are different model families and code paths; similar refactor only." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 29, + "review_unit_index": 1, + "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": "252385a2446035d8f6a5f923724f6db20a05a74b2690999ca9103fbd9bcab9ab", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated model-addition PRs: one for PenguinVL and one for Voxtral TTS. They share only broad Transformers scaffolding changes (docs/auto-registration), not the same underlying code path or feature.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different models and different implementations; overlap is only generic new-model plumbing, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 29, + "review_unit_index": 1, + "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": "7c857d289b3634f46c23c7168aebf630b6441ff2661120dc1e4fddb2ef20f2b9", + "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 two PRs are related to module/kernel fusion, but they are not the same change: one introduces a general Module Fusion API and tests, while the other wires n-to-1 kernel fusion through KernelConfig and existing model-loading/integration code. They look complementary rather than duplicate.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45363 is the more concrete end-user feature: it threads KernelConfig through loading/integration paths and implements a specific n-to-1 fusion workflow. It has a clearer code-path target than the more abstract API-only PR.", + "best_issue_reason": null, + "best_pr_reason": "PR 45363 best represents the cluster because it is the broader, more actionable implementation and touches the real integration points, not just the new API scaffolding.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related area, but not the same underlying change. 44979 adds a general fusion API and tests; 45363 adds a specific KernelConfig-based n-to-1 fusion path plus example/integration changes. They could coexist, but they are not duplicate fixes for one concrete code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 29, + "review_unit_index": 1, + "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": "a9ff4a69a19eda3ac9ab2bb94678457b342b5b2f664fb493eda568b1356f1a5d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests target the same Mistral regex patch in `tokenization_utils_tokenizers.py` for the same issue (#45081). The second PR is the same code fix plus tests, so they are duplicates for triage purposes.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45317 is the better canonical PR because it contains the same fix as #45086 and also adds test coverage, making it the more complete representative of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR #45317 is the best overall representative because it fixes the same `AttributeError` in `_patch_mistral_regex` and includes an accompanying test file, unlike #45086.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same code path; the diff shows the identical fix, with #45317 simply adding tests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 29, + "review_unit_index": 1, + "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": "0117a12b895c0100536a423d1329fc0b472bf08846bf53757b4b963612d59b62", + "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 related NemotronH PRs overlap in core model files, but they pursue different changes: one is a GraniteMoeHybrid-style refactor/conversion mapping update, while the other is a broader model-family split adding dense/sparse variants and docs. They should not be treated as duplicates.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the better cluster representative because it is the broader, more complete NemotronH family change and covers the shared core files plus the new dense/sparse model variants and documentation.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the strongest overall candidate for the cluster since it addresses the larger end-state change for NemotronH, whereas #45115 is a narrower refactor/conversion-mapping step.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Overlap is only partial: both touch NemotronH core/auto files, but #45115 is a refactor and conversion-mapping update, while #45569 adds a broader NemotronH split into dense/sparse variants with docs. They do not look like the same concrete change and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 29, + "review_unit_index": 1, + "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": "fbeac3eeebfbcb45ebe292823a3f3fb05603abbd8c7bffdb92aa7ac66ed2fa40", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are typing-related, but they address different scopes: one is a broad repo-wide type-checking cleanup, the other adds specific typing protocols and integrations around modeling_utils/PEFT. The overlap is superficial rather than a shared underlying fix.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more focused and concrete typing change, centered on specific protocol/alias additions and related integration points, whereas 45415 is a broad type-checking sweep across many modules.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the better representative of a distinct, narrowly defined typing adjustment cluster. PR 45415 is too broad and infrastructure-like to serve as a precise canonical example.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Reject: they are not the same concrete code-path fix. 45415 is a wide type-checking pass with pyproject and many file edits; 45425 adds specific typing helpers/protocols and targeted model_utils/PEFT support. Shared type-checking files do not make them 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": 20, + "component_count": 29, + "review_unit_index": 1, + "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": "996a617151d708199af0dc870024aec46cffdab37344e2b3bf44ca8cc852b90c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about expert-parallel (EP) model loading, but they fix different failure modes: one preserves distributed_config/has_ep for Accelerate+ZeRO-3 loading, while the other prevents expert parameters from being overwritten during FSDP2/rank-0 broadcast. They are related but not the same underlying change.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the better representative of the cluster because it addresses a clearer, concrete EP parameter-loading corruption path and includes the broader loading-path fixes needed for that bug.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the strongest standalone fix: it targets a specific expert-parameter overwrite bug in the loading pipeline and has the more complete cross-file implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both concern EP loading, but #45548 fixes config serialization/has_ep for Accelerate+ZeRO-3, while #45662 fixes expert tensors being overwritten after sharding/broadcast in a different code path. They are related, not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 29, + "review_unit_index": 1, + "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": "8eb583f2df5fc92f622efbea1c56649858997aef0ec9d45022798b4906e76433", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist-related captured_info/debug-log problem and share the same core testing_utils change; PR 45645 is the broader follow-up that also updates CI log collection, so it looks like the stronger representative of the pair.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the best canonical representative because it includes the core xdist-safe logging fix plus the CI workflow change needed to collect multiple captured_info files, making it the more complete patch set.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the most suitable global representative: it addresses the underlying captured_info xdist collision and also preserves CI debugging output, whereas 45639 appears to be the narrower core-fix subset.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Accept: both PRs address the same underlying xdist collision in captured_info/patched testing logs, and 45645 appears to subsume 45639 with the same testing_utils fix plus workflow 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": 22, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 29, + "review_unit_index": 1, + "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": "b3273844c4715f4a69a537103e69c5a21bd457e8c44eb00031e5f81c13ab2296", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are not duplicates: #46126 is a focused EP + Trainer integration change, while #46269 is a broad distributed branch-base PR touching CI, FSDP, model loading, generation, and multiple integration paths. The shared files reflect common subsystem overlap, not the same underlying fix or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46126 is the better representative of a single concrete change: it targets EP + Trainer integration in distributed tensor parallel code, whereas #46269 is a much broader branch-base PR spanning many unrelated distributed updates.", + "best_issue_reason": null, + "best_pr_reason": "#46126 is the most self-contained and specific PR in the cluster, making it the best single representative if one must be chosen.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: the PRs do different things. #46126 adds EP + Trainer integration, while #46269 is a wide distributed base update with many files and concerns, so they are not the same concrete fix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 29, + "review_unit_index": 1, + "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": "ea4d3bd0eb48a9a1cf8c4e0a5f97f1f57f5f16dd3ce698f4c2cdff053333a97d", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26677, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26677, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly unrelated workflow-chore PRs. The only tight cluster is the pr-ci-security-gate workflow edits, but each PR changes a different security/control aspect, so they should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the most substantive pr-ci-security-gate change: it adds a checkout plus explicit workflow/CI-infra file-change blocking. The other pr-ci-security-gate PRs are separate follow-up hardening tweaks, not the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the best representative PR overall because it addresses a single concrete security-gate code path with the clearest behavioral change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different behavior; only generic CI-chore similarity." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and different behavior; no shared concrete fix." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and different behavior; title similarity only." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and different behavior; not the same bug/change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and unrelated implementation details." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows; one is SSH runner hardening, the other benchmark trigger logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflows and unrelated controls; not the same underlying change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows and unrelated behavior; only broad CI similarity." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different security areas; not a duplicate." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and different security areas; not the same fix." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and different security areas; only generic workflow hardening similarity." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and different security areas; not the same code-path problem." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow responsibilities; anti-slop vs benchmark dispatch." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows and unrelated changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows; no shared concrete fix." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and unrelated changes; only generic PR-chore similarity." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and different behavior; not duplicates." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and unrelated changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different security/automation concerns." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows; benchmark trigger vs docker image tag logic." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and unrelated changes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different implementation paths; not the same fix." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and different implementation paths; title similarity only." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same workflow file, but different concrete changes: 46554 adds checkout and file-change checks, while 46558 changes permissions and gating logic." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same workflow file, but 46563 only adds a trust note and reusable-workflow call comments; it is not the same fix." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Same workflow file, but 46716 only switches secrets inheritance to empty secrets; distinct hardening change." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same workflow file, but different concrete edits and different security concerns." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Same workflow file, but different concrete edits; not the same underlying change." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Same workflow file, but different concrete edits; one changes workflow trust commentary, the other secrets handling." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and unrelated behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and unrelated security changes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and unrelated behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and unrelated security changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 29, + "review_unit_index": 1, + "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": "d5ffa367f2cce9c73a92b8a19c2807839c9eddf382432b066945e92da7f50aac", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are not duplicates: one fixes CodeLlama decode stripping real leading spaces, while the other adds checkpoint-specific tokenizer class overrides for DeepSeek-Coder/DeepSeek-LLM loading. They target different code paths and different failure modes.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for the cluster: the two PRs solve unrelated tokenizer bugs in different modules, so neither cleanly represents the whole set.", + "best_issue_reason": null, + "best_pr_reason": "PR #46574 is the better standalone representative because it fixes a concrete end-user decode bug in a single code path and includes a direct implementation change in the tokenizer itself.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Reject: these are different bugs. #46574 fixes CodeLlama decoding behavior (leading-space stripping after tokenizer init), while #46580 changes AutoTokenizer checkpoint-prefix routing for DeepSeek models with incompatible hub tokenizer classes. They do not appear mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46696-2", + "nodes": [ + "pull_request:46696", + "pull_request:47215" + ], + "soft_pairs": [ + "pull_request:46696|pull_request:47215" + ], + "prepared_review_unit_hash": "cdc6c55b283aaf9fe166c0d0ac143aea61747e1a0e797964a0ce9c32a2aab9bb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4579, + "estimated_input_tokens": 1145, + "estimated_eval_tokens": 2546 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4579, + "estimated_input_tokens": 1145, + "estimated_eval_tokens": 2546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to address the same FlashAttention 2 long-context performance regression in `modeling_flash_attention_utils.py`, with the second PR broadening/refining the same tensor-vs-int / sync avoidance fix and adding validation.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47215 is the more complete representative: it targets the same FA2 long-context regression, expands the fix beyond the narrower earlier variant, and includes tests/benchmark coverage.", + "best_issue_reason": null, + "best_pr_reason": "PR 47215 is the strongest standalone fix for the cluster because it covers the same underlying regression with broader code-path handling and supporting tests, making it the best candidate to keep.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46696", + "right": "pull_request:47215", + "accept": true, + "reason": "Same underlying FA2 long-context regression and same issue target (#46693); both change the same flash-attention utility code to avoid costly tensor/int syncs, with 47215 looking like a broader follow-up to 46696." + } + ] + }, + "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": 29, + "review_unit_index": 1, + "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": "02f1bbdfa997d4f9c8189e309b29fd0dd934d1877e2a26de0450434e15b66842", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5432, + "estimated_input_tokens": 1358, + "estimated_eval_tokens": 2972 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5432, + "estimated_input_tokens": 1358, + "estimated_eval_tokens": 2972 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related masking fixes in attention/recurrent models, but they address different bugs: one skips padding masks for batch-size-1 linear-attention forwards, the other skips masks on continued/recurrent forwards and chunked prefill. They should not be merged as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47087 is the stronger canonical candidate because it has an explicit issue target, a broader utility-level fix in masking_utils, and the diff/tests clearly center on the continued-forward masking bug.", + "best_issue_reason": null, + "best_pr_reason": "PR 47087 is the best overall representative of the cluster: it fixes a concrete, well-scoped masking regression across recurrent-layer forwards and includes targeted test coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46773", + "right": "pull_request:47087", + "accept": false, + "reason": "Both touch padding-mask logic, but they fix different failure modes and code paths: 46773 is about batch-size-1 linear-attention models, while 47087 is about recurrent-layer continued forwards/chunked prefill. They are too distinct to treat as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 29, + "review_unit_index": 1, + "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": "0dc5215d188fff26f71d3ef0473fb6a6d0cbd9504e26fdcb3c2918c2039cfe23", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11590, + "estimated_input_tokens": 2898, + "estimated_eval_tokens": 6052 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11590, + "estimated_input_tokens": 2898, + "estimated_eval_tokens": 6052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all in multimodal/pipeline-related areas, but they fix distinct bugs and code paths: stop-sequence handling, multimodal input-key normalization, Gemma4 placeholder validation, candidate decoding length capping, and Qwen Omni postprocessing.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47074 has the broadest, most central pipeline scope and the highest discussion/review activity, so it is the best representative PR in this set.", + "best_issue_reason": null, + "best_pr_reason": "PR 47074 is the most representative change overall; 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no shared code path." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47150", + "accept": false, + "reason": "Different model and defect type: load_error setup fix vs whisper generation bug." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47150", + "accept": false, + "reason": "Both are output mismatches, but they are in different models and different generation paths." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47224", + "accept": true, + "reason": "Same whisper generation code path: both adjust max_length behavior for conditioned generation to address the output mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are conservative. The only true overlaps called out are the edgetam and whisper fixes that are visibly present in PR 47224; the other pairings are reasonably rejected as different models/bug types." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260711T000031Z/analysis-runs/hybrid-model-20260711t000031z/manifest.json b/snapshots/20260711T000031Z/analysis-runs/hybrid-model-20260711t000031z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..d1952260e245fdd6fa82583445201e85d835ae18 --- /dev/null +++ b/snapshots/20260711T000031Z/analysis-runs/hybrid-model-20260711t000031z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260711t000031z", + "artifacts": { + "hybrid": "snapshots/20260711T000031Z/analysis-runs/hybrid-model-20260711t000031z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260711T000031Z/analysis-runs/hybrid-model-20260711t000031z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-11T00:11:03Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260711T000031Z", + "variant": "hybrid" +} diff --git a/snapshots/20260711T000031Z/manifest.json b/snapshots/20260711T000031Z/manifest.json index 34c5927dceef6083fcb35a028946a7de2918ce11..a94c77a3178bd9beea052fc194ab7bf94071f814 100644 --- a/snapshots/20260711T000031Z/manifest.json +++ b/snapshots/20260711T000031Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 208 }, "extracted_at": "2026-07-11T00:00:31Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260711t000031z", + "runs": { + "hybrid-model-20260711t000031z": { + "analysis_id": "hybrid-model-20260711t000031z", + "artifacts": { + "hybrid": "snapshots/20260711T000031Z/analysis-runs/hybrid-model-20260711t000031z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260711T000031Z/analysis-runs/hybrid-model-20260711t000031z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260711T000031Z/analysis-runs/hybrid-model-20260711t000031z/manifest.json", + "model": null, + "published_at": "2026-07-11T00:11:03Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260711T000031Z", "watermark": {